Part A: DCGAN 16 MODELS¶
Class-Specific DCGAN Models (One Model per Class)¶
To generate more class-consistent and higher-quality images, we trained 16 separate DCGAN models, each dedicated to learning one of the 16 EMNIST letter classes.
Rationale:¶
Instead of training a single GAN to generate images across all classes (which may struggle with mode collapse or class confusion), we use one DCGAN per class:
- Each generator learns to map noise vectors to realistic images of a specific letter class.
- Each discriminator learns to distinguish between real and generated images for only that class.
This approach:
- Improves class-specific detail and sharpness.
- Avoids the need for conditional embeddings or label concatenation.
- Simplifies training logic per model.
Training Setup:¶
For each of the 16 classes:
- Filter the dataset to include only images of that class.
- Train a separate DCGAN (generator + discriminator) using the filtered subset.
- Save the best weights and sample outputs during training.
- Use callbacks to monitor and visualize progress.
Each model uses the same architecture and hyperparameters (e.g., latent dimension, optimizer settings), but is trained on a different subset of the dataset.
Output:¶
- After training, each class-specific generator is capable of producing realistic handwritten characters of its corresponding label.
- We later generate and visualize 10 samples per class, arranged in a 16×10 grid (one row per class), to showcase results from all 16 generators.
Table of Content¶
Imports¶
import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
import os
import numpy as np
import tensorflow as tf
from tensorflow.keras.layers import (Input, Dense, Reshape, Conv2DTranspose, BatchNormalization,
Activation, Conv2D, LeakyReLU, Dropout, Flatten)
from tensorflow.keras.models import Model, Sequential
from tensorflow.keras.optimizers import Adam
Control GPU Memory Usage¶
import tensorflow as tf
gpus = tf.config.experimental.list_physical_devices('GPU')
for gpu in gpus:
tf.config.experimental.set_memory_growth(gpu, True)
Background Research and Data Exploration¶
Load Dataset¶
df = pd.read_csv('emnist-letters-train.csv')
# Check how many duplicate rows exist
df.duplicated().sum()
9465
df.drop_duplicates(inplace=True)
labels = df.iloc[:, 0]
images = df.iloc[:, 1:].values
Data Exploration¶
df.shape
(55363, 785)
df.head()
| 24 | 0 | 0.1 | 0.2 | 0.3 | 0.4 | 0.5 | 0.6 | 0.7 | 0.8 | ... | 0.552 | 0.553 | 0.554 | 0.555 | 0.556 | 0.557 | 0.558 | 0.559 | 0.560 | 0.561 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -2 | 142 | 142 | 142 | 142 | 142 | 142 | 142 | 142 | 142 | ... | 142 | 142 | 142 | 142 | 142 | 142 | 142 | 142 | 142 | 142 |
| 1 | 15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | -2 | 120 | 120 | 120 | 120 | 120 | 120 | 120 | 120 | 120 | ... | 120 | 120 | 120 | 120 | 120 | 120 | 120 | 120 | 120 | 120 |
| 4 | -1 | 131 | 131 | 131 | 131 | 131 | 131 | 131 | 131 | 200 | ... | 131 | 131 | 131 | 131 | 131 | 131 | 131 | 131 | 131 | 131 |
5 rows × 785 columns
df.shape
(55363, 785)
df.describe()
| 24 | 0 | 0.1 | 0.2 | 0.3 | 0.4 | 0.5 | 0.6 | 0.7 | 0.8 | ... | 0.552 | 0.553 | 0.554 | 0.555 | 0.556 | 0.557 | 0.558 | 0.559 | 0.560 | 0.561 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 55363.000000 | 55363.000000 | 55363.000000 | 55363.000000 | 55363.000000 | 55363.000000 | 55363.000000 | 55363.000000 | 55363.00000 | 55363.000000 | ... | 55363.000000 | 55363.000000 | 55363.000000 | 55363.000000 | 55363.000000 | 55363.000000 | 55363.000000 | 55363.000000 | 55363.000000 | 55363.000000 |
| mean | 11.589003 | 1.787602 | 1.787602 | 1.787602 | 1.787710 | 1.791991 | 1.810921 | 1.819807 | 1.81009 | 2.259542 | ... | 1.787602 | 1.787602 | 1.787602 | 1.792479 | 1.788180 | 1.787602 | 1.787602 | 1.787602 | 1.787602 | 1.787602 |
| std | 7.467979 | 17.352303 | 17.352303 | 17.352303 | 17.368913 | 17.359561 | 17.449014 | 17.500948 | 17.45474 | 19.855490 | ... | 17.352303 | 17.352303 | 17.352303 | 17.383111 | 17.352776 | 17.352303 | 17.352303 | 17.352303 | 17.352303 | 17.352303 |
| min | -2.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 25% | 5.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 50% | 10.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 75% | 16.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| max | 26.000000 | 255.000000 | 255.000000 | 255.000000 | 255.000000 | 255.000000 | 255.000000 | 255.000000 | 255.00000 | 255.000000 | ... | 255.000000 | 255.000000 | 255.000000 | 255.000000 | 255.000000 | 255.000000 | 255.000000 | 255.000000 | 255.000000 | 255.000000 |
8 rows × 785 columns
print("Unique labels:", sorted(labels.unique()))
Unique labels: [-2, -1, 1, 2, 4, 5, 6, 7, 9, 10, 12, 14, 15, 16, 17, 20, 24, 26]
import matplotlib.pyplot as plt
# Count occurrences and sort by frequency (descending)
label_counts = labels.value_counts().sort_values(ascending=False)
# Create horizontal bar chart
plt.figure(figsize=(10, 6))
bars = plt.barh(label_counts.index.astype(str), label_counts.values, color=plt.cm.tab20.colors)
# Add count values next to bars
for bar, value in zip(bars, label_counts.values):
plt.text(value + 50, bar.get_y() + bar.get_height()/2,
str(value), va='center', fontsize=9)
plt.title("Label Distribution (Descending by Frequency)", fontsize=14, fontweight='bold')
plt.xlabel("Count")
plt.ylabel("Label")
plt.gca().invert_yaxis() # Highest count at the top
plt.grid(axis='x', linestyle='--', alpha=0.7)
plt.tight_layout()
plt.show()
label_counts = labels.value_counts().sort_index()
print(label_counts)
24 -2 256 -1 521 1 3396 2 3396 4 3398 5 3437 6 3393 7 3385 9 3428 10 3402 12 3415 14 3365 15 3408 16 3430 17 3435 20 3436 24 3436 26 3426 Name: count, dtype: int64
Two significantly underrepresented labels –
- Label -1: 521 samples
- Label -2: 256 samples
Before we drop them, let us explore what they are first.
Print out sample images by class¶
# Helper function to plot images by class
def plot_class_images(class_label, n=5):
indices = df[df.iloc[:, 0] == class_label].index[:n]
plt.figure(figsize=(10, 2))
for i, idx in enumerate(indices):
img = images[idx].reshape(28, 28)
plt.subplot(1, n, i + 1)
plt.imshow(img, cmap='gray')
plt.title(f"Label: {class_label}")
plt.axis('off')
plt.tight_layout()
plt.show()
plot_class_images(-2)
plot_class_images(-1)
plot_class_images(1)
plot_class_images(2)
plot_class_images(4)
plot_class_images(5)
plot_class_images(6)
Observations:
- Each label corresponds to a letter in the EMNIST dataset (currently shown as numeric IDs).
- Labels -2 and -1 appear to be mostly blank or minimal marks
- Other labels (e.g., 1, 2, 4, 5, 6) show handwritten letter variations.
- Variation in handwriting style and stroke thickness may affect GAN training quality.
- Letters have both uppercase and lowercase in the same class
Filter Out Unwanted Labels and Reset Index¶
Filter Out Unwanted Labels and Reset Index¶
To ensure clean input data, we removed samples with invalid or unused labels (-1, -2) and reset the index of the dataset. This step helps eliminate noise and outliers that could destabilize the GAN training process.
df = df[~labels.isin([-1, -2])].copy()
df.reset_index(drop=True, inplace=True)
labels = df.iloc[:, 0]
images = df.iloc[:, 1:].values
print("Unique labels after cleaning:", sorted(labels.unique()))
Unique labels after cleaning: [1, 2, 4, 5, 6, 7, 9, 10, 12, 14, 15, 16, 17, 20, 24, 26]
Map Original Labels to a 0–15 Range¶
The EMNIST dataset contains various character labels, but for this GAN training task, we selected only 16 specific character classes. To make them compatible with Conditional GAN training, we mapped these original labels to a range of 0 to 15 using the following approach:
# Map original labels to 0–15
unique_labels = sorted(labels.unique())
label_map = {original: new for new, original in enumerate(unique_labels)}
df['mapped_label'] = df.iloc[:, 0].map(label_map)
mapped_labels = df['mapped_label'].values
# Helper function to plot images using re-mapped label (0–15)
def plot_mapped_class_images(mapped_class_label, n=5):
indices = df[df['mapped_label'] == mapped_class_label].index[:n]
plt.figure(figsize=(10, 2))
for i, idx in enumerate(indices):
img = images[idx].reshape(28, 28)
plt.subplot(1, n, i + 1)
plt.imshow(img.T, cmap='gray') # Transpose to fix orientation
plt.title(f"Mapped Label: {mapped_class_label}")
plt.axis('off')
plt.tight_layout()
plt.show()
# Plot samples from re-mapped labels 0 to 5 (i.e., A to F)
for i in range(6):
plot_mapped_class_images(i)
print("Unique labels after mapping:", sorted(np.unique(mapped_labels)))
# Count occurrences using the updated labels
label_counts = pd.Series(mapped_labels).value_counts().sort_values(ascending=False)
# Plot as horizontal bar chart
plt.figure(figsize=(10, 6))
bars = plt.barh(label_counts.index.astype(str), label_counts.values, color=plt.cm.tab20.colors)
# Add count values next to bars
for bar, value in zip(bars, label_counts.values):
plt.text(value + 50, bar.get_y() + bar.get_height()/2,
str(value), va='center', fontsize=9)
plt.title("Count of Each Updated Label (Descending)", fontsize=14, fontweight='bold')
plt.xlabel("Count")
plt.ylabel("Label")
plt.gca().invert_yaxis() # So highest count is at the top
plt.grid(axis='x', linestyle='--', alpha=0.7)
plt.tight_layout()
plt.show()
Unique labels after mapping: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15]
Image Average¶
import numpy as np
import matplotlib.pyplot as plt
images = images.reshape(-1, 28, 28)
labels = np.asarray(labels).astype(int)
chosen = list("ABDEFGIJLNOPQTXZ") # 16 letters
rows, cols = 2, 8
fig, ax = plt.subplots(rows, cols, figsize=(20, 5))
ax = ax.ravel()
for i, ch in enumerate(chosen):
lab = ord(ch.lower()) - 96 # 'a'->1, ..., 'z'->26
class_imgs = images[labels == lab]
avg_img = np.mean(class_imgs, axis=0) if len(class_imgs) else np.zeros((28, 28))
ax[i].imshow(avg_img, cmap='gray')
ax[i].set_title(ch, fontsize=18, fontweight='bold')
ax[i].axis('off')
# hide any leftover axes (shouldn't be any, but just in case)
for j in range(len(chosen), rows*cols):
ax[j].axis('off')
plt.tight_layout()
plt.show()
Observations:
- Each label corresponds to a letter in the EMNIST dataset
- Labels -2 and -1 appear to be mostly blank or minimal marks
- Other labels (e.g., 1, 2, 4, 5, 6) show handwritten letter variations.
- Variation in handwriting style and stroke thickness may affect GAN training quality.
- Letters have both uppercase and lowercase in the same class
Feature Engineering¶
Image Preprocessing Summary¶
To prepare the EMNIST images for Conditional GAN training, the following preprocessing steps were applied:
Reshape
The flat image arrays were reshaped into 28×28 pixel format to match the original image dimensions.Rotate and Flip
The EMNIST dataset stores images in a transposed and inverted format. We corrected this by rotating each image 90 degrees counter-clockwise and flipping it horizontally to restore proper orientation.Expand Dimensions
A channel dimension was added to represent grayscale format, resulting in image shapes of (28, 28, 1) — required for convolutional neural networks.Normalize
Pixel values were scaled from the original [0, 255] range to [-1, 1], which is important for stabilizing GAN training and matching the output activation (tanh) of the generator.
# Normalize pixel values to [-1, 1]
images = (images - 127.5) / 127.5
# Reshape and fix orientation: rotate 90° clockwise then flip horizontally
images = images.reshape(-1, 28, 28)
images = np.array([np.fliplr(np.rot90(img, k=-1)) for img in images]) # Changed k=1 to k=-1
# Reshape back to (N, 28, 28, 1) for CNN/GAN input
images = images.reshape(-1, 28, 28, 1)
# Confirm shape
print("Final image shape:", images.shape)
Final image shape: (54586, 28, 28, 1)
# Helper function to plot images by class
def plot_class_images(class_label, n=5):
indices = df[df.iloc[:, 0] == class_label].index[:n]
plt.figure(figsize=(10, 2))
for i, idx in enumerate(indices):
img = images[idx].reshape(28, 28)
plt.subplot(1, n, i + 1)
plt.imshow(img, cmap='gray')
plt.title(f"Label: {class_label}")
plt.axis('off')
plt.tight_layout()
plt.show()
plot_class_images(1)
plot_class_images(2)
plot_class_images(4)
plot_class_images(5)
plot_class_images(6)
Application of Multi-DCGANS¶
Multi-DCGANS 16 Models - Baseline Modelling¶
Baseline DCGAN Generator¶
| Layer | Type | Parameters | Activation | Output Shape |
|---|---|---|---|---|
| Input | Input | (latent_dim,) |
– | (latent_dim,) |
| Dense | Fully Connected | Units = 7×7×128 |
ReLU | (6272,) |
| Reshape | Reshape | (7, 7, 128) |
– | (7, 7, 128) |
| UpSampling2D | Upsampling | – | – | (14, 14, 128) |
| Conv2D | Conv | 128 filters, 3×3, padding = same | ReLU | (14, 14, 128) |
| BatchNormalization | BN | Default momentum | – | (14, 14, 128) |
| UpSampling2D | Upsampling | – | – | (28, 28, 128) |
| Conv2D | Conv | 64 filters, 3×3, padding = same | ReLU | (28, 28, 64) |
| BatchNormalization | BN | Default momentum | – | (28, 28, 64) |
| Conv2D | Conv | channels filters, 3×3, padding = same |
Tanh | (28, 28, channels) |
Baseline DCGAN Discriminator¶
| Layer | Type | Parameters | Activation | Output Shape |
|---|---|---|---|---|
| Input | Input | (28, 28, channels) |
– | (28, 28, channels) |
| Conv2D | Conv | 64 filters, 3×3, stride=2, padding = same | LeakyReLU(0.2) | (14, 14, 64) |
| Dropout | Dropout | 0.2 | – | (14, 14, 64) |
| Conv2D | Conv | 128 filters, 3×3, stride=2, padding = same | LeakyReLU(0.2) | (7, 7, 128) |
| BatchNormalization | BN | Default momentum | – | (7, 7, 128) |
| Dropout | Dropout | 0.3 | – | (7, 7, 128) |
| Flatten | Flatten | – | – | (6272,) |
| Dense | Fully Connected | Units = 1 | Sigmoid | (1,) |
Configuration Parameters¶
latent_dim = 150
Size of the random noise vector input to the generator.
- Higher values → more variation and detail in generated images, but can make training slower and less stable.
- Lower values → faster and more stable training, but risk of limited diversity and overly simple outputs.
This was chosen because it balances detail and diversity for 28×28 grayscale images while keeping training stable.
num_classes = 16
Total number of character classes in the dataset.
- Higher values → model must learn to represent more categories, increasing difficulty.
- Lower values → fewer categories, training is easier but less versatile.
This was chosen because the dataset contains exactly 16 target charan and color format.
batch_size = 64
Number of images processed in each training step.
- Higher values → faster epoch completion, more stable gradient updates, but needs more memory.
- Lower values → less memory needed, but training may be noisier and less stable.
This was chosen because it offers a good trade-off between training speed, stability, and memory usage on available hardware. ier and less stable. d stability. d stability.
latent_dim = 150
num_classes = 16
image_shape = (28, 28, 1)
Baseline DCGAN Architecture Explanation¶
Generator:
- Starts from a random noise vector (
latent_dim = 150). - Progressively upsamples to create a
28×28image. DenseandReshapelayers form the initial feature map (7×7×128).UpSamplingandConv2Dlayers increase resolution step by step.BatchNormalizationstabilizes training.- Final
Conv2Dlayer withTanhoutputs normalized grayscale images in the range[-1, 1].
- Starts from a random noise vector (
Discriminator:
- Takes a
28×28grayscale image (real or generated). - Down-samples through
Conv2Dlayers withstride=2. - Uses
LeakyReLUto preserve gradient flow for negative activations. Dropoutregularizes the model to prevent overfitting.- Final
Dense-Sigmoidoutputs the probability that the input is real.
- Takes a
Why this baseline works:
- Simple for fast training.
- Stable due to proven DCGAN design choices.
- Efficient for low-resolution datasets.
- Ideal for benchmarking improvements.
ements.
import os
import numpy as np
import tensorflow as tf
from tensorflow.keras import layers, models
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.layers import UpSampling2D
latent_dim = 150
num_classes = 16
image_shape = (28, 28, 1)
batch_size = 64
# === Baseline Generator ===
def build_baseline_generator(latent_dim, channels=1):
model = Sequential([
Dense(7 * 7 * 128, activation='relu', input_dim=latent_dim), # same units as CGAN
Reshape((7, 7, 128)),
UpSampling2D(),
Conv2D(128, kernel_size=3, padding='same'),
BatchNormalization(),
Activation('relu'),
UpSampling2D(),
Conv2D(64, kernel_size=3, padding='same'),
BatchNormalization(),
Activation('relu'),
Conv2D(channels, kernel_size=3, padding='same'),
Activation('tanh'),
])
noise = Input(shape=(latent_dim,))
img = model(noise)
return Model(noise, img, name="DCGAN_Generator")
# === Baseline Discriminator ===
def build_baseline_discriminator(img_shape):
model = Sequential([
Conv2D(64, kernel_size=3, strides=2, padding='same', input_shape=img_shape),
LeakyReLU(alpha=0.2),
Dropout(0.2), # same as CGAN
Conv2D(128, kernel_size=3, strides=2, padding='same'),
BatchNormalization(),
LeakyReLU(alpha=0.2),
Dropout(0.3), # same as CGAN
Flatten(),
Dense(1, activation='sigmoid'),
])
img = Input(shape=img_shape)
validity = model(img)
return Model(img, validity, name="DCGAN_Discriminator")
Instantiate Models — Summary¶
Generator (gen)
Created using build_baseline_generator(latent_dim, channels=1).
latent_dim: size of the noise input vector.channels=1: output is grayscale images.Discriminator (
disc)
Created usingbuild_baseline_discriminator(image_shape).image_shape:(28, 28, 1)for grayscale input.
Model Summaries
gen.summary()anddisc.summary()print each model’s architecture, layer types, output shapes, and parameter counts for verification.Training Loop by Class
Thefor c in range(num_classes):loop trains a separate DCGAN for each class using its class-specific dataset fromprepare_class_datasets().
## Instatantiate Models
gen = build_baseline_generator(latent_dim, channels=1)
disc = build_baseline_discriminator(image_shape)
print("=== Generator Summary ===")
gen.summary()
print("\n=== Discriminator Summary ===")
disc.summary()
=== Generator Summary ===
Model: "DCGAN_Generator"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_2 (InputLayer) [(None, 150)] 0
sequential_1 (Sequential) (None, 28, 28, 1) 1169793
=================================================================
Total params: 1,169,793
Trainable params: 1,169,409
Non-trainable params: 384
_________________________________________________________________
=== Discriminator Summary ===
Model: "DCGAN_Discriminator"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_3 (InputLayer) [(None, 28, 28, 1)] 0
sequential_2 (Sequential) (None, 1) 81281
=================================================================
Total params: 81,281
Trainable params: 81,025
Non-trainable params: 256
_________________________________________________________________
DCGAN Training Class (DCGANModel) — Summary¶
A custom tf.keras.Model that wraps the generator and discriminator for training with fit(). It defines custom losses, a train_step, and tracks g_loss, d_loss, and d_accuracy.
Key Components
generator,discriminator: models being trained.latent_dim: size of noise input to the generator.loss_fn: Binary Crossentropy (with optional logits).- Metric trackers for per-epoch averages.
Losses
generator_loss: encourages fakes to be classified as real.discriminator_loss: real labels smoothed to0.9, fake labels0, averaged for stability.
Training Flow
- Generate fakes from random noise.
- Get discriminator outputs for real and fake images.
- Compute
d_lossandg_loss. - Backpropagate and update each model separately.
- Calculate
d_accuracy(average of real and fake classification rates).
Why This Design Works
- Label smoothing prevents overconfident discriminator.
- Separate optimizers allow different learning settings.
- Works seamlessly with Keras callbacks, logs, and plots.
# DCGAN training class
class DCGANModel(tf.keras.Model):
def __init__(self, generator, discriminator, latent_dim, from_logits=False):
super().__init__()
self.generator = generator
self.discriminator = discriminator
self.latent_dim = latent_dim
self.loss_fn = tf.keras.losses.BinaryCrossentropy(from_logits=from_logits)
self.from_logits = from_logits
# Trackers so Keras logs per-epoch averages into history.history
self.g_loss_tracker = tf.keras.metrics.Mean(name="g_loss")
self.d_loss_tracker = tf.keras.metrics.Mean(name="d_loss")
self.d_acc_tracker = tf.keras.metrics.Mean(name="d_accuracy")
def compile(self, g_optimizer, d_optimizer):
super().compile()
self.g_optimizer = g_optimizer
self.d_optimizer = d_optimizer
@property
def metrics(self):
return [self.g_loss_tracker, self.d_loss_tracker, self.d_acc_tracker]
def generator_loss(self, fake_output):
return self.loss_fn(tf.ones_like(fake_output), fake_output)
def discriminator_loss(self, real_output, fake_output):
real_loss = self.loss_fn(tf.ones_like(real_output) * 0.9, real_output) # smoothing
fake_loss = self.loss_fn(tf.zeros_like(fake_output), fake_output)
return (real_loss + fake_loss) / 2.0
# Remove @tf.function until everything works
def train_step(self, real_images):
batch_size = tf.shape(real_images)[0]
noise = tf.random.normal([batch_size, self.latent_dim])
with tf.GradientTape() as disc_tape, tf.GradientTape() as gen_tape:
fake_images = self.generator(noise, training=True)
real_out = self.discriminator(real_images, training=True)
fake_out = self.discriminator(fake_images, training=True)
d_loss = self.discriminator_loss(real_out, fake_out)
g_loss = self.generator_loss(fake_out)
d_grads = disc_tape.gradient(d_loss, self.discriminator.trainable_variables)
g_grads = gen_tape.gradient(g_loss, self.generator.trainable_variables)
self.d_optimizer.apply_gradients(zip(d_grads, self.discriminator.trainable_variables))
self.g_optimizer.apply_gradients(zip(g_grads, self.generator.trainable_variables))
# Accuracy calc (probabilities: threshold 0.5; logits: threshold 0.0)
thr = 0.0 if self.loss_fn.from_logits else 0.5
real_correct = tf.cast(real_out > thr, tf.float32)
fake_correct = tf.cast(fake_out < thr, tf.float32)
d_acc = 0.5 * (tf.reduce_mean(real_correct) + tf.reduce_mean(fake_correct))
# Update trackers
self.g_loss_tracker.update_state(g_loss)
self.d_loss_tracker.update_state(d_loss)
self.d_acc_tracker.update_state(d_acc)
return {"g_loss": self.g_loss_tracker.result(),
"d_loss": self.d_loss_tracker.result(),
"d_accuracy": self.d_acc_tracker.result()}
Prepare Class-Wise Datasets (prepare_class_datasets) — Summary¶
What it does
Splits the full dataset into onetf.data.Datasetper class, e.g.class_datasets[0],class_datasets[1], …,class_datasets[15].How it works
- Filters images:
class_imgs = images[labels == c] - Builds pipeline:
tf.data.Dataset.from_tensor_slices(class_imgs)→shuffle(10000)→batch(batch_size)→prefetch(tf.data.AUTOTUNE)
- Filters images:
Why this is useful
- Enables per-class DCGAN training (one model per class).
- Clean data input with shuffling, batching, and prefetching for stability.
Key parameters
batch_size: controls mini-batch size (e.g.,64) for memory/speed trade-off.buffer_size=10000: large shuffle buffer → better mixing of samples.num_classes=16: iterates classes0..15.
# Prepare datasets by class
def prepare_class_datasets(images, labels, batch_size=64, num_classes=16):
class_datasets = {}
for c in range(num_classes):
class_imgs = images[labels == c]
dataset = tf.data.Dataset.from_tensor_slices(class_imgs) \
.shuffle(buffer_size=10000) \
.batch(batch_size) \
.prefetch(tf.data.AUTOTUNE)
class_datasets[c] = dataset
return class_datasets
Per-Class DCGAN Training Loop — Summary¶
Setup
epochs = 50: train each class-specific DCGAN for 50 epochs.histories: dict to recordg_loss,d_loss,d_accuracyper class across epochs.dcgan_models: stores the trainedDCGANModelfor each class.
Per-Class Initialization
- For each class
c:- Build fresh
G = build_baseline_generator(latent_dim, channels=1)andD = build_baseline_discriminator(image_shape). - Wrap into
dcgan = DCGANModel(G, D, latent_dim, from_logits=False)(usefrom_logits=FalseifDends withsigmoid). - Compile with
Adam(0.0002, 0.5)for both G and D (DCGAN best-practice: lower LR withβ1=0.5for stability).
- Build fresh
- For each class
Training & Logging
dcgan.fit(class_datasets[c], epochs=1, verbose=0)runs one epoch and returns a History.- Extract per-epoch metrics:
g_loss: how well G is fooling D (lower is better).d_loss: how well D separates real/fake (balanced, not too low/high).d_accuracy: average of (real→real, fake→fake) correctness.
- Append metrics to
histories[c]and print a concise log line:[Class c | Epoch e] G_loss=... D_loss=... D_acc=...
Periodic Preview
- Every 50 epochs, generate a sample:
noise ~ N(0, I)→G(noise)- Rescale from
[-1, 1]to[0, 1]andimshowwithcmap='gray'.
- Gives a quick visual check of class-specific generation quality.
- Every 50 epochs, generate a sample:
Model Storage
- After training, save the trained
dcganindcgan_models[c]for later sampling/evaluation.
- After training, save the trained
Why These Choices
- Fresh G/D per class: encourages each model to specialize on that class’s distribution.
- Adam(0.0002, 0.5): canonical DCGAN settings that reduce oscillations and mode collapse risk.
from_logits=False: matches a discriminator that outputs probabilities (sigmoid); keep consistent with the loss.
# Number of training epochs for each class
epochs = 50
# Dictionary to store trained DCGAN models for each class
dcgan_models = {}
# Dictionary to store training history (g_loss, d_loss, d_accuracy) per class
histories = {c: {"g_loss": [], "d_loss": [], "d_accuracy": []} for c in range(num_classes)}
# Loop through each class to train a class-specific DCGAN
for c in range(num_classes):
print(f"\n=== Training DCGAN for class {c} ===")
# Build a fresh Generator and Discriminator for this class
G = build_baseline_generator(latent_dim, channels=1) # 1 channel = grayscale
D = build_baseline_discriminator(image_shape) # Discriminator for 28×28×1 images
# Wrap them into a custom DCGAN model
# If Discriminator ends with sigmoid, set from_logits=False
# Compile DCGAN with Adam optimizer (LR=0.0002, β1=0.5 → DCGAN best practice)
dcgan = DCGANModel(G, D, latent_dim, from_logits=False)
dcgan.compile(Adam(0.0002, 0.5), Adam(0.0002, 0.5))
# Train for the specified number of epochs
for epoch in range(epochs):
# Fit for 1 epoch on the dataset of the current class
hist = dcgan.fit(class_datasets[c], epochs=1, verbose=0)
# Extract loss and accuracy from training history
h = hist.history
g = float(h["g_loss"][0]) # Generator loss
d = float(h["d_loss"][0]) # Discriminator loss
acc = float(h["d_accuracy"][0]) # Discriminator accuracy
# Store metrics for plotting/analysis later
histories[c]["g_loss"].append(g)
histories[c]["d_loss"].append(d)
histories[c]["d_accuracy"].append(acc)
# Print training progress for this epoch
print(f"[Class {c} | Epoch {epoch+1:03d}] G_loss={g:.4f} D_loss={d:.4f} D_acc={acc:.3f}")
# Every 50 epochs, generate and display a sample image for this class
if (epoch + 1) % 50 == 0:
noise = tf.random.normal([1, latent_dim]) # Random noise input
img = (G(noise, training=False)[0, :, :, 0] + 1.0) / 2.0 # Scale from [-1, 1] → [0, 1]
plt.imshow(img, cmap='gray')
plt.title(f"Class {c} - Epoch {epoch+1}")
plt.axis('off')
plt.show()
# Save the trained DCGAN model for this class
dcgan_models[c] = dcgan
=== Training DCGAN for class 0 === [Class 0 | Epoch 001] G_loss=1.0386 D_loss=0.6510 D_acc=0.661 [Class 0 | Epoch 002] G_loss=1.0614 D_loss=0.6742 D_acc=0.612 [Class 0 | Epoch 003] G_loss=1.1192 D_loss=0.6334 D_acc=0.654 [Class 0 | Epoch 004] G_loss=1.0739 D_loss=0.6543 D_acc=0.631 [Class 0 | Epoch 005] G_loss=1.0216 D_loss=0.6864 D_acc=0.602 [Class 0 | Epoch 006] G_loss=0.9825 D_loss=0.6879 D_acc=0.583 [Class 0 | Epoch 007] G_loss=0.9828 D_loss=0.6882 D_acc=0.584 [Class 0 | Epoch 008] G_loss=0.9745 D_loss=0.6868 D_acc=0.582 [Class 0 | Epoch 009] G_loss=0.9970 D_loss=0.6671 D_acc=0.600 [Class 0 | Epoch 010] G_loss=0.9963 D_loss=0.6616 D_acc=0.623 [Class 0 | Epoch 011] G_loss=1.0346 D_loss=0.6506 D_acc=0.633 [Class 0 | Epoch 012] G_loss=1.0415 D_loss=0.6457 D_acc=0.627 [Class 0 | Epoch 013] G_loss=1.0516 D_loss=0.6305 D_acc=0.650 [Class 0 | Epoch 014] G_loss=1.0495 D_loss=0.6338 D_acc=0.648 [Class 0 | Epoch 015] G_loss=1.0718 D_loss=0.6145 D_acc=0.667 [Class 0 | Epoch 016] G_loss=1.0539 D_loss=0.6159 D_acc=0.667 [Class 0 | Epoch 017] G_loss=1.0651 D_loss=0.6123 D_acc=0.672 [Class 0 | Epoch 018] G_loss=1.0550 D_loss=0.6115 D_acc=0.680 [Class 0 | Epoch 019] G_loss=1.0662 D_loss=0.6098 D_acc=0.677 [Class 0 | Epoch 020] G_loss=1.0566 D_loss=0.6123 D_acc=0.671 [Class 0 | Epoch 021] G_loss=1.0631 D_loss=0.6157 D_acc=0.664 [Class 0 | Epoch 022] G_loss=1.0454 D_loss=0.6173 D_acc=0.666 [Class 0 | Epoch 023] G_loss=1.0314 D_loss=0.6293 D_acc=0.643 [Class 0 | Epoch 024] G_loss=1.0464 D_loss=0.6246 D_acc=0.652 [Class 0 | Epoch 025] G_loss=1.0318 D_loss=0.6277 D_acc=0.646 [Class 0 | Epoch 026] G_loss=1.0285 D_loss=0.6281 D_acc=0.654 [Class 0 | Epoch 027] G_loss=1.0318 D_loss=0.6333 D_acc=0.644 [Class 0 | Epoch 028] G_loss=1.0311 D_loss=0.6330 D_acc=0.644 [Class 0 | Epoch 029] G_loss=1.0100 D_loss=0.6386 D_acc=0.640 [Class 0 | Epoch 030] G_loss=1.0079 D_loss=0.6426 D_acc=0.624 [Class 0 | Epoch 031] G_loss=1.0153 D_loss=0.6354 D_acc=0.642 [Class 0 | Epoch 032] G_loss=1.0112 D_loss=0.6422 D_acc=0.639 [Class 0 | Epoch 033] G_loss=1.0155 D_loss=0.6365 D_acc=0.635 [Class 0 | Epoch 034] G_loss=1.0175 D_loss=0.6454 D_acc=0.624 [Class 0 | Epoch 035] G_loss=1.0218 D_loss=0.6424 D_acc=0.636 [Class 0 | Epoch 036] G_loss=1.0000 D_loss=0.6508 D_acc=0.627 [Class 0 | Epoch 037] G_loss=1.0130 D_loss=0.6399 D_acc=0.631 [Class 0 | Epoch 038] G_loss=0.9792 D_loss=0.6529 D_acc=0.618 [Class 0 | Epoch 039] G_loss=1.0138 D_loss=0.6428 D_acc=0.632 [Class 0 | Epoch 040] G_loss=0.9771 D_loss=0.6506 D_acc=0.615 [Class 0 | Epoch 041] G_loss=0.9850 D_loss=0.6507 D_acc=0.617 [Class 0 | Epoch 042] G_loss=0.9972 D_loss=0.6471 D_acc=0.628 [Class 0 | Epoch 043] G_loss=0.9784 D_loss=0.6531 D_acc=0.613 [Class 0 | Epoch 044] G_loss=0.9923 D_loss=0.6459 D_acc=0.622 [Class 0 | Epoch 045] G_loss=0.9887 D_loss=0.6415 D_acc=0.626 [Class 0 | Epoch 046] G_loss=0.9701 D_loss=0.6517 D_acc=0.611 [Class 0 | Epoch 047] G_loss=0.9811 D_loss=0.6515 D_acc=0.624 [Class 0 | Epoch 048] G_loss=0.9881 D_loss=0.6483 D_acc=0.620 [Class 0 | Epoch 049] G_loss=0.9847 D_loss=0.6416 D_acc=0.626 [Class 0 | Epoch 050] G_loss=0.9756 D_loss=0.6500 D_acc=0.623
=== Training DCGAN for class 1 === [Class 1 | Epoch 001] G_loss=1.1714 D_loss=0.5639 D_acc=0.747 [Class 1 | Epoch 002] G_loss=1.1196 D_loss=0.6731 D_acc=0.639 [Class 1 | Epoch 003] G_loss=1.2650 D_loss=0.5606 D_acc=0.738 [Class 1 | Epoch 004] G_loss=1.2491 D_loss=0.5723 D_acc=0.724 [Class 1 | Epoch 005] G_loss=1.1792 D_loss=0.6015 D_acc=0.694 [Class 1 | Epoch 006] G_loss=1.1160 D_loss=0.6311 D_acc=0.658 [Class 1 | Epoch 007] G_loss=1.1056 D_loss=0.6324 D_acc=0.653 [Class 1 | Epoch 008] G_loss=1.0679 D_loss=0.6496 D_acc=0.637 [Class 1 | Epoch 009] G_loss=1.0529 D_loss=0.6458 D_acc=0.637 [Class 1 | Epoch 010] G_loss=1.0598 D_loss=0.6442 D_acc=0.640 [Class 1 | Epoch 011] G_loss=1.0444 D_loss=0.6415 D_acc=0.635 [Class 1 | Epoch 012] G_loss=1.0502 D_loss=0.6415 D_acc=0.637 [Class 1 | Epoch 013] G_loss=1.0458 D_loss=0.6352 D_acc=0.649 [Class 1 | Epoch 014] G_loss=1.0490 D_loss=0.6371 D_acc=0.647 [Class 1 | Epoch 015] G_loss=1.0466 D_loss=0.6337 D_acc=0.648 [Class 1 | Epoch 016] G_loss=1.0597 D_loss=0.6282 D_acc=0.663 [Class 1 | Epoch 017] G_loss=1.0734 D_loss=0.6218 D_acc=0.667 [Class 1 | Epoch 018] G_loss=1.0527 D_loss=0.6213 D_acc=0.660 [Class 1 | Epoch 019] G_loss=1.0685 D_loss=0.6163 D_acc=0.662 [Class 1 | Epoch 020] G_loss=1.0588 D_loss=0.6158 D_acc=0.671 [Class 1 | Epoch 021] G_loss=1.0433 D_loss=0.6236 D_acc=0.655 [Class 1 | Epoch 022] G_loss=1.0483 D_loss=0.6160 D_acc=0.673 [Class 1 | Epoch 023] G_loss=1.0520 D_loss=0.6188 D_acc=0.659 [Class 1 | Epoch 024] G_loss=1.0529 D_loss=0.6177 D_acc=0.665 [Class 1 | Epoch 025] G_loss=1.0423 D_loss=0.6167 D_acc=0.659 [Class 1 | Epoch 026] G_loss=1.0514 D_loss=0.6217 D_acc=0.662 [Class 1 | Epoch 027] G_loss=1.0260 D_loss=0.6309 D_acc=0.649 [Class 1 | Epoch 028] G_loss=1.0433 D_loss=0.6251 D_acc=0.653 [Class 1 | Epoch 029] G_loss=1.0503 D_loss=0.6242 D_acc=0.656 [Class 1 | Epoch 030] G_loss=1.0455 D_loss=0.6318 D_acc=0.645 [Class 1 | Epoch 031] G_loss=1.0346 D_loss=0.6349 D_acc=0.647 [Class 1 | Epoch 032] G_loss=1.0428 D_loss=0.6284 D_acc=0.650 [Class 1 | Epoch 033] G_loss=1.0343 D_loss=0.6330 D_acc=0.646 [Class 1 | Epoch 034] G_loss=1.0255 D_loss=0.6358 D_acc=0.646 [Class 1 | Epoch 035] G_loss=1.0288 D_loss=0.6321 D_acc=0.644 [Class 1 | Epoch 036] G_loss=1.0120 D_loss=0.6398 D_acc=0.635 [Class 1 | Epoch 037] G_loss=1.0286 D_loss=0.6359 D_acc=0.632 [Class 1 | Epoch 038] G_loss=1.0223 D_loss=0.6367 D_acc=0.636 [Class 1 | Epoch 039] G_loss=1.0173 D_loss=0.6386 D_acc=0.638 [Class 1 | Epoch 040] G_loss=1.0018 D_loss=0.6427 D_acc=0.631 [Class 1 | Epoch 041] G_loss=1.0257 D_loss=0.6349 D_acc=0.643 [Class 1 | Epoch 042] G_loss=1.0348 D_loss=0.6329 D_acc=0.640 [Class 1 | Epoch 043] G_loss=1.0326 D_loss=0.6399 D_acc=0.643 [Class 1 | Epoch 044] G_loss=1.0138 D_loss=0.6398 D_acc=0.635 [Class 1 | Epoch 045] G_loss=1.0126 D_loss=0.6421 D_acc=0.627 [Class 1 | Epoch 046] G_loss=0.9951 D_loss=0.6450 D_acc=0.629 [Class 1 | Epoch 047] G_loss=0.9878 D_loss=0.6483 D_acc=0.623 [Class 1 | Epoch 048] G_loss=0.9960 D_loss=0.6389 D_acc=0.634 [Class 1 | Epoch 049] G_loss=0.9850 D_loss=0.6513 D_acc=0.620 [Class 1 | Epoch 050] G_loss=0.9934 D_loss=0.6449 D_acc=0.618
=== Training DCGAN for class 2 === [Class 2 | Epoch 001] G_loss=1.1452 D_loss=0.5410 D_acc=0.772 [Class 2 | Epoch 002] G_loss=1.0939 D_loss=0.6757 D_acc=0.640 [Class 2 | Epoch 003] G_loss=1.2892 D_loss=0.5559 D_acc=0.728 [Class 2 | Epoch 004] G_loss=1.2523 D_loss=0.5750 D_acc=0.718 [Class 2 | Epoch 005] G_loss=1.1628 D_loss=0.6107 D_acc=0.676 [Class 2 | Epoch 006] G_loss=1.1098 D_loss=0.6403 D_acc=0.650 [Class 2 | Epoch 007] G_loss=1.0595 D_loss=0.6554 D_acc=0.627 [Class 2 | Epoch 008] G_loss=1.0652 D_loss=0.6442 D_acc=0.644 [Class 2 | Epoch 009] G_loss=1.0652 D_loss=0.6315 D_acc=0.653 [Class 2 | Epoch 010] G_loss=1.0765 D_loss=0.6223 D_acc=0.658 [Class 2 | Epoch 011] G_loss=1.1100 D_loss=0.6049 D_acc=0.681 [Class 2 | Epoch 012] G_loss=1.0989 D_loss=0.6078 D_acc=0.681 [Class 2 | Epoch 013] G_loss=1.1186 D_loss=0.5992 D_acc=0.684 [Class 2 | Epoch 014] G_loss=1.1415 D_loss=0.5985 D_acc=0.687 [Class 2 | Epoch 015] G_loss=1.1248 D_loss=0.5965 D_acc=0.686 [Class 2 | Epoch 016] G_loss=1.1394 D_loss=0.5905 D_acc=0.701 [Class 2 | Epoch 017] G_loss=1.1362 D_loss=0.5938 D_acc=0.691 [Class 2 | Epoch 018] G_loss=1.1411 D_loss=0.5878 D_acc=0.701 [Class 2 | Epoch 019] G_loss=1.1527 D_loss=0.5797 D_acc=0.715 [Class 2 | Epoch 020] G_loss=1.1490 D_loss=0.5835 D_acc=0.701 [Class 2 | Epoch 021] G_loss=1.1417 D_loss=0.5853 D_acc=0.702 [Class 2 | Epoch 022] G_loss=1.1524 D_loss=0.5810 D_acc=0.708 [Class 2 | Epoch 023] G_loss=1.1412 D_loss=0.5918 D_acc=0.694 [Class 2 | Epoch 024] G_loss=1.1193 D_loss=0.5981 D_acc=0.696 [Class 2 | Epoch 025] G_loss=1.1208 D_loss=0.5948 D_acc=0.695 [Class 2 | Epoch 026] G_loss=1.1011 D_loss=0.6061 D_acc=0.681 [Class 2 | Epoch 027] G_loss=1.1233 D_loss=0.5997 D_acc=0.683 [Class 2 | Epoch 028] G_loss=1.0996 D_loss=0.6114 D_acc=0.664 [Class 2 | Epoch 029] G_loss=1.1078 D_loss=0.6096 D_acc=0.675 [Class 2 | Epoch 030] G_loss=1.0962 D_loss=0.6115 D_acc=0.667 [Class 2 | Epoch 031] G_loss=1.0898 D_loss=0.6151 D_acc=0.664 [Class 2 | Epoch 032] G_loss=1.0978 D_loss=0.6166 D_acc=0.667 [Class 2 | Epoch 033] G_loss=1.0770 D_loss=0.6212 D_acc=0.659 [Class 2 | Epoch 034] G_loss=1.1017 D_loss=0.6109 D_acc=0.670 [Class 2 | Epoch 035] G_loss=1.0542 D_loss=0.6348 D_acc=0.647 [Class 2 | Epoch 036] G_loss=1.0791 D_loss=0.6209 D_acc=0.665 [Class 2 | Epoch 037] G_loss=1.0518 D_loss=0.6338 D_acc=0.642 [Class 2 | Epoch 038] G_loss=1.0714 D_loss=0.6209 D_acc=0.659 [Class 2 | Epoch 039] G_loss=1.0411 D_loss=0.6396 D_acc=0.639 [Class 2 | Epoch 040] G_loss=1.0332 D_loss=0.6346 D_acc=0.642 [Class 2 | Epoch 041] G_loss=1.0395 D_loss=0.6299 D_acc=0.642 [Class 2 | Epoch 042] G_loss=1.0351 D_loss=0.6378 D_acc=0.631 [Class 2 | Epoch 043] G_loss=1.0428 D_loss=0.6346 D_acc=0.648 [Class 2 | Epoch 044] G_loss=1.0204 D_loss=0.6332 D_acc=0.641 [Class 2 | Epoch 045] G_loss=1.0388 D_loss=0.6333 D_acc=0.644 [Class 2 | Epoch 046] G_loss=1.0217 D_loss=0.6331 D_acc=0.642 [Class 2 | Epoch 047] G_loss=1.0247 D_loss=0.6406 D_acc=0.631 [Class 2 | Epoch 048] G_loss=1.0438 D_loss=0.6282 D_acc=0.648 [Class 2 | Epoch 049] G_loss=1.0233 D_loss=0.6390 D_acc=0.642 [Class 2 | Epoch 050] G_loss=1.0274 D_loss=0.6453 D_acc=0.631
=== Training DCGAN for class 3 === [Class 3 | Epoch 001] G_loss=1.4764 D_loss=0.4372 D_acc=0.863 [Class 3 | Epoch 002] G_loss=1.1750 D_loss=0.6372 D_acc=0.667 [Class 3 | Epoch 003] G_loss=1.2351 D_loss=0.5801 D_acc=0.711 [Class 3 | Epoch 004] G_loss=1.1795 D_loss=0.6028 D_acc=0.689 [Class 3 | Epoch 005] G_loss=1.0970 D_loss=0.6433 D_acc=0.642 [Class 3 | Epoch 006] G_loss=1.0910 D_loss=0.6420 D_acc=0.650 [Class 3 | Epoch 007] G_loss=1.0897 D_loss=0.6321 D_acc=0.647 [Class 3 | Epoch 008] G_loss=1.0598 D_loss=0.6483 D_acc=0.634 [Class 3 | Epoch 009] G_loss=1.0667 D_loss=0.6389 D_acc=0.648 [Class 3 | Epoch 010] G_loss=1.0400 D_loss=0.6537 D_acc=0.626 [Class 3 | Epoch 011] G_loss=1.0324 D_loss=0.6483 D_acc=0.628 [Class 3 | Epoch 012] G_loss=1.0334 D_loss=0.6487 D_acc=0.630 [Class 3 | Epoch 013] G_loss=1.0515 D_loss=0.6466 D_acc=0.629 [Class 3 | Epoch 014] G_loss=1.0516 D_loss=0.6471 D_acc=0.636 [Class 3 | Epoch 015] G_loss=1.0335 D_loss=0.6447 D_acc=0.635 [Class 3 | Epoch 016] G_loss=1.0388 D_loss=0.6376 D_acc=0.649 [Class 3 | Epoch 017] G_loss=1.0273 D_loss=0.6398 D_acc=0.636 [Class 3 | Epoch 018] G_loss=1.0200 D_loss=0.6421 D_acc=0.633 [Class 3 | Epoch 019] G_loss=1.0074 D_loss=0.6451 D_acc=0.624 [Class 3 | Epoch 020] G_loss=1.0031 D_loss=0.6462 D_acc=0.629 [Class 3 | Epoch 021] G_loss=0.9891 D_loss=0.6496 D_acc=0.624 [Class 3 | Epoch 022] G_loss=0.9968 D_loss=0.6481 D_acc=0.626 [Class 3 | Epoch 023] G_loss=0.9853 D_loss=0.6568 D_acc=0.617 [Class 3 | Epoch 024] G_loss=0.9920 D_loss=0.6563 D_acc=0.619 [Class 3 | Epoch 025] G_loss=0.9802 D_loss=0.6545 D_acc=0.615 [Class 3 | Epoch 026] G_loss=0.9789 D_loss=0.6587 D_acc=0.605 [Class 3 | Epoch 027] G_loss=0.9728 D_loss=0.6588 D_acc=0.603 [Class 3 | Epoch 028] G_loss=0.9554 D_loss=0.6649 D_acc=0.601 [Class 3 | Epoch 029] G_loss=0.9660 D_loss=0.6616 D_acc=0.608 [Class 3 | Epoch 030] G_loss=0.9723 D_loss=0.6624 D_acc=0.604 [Class 3 | Epoch 031] G_loss=0.9524 D_loss=0.6672 D_acc=0.598 [Class 3 | Epoch 032] G_loss=0.9477 D_loss=0.6705 D_acc=0.594 [Class 3 | Epoch 033] G_loss=0.9491 D_loss=0.6704 D_acc=0.593 [Class 3 | Epoch 034] G_loss=0.9502 D_loss=0.6679 D_acc=0.589 [Class 3 | Epoch 035] G_loss=0.9415 D_loss=0.6679 D_acc=0.596 [Class 3 | Epoch 036] G_loss=0.9207 D_loss=0.6754 D_acc=0.585 [Class 3 | Epoch 037] G_loss=0.9426 D_loss=0.6735 D_acc=0.583 [Class 3 | Epoch 038] G_loss=0.9617 D_loss=0.6575 D_acc=0.608 [Class 3 | Epoch 039] G_loss=0.9102 D_loss=0.6883 D_acc=0.566 [Class 3 | Epoch 040] G_loss=0.9402 D_loss=0.6695 D_acc=0.589 [Class 3 | Epoch 041] G_loss=0.9324 D_loss=0.6737 D_acc=0.587 [Class 3 | Epoch 042] G_loss=0.9178 D_loss=0.6745 D_acc=0.582 [Class 3 | Epoch 043] G_loss=0.9135 D_loss=0.6789 D_acc=0.577 [Class 3 | Epoch 044] G_loss=0.9085 D_loss=0.6808 D_acc=0.568 [Class 3 | Epoch 045] G_loss=0.9155 D_loss=0.6773 D_acc=0.571 [Class 3 | Epoch 046] G_loss=0.9150 D_loss=0.6822 D_acc=0.569 [Class 3 | Epoch 047] G_loss=0.9260 D_loss=0.6761 D_acc=0.577 [Class 3 | Epoch 048] G_loss=0.9486 D_loss=0.6682 D_acc=0.586 [Class 3 | Epoch 049] G_loss=0.9173 D_loss=0.6822 D_acc=0.567 [Class 3 | Epoch 050] G_loss=0.9197 D_loss=0.6744 D_acc=0.579
=== Training DCGAN for class 4 === [Class 4 | Epoch 001] G_loss=1.1932 D_loss=0.5132 D_acc=0.795 [Class 4 | Epoch 002] G_loss=1.1142 D_loss=0.6665 D_acc=0.645 [Class 4 | Epoch 003] G_loss=1.2624 D_loss=0.5676 D_acc=0.720 [Class 4 | Epoch 004] G_loss=1.2702 D_loss=0.5678 D_acc=0.725 [Class 4 | Epoch 005] G_loss=1.1651 D_loss=0.6204 D_acc=0.673 [Class 4 | Epoch 006] G_loss=1.1045 D_loss=0.6427 D_acc=0.658 [Class 4 | Epoch 007] G_loss=1.0486 D_loss=0.6738 D_acc=0.615 [Class 4 | Epoch 008] G_loss=1.0121 D_loss=0.6800 D_acc=0.604 [Class 4 | Epoch 009] G_loss=1.0105 D_loss=0.6706 D_acc=0.608 [Class 4 | Epoch 010] G_loss=1.0138 D_loss=0.6573 D_acc=0.619 [Class 4 | Epoch 011] G_loss=1.0412 D_loss=0.6437 D_acc=0.636 [Class 4 | Epoch 012] G_loss=1.0498 D_loss=0.6338 D_acc=0.650 [Class 4 | Epoch 013] G_loss=1.0511 D_loss=0.6427 D_acc=0.643 [Class 4 | Epoch 014] G_loss=1.0188 D_loss=0.6533 D_acc=0.624 [Class 4 | Epoch 015] G_loss=1.0042 D_loss=0.6540 D_acc=0.632 [Class 4 | Epoch 016] G_loss=1.0353 D_loss=0.6355 D_acc=0.641 [Class 4 | Epoch 017] G_loss=1.0218 D_loss=0.6330 D_acc=0.646 [Class 4 | Epoch 018] G_loss=1.0205 D_loss=0.6366 D_acc=0.640 [Class 4 | Epoch 019] G_loss=1.0130 D_loss=0.6379 D_acc=0.645 [Class 4 | Epoch 020] G_loss=1.0082 D_loss=0.6396 D_acc=0.634 [Class 4 | Epoch 021] G_loss=1.0120 D_loss=0.6330 D_acc=0.648 [Class 4 | Epoch 022] G_loss=1.0025 D_loss=0.6409 D_acc=0.634 [Class 4 | Epoch 023] G_loss=1.0103 D_loss=0.6390 D_acc=0.634 [Class 4 | Epoch 024] G_loss=1.0107 D_loss=0.6388 D_acc=0.637 [Class 4 | Epoch 025] G_loss=1.0138 D_loss=0.6326 D_acc=0.648 [Class 4 | Epoch 026] G_loss=1.0044 D_loss=0.6329 D_acc=0.646 [Class 4 | Epoch 027] G_loss=1.0074 D_loss=0.6381 D_acc=0.631 [Class 4 | Epoch 028] G_loss=1.0101 D_loss=0.6345 D_acc=0.638 [Class 4 | Epoch 029] G_loss=0.9924 D_loss=0.6473 D_acc=0.624 [Class 4 | Epoch 030] G_loss=0.9991 D_loss=0.6374 D_acc=0.640 [Class 4 | Epoch 031] G_loss=1.0035 D_loss=0.6455 D_acc=0.630 [Class 4 | Epoch 032] G_loss=0.9819 D_loss=0.6557 D_acc=0.618 [Class 4 | Epoch 033] G_loss=0.9974 D_loss=0.6388 D_acc=0.633 [Class 4 | Epoch 034] G_loss=0.9818 D_loss=0.6496 D_acc=0.626 [Class 4 | Epoch 035] G_loss=0.9689 D_loss=0.6576 D_acc=0.606 [Class 4 | Epoch 036] G_loss=0.9817 D_loss=0.6494 D_acc=0.623 [Class 4 | Epoch 037] G_loss=0.9671 D_loss=0.6573 D_acc=0.613 [Class 4 | Epoch 038] G_loss=0.9771 D_loss=0.6560 D_acc=0.610 [Class 4 | Epoch 039] G_loss=0.9716 D_loss=0.6530 D_acc=0.620 [Class 4 | Epoch 040] G_loss=0.9756 D_loss=0.6500 D_acc=0.619 [Class 4 | Epoch 041] G_loss=0.9619 D_loss=0.6591 D_acc=0.605 [Class 4 | Epoch 042] G_loss=0.9639 D_loss=0.6543 D_acc=0.609 [Class 4 | Epoch 043] G_loss=0.9584 D_loss=0.6548 D_acc=0.614 [Class 4 | Epoch 044] G_loss=0.9504 D_loss=0.6611 D_acc=0.606 [Class 4 | Epoch 045] G_loss=0.9580 D_loss=0.6579 D_acc=0.604 [Class 4 | Epoch 046] G_loss=0.9555 D_loss=0.6560 D_acc=0.603 [Class 4 | Epoch 047] G_loss=0.9472 D_loss=0.6587 D_acc=0.602 [Class 4 | Epoch 048] G_loss=0.9494 D_loss=0.6580 D_acc=0.604 [Class 4 | Epoch 049] G_loss=0.9420 D_loss=0.6625 D_acc=0.606 [Class 4 | Epoch 050] G_loss=0.9486 D_loss=0.6629 D_acc=0.602
=== Training DCGAN for class 5 === [Class 5 | Epoch 001] G_loss=0.9468 D_loss=0.6881 D_acc=0.626 [Class 5 | Epoch 002] G_loss=1.0989 D_loss=0.6693 D_acc=0.626 [Class 5 | Epoch 003] G_loss=1.1837 D_loss=0.6067 D_acc=0.680 [Class 5 | Epoch 004] G_loss=1.1286 D_loss=0.6280 D_acc=0.674 [Class 5 | Epoch 005] G_loss=1.0986 D_loss=0.6413 D_acc=0.645 [Class 5 | Epoch 006] G_loss=1.0272 D_loss=0.6713 D_acc=0.617 [Class 5 | Epoch 007] G_loss=1.0069 D_loss=0.6826 D_acc=0.601 [Class 5 | Epoch 008] G_loss=1.0213 D_loss=0.6619 D_acc=0.623 [Class 5 | Epoch 009] G_loss=1.0214 D_loss=0.6548 D_acc=0.627 [Class 5 | Epoch 010] G_loss=1.0304 D_loss=0.6455 D_acc=0.630 [Class 5 | Epoch 011] G_loss=1.0478 D_loss=0.6360 D_acc=0.642 [Class 5 | Epoch 012] G_loss=1.0753 D_loss=0.6236 D_acc=0.659 [Class 5 | Epoch 013] G_loss=1.0579 D_loss=0.6295 D_acc=0.653 [Class 5 | Epoch 014] G_loss=1.0653 D_loss=0.6245 D_acc=0.653 [Class 5 | Epoch 015] G_loss=1.0698 D_loss=0.6185 D_acc=0.668 [Class 5 | Epoch 016] G_loss=1.0516 D_loss=0.6206 D_acc=0.661 [Class 5 | Epoch 017] G_loss=1.0528 D_loss=0.6169 D_acc=0.668 [Class 5 | Epoch 018] G_loss=1.0596 D_loss=0.6134 D_acc=0.668 [Class 5 | Epoch 019] G_loss=1.0639 D_loss=0.6092 D_acc=0.678 [Class 5 | Epoch 020] G_loss=1.0505 D_loss=0.6111 D_acc=0.675 [Class 5 | Epoch 021] G_loss=1.0624 D_loss=0.6111 D_acc=0.674 [Class 5 | Epoch 022] G_loss=1.0466 D_loss=0.6172 D_acc=0.663 [Class 5 | Epoch 023] G_loss=1.0506 D_loss=0.6169 D_acc=0.670 [Class 5 | Epoch 024] G_loss=1.0519 D_loss=0.6191 D_acc=0.661 [Class 5 | Epoch 025] G_loss=1.0511 D_loss=0.6198 D_acc=0.657 [Class 5 | Epoch 026] G_loss=1.0433 D_loss=0.6251 D_acc=0.655 [Class 5 | Epoch 027] G_loss=1.0398 D_loss=0.6225 D_acc=0.661 [Class 5 | Epoch 028] G_loss=1.0380 D_loss=0.6273 D_acc=0.651 [Class 5 | Epoch 029] G_loss=1.0374 D_loss=0.6300 D_acc=0.649 [Class 5 | Epoch 030] G_loss=1.0290 D_loss=0.6330 D_acc=0.643 [Class 5 | Epoch 031] G_loss=1.0267 D_loss=0.6354 D_acc=0.643 [Class 5 | Epoch 032] G_loss=1.0255 D_loss=0.6315 D_acc=0.653 [Class 5 | Epoch 033] G_loss=1.0211 D_loss=0.6408 D_acc=0.630 [Class 5 | Epoch 034] G_loss=1.0185 D_loss=0.6431 D_acc=0.627 [Class 5 | Epoch 035] G_loss=1.0252 D_loss=0.6332 D_acc=0.637 [Class 5 | Epoch 036] G_loss=1.0211 D_loss=0.6365 D_acc=0.635 [Class 5 | Epoch 037] G_loss=1.0177 D_loss=0.6362 D_acc=0.632 [Class 5 | Epoch 038] G_loss=1.0056 D_loss=0.6399 D_acc=0.635 [Class 5 | Epoch 039] G_loss=1.0106 D_loss=0.6385 D_acc=0.640 [Class 5 | Epoch 040] G_loss=0.9973 D_loss=0.6420 D_acc=0.631 [Class 5 | Epoch 041] G_loss=0.9975 D_loss=0.6414 D_acc=0.633 [Class 5 | Epoch 042] G_loss=1.0083 D_loss=0.6498 D_acc=0.621 [Class 5 | Epoch 043] G_loss=1.0063 D_loss=0.6374 D_acc=0.640 [Class 5 | Epoch 044] G_loss=1.0073 D_loss=0.6407 D_acc=0.629 [Class 5 | Epoch 045] G_loss=1.0004 D_loss=0.6359 D_acc=0.640 [Class 5 | Epoch 046] G_loss=0.9972 D_loss=0.6457 D_acc=0.631 [Class 5 | Epoch 047] G_loss=0.9737 D_loss=0.6479 D_acc=0.622 [Class 5 | Epoch 048] G_loss=1.0101 D_loss=0.6386 D_acc=0.637 [Class 5 | Epoch 049] G_loss=0.9925 D_loss=0.6458 D_acc=0.623 [Class 5 | Epoch 050] G_loss=1.0001 D_loss=0.6400 D_acc=0.634
=== Training DCGAN for class 6 === [Class 6 | Epoch 001] G_loss=1.3226 D_loss=0.5149 D_acc=0.795 [Class 6 | Epoch 002] G_loss=1.1253 D_loss=0.6374 D_acc=0.673 [Class 6 | Epoch 003] G_loss=1.0565 D_loss=0.6665 D_acc=0.609 [Class 6 | Epoch 004] G_loss=1.0294 D_loss=0.6741 D_acc=0.600 [Class 6 | Epoch 005] G_loss=1.0198 D_loss=0.6815 D_acc=0.598 [Class 6 | Epoch 006] G_loss=1.0092 D_loss=0.6768 D_acc=0.600 [Class 6 | Epoch 007] G_loss=1.0292 D_loss=0.6510 D_acc=0.628 [Class 6 | Epoch 008] G_loss=1.0481 D_loss=0.6434 D_acc=0.640 [Class 6 | Epoch 009] G_loss=1.0312 D_loss=0.6440 D_acc=0.637 [Class 6 | Epoch 010] G_loss=1.0655 D_loss=0.6213 D_acc=0.663 [Class 6 | Epoch 011] G_loss=1.0500 D_loss=0.6385 D_acc=0.638 [Class 6 | Epoch 012] G_loss=1.0450 D_loss=0.6270 D_acc=0.650 [Class 6 | Epoch 013] G_loss=1.0529 D_loss=0.6309 D_acc=0.652 [Class 6 | Epoch 014] G_loss=1.0277 D_loss=0.6302 D_acc=0.645 [Class 6 | Epoch 015] G_loss=1.0203 D_loss=0.6406 D_acc=0.638 [Class 6 | Epoch 016] G_loss=1.0253 D_loss=0.6339 D_acc=0.644 [Class 6 | Epoch 017] G_loss=1.0041 D_loss=0.6387 D_acc=0.633 [Class 6 | Epoch 018] G_loss=1.0264 D_loss=0.6284 D_acc=0.654 [Class 6 | Epoch 019] G_loss=1.0289 D_loss=0.6311 D_acc=0.652 [Class 6 | Epoch 020] G_loss=1.0322 D_loss=0.6403 D_acc=0.637 [Class 6 | Epoch 021] G_loss=1.0269 D_loss=0.6369 D_acc=0.643 [Class 6 | Epoch 022] G_loss=0.9975 D_loss=0.6451 D_acc=0.637 [Class 6 | Epoch 023] G_loss=0.9986 D_loss=0.6420 D_acc=0.630 [Class 6 | Epoch 024] G_loss=1.0057 D_loss=0.6474 D_acc=0.629 [Class 6 | Epoch 025] G_loss=0.9847 D_loss=0.6456 D_acc=0.626 [Class 6 | Epoch 026] G_loss=0.9976 D_loss=0.6436 D_acc=0.629 [Class 6 | Epoch 027] G_loss=0.9708 D_loss=0.6616 D_acc=0.610 [Class 6 | Epoch 028] G_loss=0.9862 D_loss=0.6572 D_acc=0.610 [Class 6 | Epoch 029] G_loss=0.9704 D_loss=0.6511 D_acc=0.609 [Class 6 | Epoch 030] G_loss=0.9782 D_loss=0.6588 D_acc=0.611 [Class 6 | Epoch 031] G_loss=0.9672 D_loss=0.6576 D_acc=0.607 [Class 6 | Epoch 032] G_loss=0.9470 D_loss=0.6679 D_acc=0.596 [Class 6 | Epoch 033] G_loss=0.9403 D_loss=0.6702 D_acc=0.596 [Class 6 | Epoch 034] G_loss=0.9500 D_loss=0.6631 D_acc=0.598 [Class 6 | Epoch 035] G_loss=0.9454 D_loss=0.6656 D_acc=0.603 [Class 6 | Epoch 036] G_loss=0.9217 D_loss=0.6748 D_acc=0.583 [Class 6 | Epoch 037] G_loss=0.9273 D_loss=0.6666 D_acc=0.593 [Class 6 | Epoch 038] G_loss=0.9355 D_loss=0.6669 D_acc=0.588 [Class 6 | Epoch 039] G_loss=0.9413 D_loss=0.6596 D_acc=0.598 [Class 6 | Epoch 040] G_loss=0.9305 D_loss=0.6647 D_acc=0.597 [Class 6 | Epoch 041] G_loss=0.9224 D_loss=0.6700 D_acc=0.581 [Class 6 | Epoch 042] G_loss=0.9379 D_loss=0.6622 D_acc=0.603 [Class 6 | Epoch 043] G_loss=0.9467 D_loss=0.6596 D_acc=0.599 [Class 6 | Epoch 044] G_loss=0.9157 D_loss=0.6766 D_acc=0.572 [Class 6 | Epoch 045] G_loss=0.9233 D_loss=0.6730 D_acc=0.584 [Class 6 | Epoch 046] G_loss=0.9570 D_loss=0.6567 D_acc=0.603 [Class 6 | Epoch 047] G_loss=0.9384 D_loss=0.6583 D_acc=0.604 [Class 6 | Epoch 048] G_loss=0.9268 D_loss=0.6695 D_acc=0.580 [Class 6 | Epoch 049] G_loss=0.9433 D_loss=0.6590 D_acc=0.602 [Class 6 | Epoch 050] G_loss=0.9145 D_loss=0.6737 D_acc=0.570
=== Training DCGAN for class 7 === [Class 7 | Epoch 001] G_loss=1.4097 D_loss=0.4615 D_acc=0.836 [Class 7 | Epoch 002] G_loss=1.1377 D_loss=0.6567 D_acc=0.650 [Class 7 | Epoch 003] G_loss=1.3615 D_loss=0.5432 D_acc=0.746 [Class 7 | Epoch 004] G_loss=1.3166 D_loss=0.5554 D_acc=0.741 [Class 7 | Epoch 005] G_loss=1.2213 D_loss=0.6104 D_acc=0.689 [Class 7 | Epoch 006] G_loss=1.1257 D_loss=0.6465 D_acc=0.649 [Class 7 | Epoch 007] G_loss=1.0681 D_loss=0.6668 D_acc=0.622 [Class 7 | Epoch 008] G_loss=1.0197 D_loss=0.6686 D_acc=0.614 [Class 7 | Epoch 009] G_loss=1.0539 D_loss=0.6460 D_acc=0.633 [Class 7 | Epoch 010] G_loss=1.0456 D_loss=0.6362 D_acc=0.650 [Class 7 | Epoch 011] G_loss=1.0511 D_loss=0.6340 D_acc=0.650 [Class 7 | Epoch 012] G_loss=1.0568 D_loss=0.6243 D_acc=0.659 [Class 7 | Epoch 013] G_loss=1.0822 D_loss=0.6186 D_acc=0.667 [Class 7 | Epoch 014] G_loss=1.0869 D_loss=0.6111 D_acc=0.679 [Class 7 | Epoch 015] G_loss=1.1087 D_loss=0.6066 D_acc=0.682 [Class 7 | Epoch 016] G_loss=1.0994 D_loss=0.6068 D_acc=0.687 [Class 7 | Epoch 017] G_loss=1.1230 D_loss=0.5987 D_acc=0.689 [Class 7 | Epoch 018] G_loss=1.1053 D_loss=0.5997 D_acc=0.685 [Class 7 | Epoch 019] G_loss=1.0982 D_loss=0.6065 D_acc=0.675 [Class 7 | Epoch 020] G_loss=1.0831 D_loss=0.6144 D_acc=0.673 [Class 7 | Epoch 021] G_loss=1.0920 D_loss=0.6044 D_acc=0.682 [Class 7 | Epoch 022] G_loss=1.0678 D_loss=0.6206 D_acc=0.663 [Class 7 | Epoch 023] G_loss=1.0781 D_loss=0.6143 D_acc=0.667 [Class 7 | Epoch 024] G_loss=1.0559 D_loss=0.6245 D_acc=0.658 [Class 7 | Epoch 025] G_loss=1.0621 D_loss=0.6262 D_acc=0.657 [Class 7 | Epoch 026] G_loss=1.0406 D_loss=0.6421 D_acc=0.637 [Class 7 | Epoch 027] G_loss=1.0291 D_loss=0.6372 D_acc=0.647 [Class 7 | Epoch 028] G_loss=1.0185 D_loss=0.6507 D_acc=0.618 [Class 7 | Epoch 029] G_loss=1.0074 D_loss=0.6465 D_acc=0.624 [Class 7 | Epoch 030] G_loss=1.0129 D_loss=0.6444 D_acc=0.627 [Class 7 | Epoch 031] G_loss=1.0017 D_loss=0.6526 D_acc=0.624 [Class 7 | Epoch 032] G_loss=1.0003 D_loss=0.6490 D_acc=0.617 [Class 7 | Epoch 033] G_loss=0.9952 D_loss=0.6517 D_acc=0.618 [Class 7 | Epoch 034] G_loss=0.9996 D_loss=0.6550 D_acc=0.615 [Class 7 | Epoch 035] G_loss=0.9918 D_loss=0.6580 D_acc=0.607 [Class 7 | Epoch 036] G_loss=0.9874 D_loss=0.6511 D_acc=0.618 [Class 7 | Epoch 037] G_loss=0.9861 D_loss=0.6664 D_acc=0.599 [Class 7 | Epoch 038] G_loss=0.9596 D_loss=0.6619 D_acc=0.604 [Class 7 | Epoch 039] G_loss=0.9797 D_loss=0.6596 D_acc=0.613 [Class 7 | Epoch 040] G_loss=0.9634 D_loss=0.6608 D_acc=0.602 [Class 7 | Epoch 041] G_loss=0.9676 D_loss=0.6593 D_acc=0.601 [Class 7 | Epoch 042] G_loss=0.9671 D_loss=0.6633 D_acc=0.602 [Class 7 | Epoch 043] G_loss=0.9851 D_loss=0.6559 D_acc=0.612 [Class 7 | Epoch 044] G_loss=0.9630 D_loss=0.6618 D_acc=0.603 [Class 7 | Epoch 045] G_loss=0.9636 D_loss=0.6624 D_acc=0.601 [Class 7 | Epoch 046] G_loss=0.9520 D_loss=0.6705 D_acc=0.591 [Class 7 | Epoch 047] G_loss=0.9743 D_loss=0.6596 D_acc=0.607 [Class 7 | Epoch 048] G_loss=0.9410 D_loss=0.6664 D_acc=0.594 [Class 7 | Epoch 049] G_loss=0.9475 D_loss=0.6652 D_acc=0.597 [Class 7 | Epoch 050] G_loss=0.9689 D_loss=0.6537 D_acc=0.610
=== Training DCGAN for class 8 === [Class 8 | Epoch 001] G_loss=1.0410 D_loss=0.6483 D_acc=0.662 [Class 8 | Epoch 002] G_loss=1.0623 D_loss=0.6983 D_acc=0.608 [Class 8 | Epoch 003] G_loss=1.1522 D_loss=0.6166 D_acc=0.675 [Class 8 | Epoch 004] G_loss=1.1292 D_loss=0.6546 D_acc=0.634 [Class 8 | Epoch 005] G_loss=1.0804 D_loss=0.6589 D_acc=0.633 [Class 8 | Epoch 006] G_loss=1.0794 D_loss=0.6437 D_acc=0.636 [Class 8 | Epoch 007] G_loss=1.0794 D_loss=0.6375 D_acc=0.646 [Class 8 | Epoch 008] G_loss=1.0876 D_loss=0.6246 D_acc=0.658 [Class 8 | Epoch 009] G_loss=1.1001 D_loss=0.6259 D_acc=0.662 [Class 8 | Epoch 010] G_loss=1.1071 D_loss=0.6175 D_acc=0.669 [Class 8 | Epoch 011] G_loss=1.0892 D_loss=0.6191 D_acc=0.674 [Class 8 | Epoch 012] G_loss=1.0784 D_loss=0.6238 D_acc=0.659 [Class 8 | Epoch 013] G_loss=1.0646 D_loss=0.6239 D_acc=0.660 [Class 8 | Epoch 014] G_loss=1.0572 D_loss=0.6259 D_acc=0.655 [Class 8 | Epoch 015] G_loss=1.0629 D_loss=0.6194 D_acc=0.661 [Class 8 | Epoch 016] G_loss=1.0661 D_loss=0.6243 D_acc=0.654 [Class 8 | Epoch 017] G_loss=1.0538 D_loss=0.6217 D_acc=0.662 [Class 8 | Epoch 018] G_loss=1.0534 D_loss=0.6231 D_acc=0.652 [Class 8 | Epoch 019] G_loss=1.0406 D_loss=0.6314 D_acc=0.651 [Class 8 | Epoch 020] G_loss=1.0290 D_loss=0.6358 D_acc=0.640 [Class 8 | Epoch 021] G_loss=1.0208 D_loss=0.6413 D_acc=0.638 [Class 8 | Epoch 022] G_loss=1.0090 D_loss=0.6486 D_acc=0.620 [Class 8 | Epoch 023] G_loss=1.0066 D_loss=0.6481 D_acc=0.625 [Class 8 | Epoch 024] G_loss=1.0043 D_loss=0.6496 D_acc=0.623 [Class 8 | Epoch 025] G_loss=0.9780 D_loss=0.6616 D_acc=0.610 [Class 8 | Epoch 026] G_loss=0.9803 D_loss=0.6548 D_acc=0.609 [Class 8 | Epoch 027] G_loss=0.9933 D_loss=0.6508 D_acc=0.618 [Class 8 | Epoch 028] G_loss=0.9725 D_loss=0.6603 D_acc=0.600 [Class 8 | Epoch 029] G_loss=0.9642 D_loss=0.6673 D_acc=0.594 [Class 8 | Epoch 030] G_loss=0.9743 D_loss=0.6601 D_acc=0.598 [Class 8 | Epoch 031] G_loss=0.9431 D_loss=0.6706 D_acc=0.587 [Class 8 | Epoch 032] G_loss=0.9578 D_loss=0.6663 D_acc=0.597 [Class 8 | Epoch 033] G_loss=0.9449 D_loss=0.6669 D_acc=0.587 [Class 8 | Epoch 034] G_loss=0.9424 D_loss=0.6712 D_acc=0.582 [Class 8 | Epoch 035] G_loss=0.9233 D_loss=0.6781 D_acc=0.572 [Class 8 | Epoch 036] G_loss=0.9225 D_loss=0.6757 D_acc=0.572 [Class 8 | Epoch 037] G_loss=0.9247 D_loss=0.6696 D_acc=0.580 [Class 8 | Epoch 038] G_loss=0.9175 D_loss=0.6769 D_acc=0.570 [Class 8 | Epoch 039] G_loss=0.9287 D_loss=0.6708 D_acc=0.591 [Class 8 | Epoch 040] G_loss=0.9234 D_loss=0.6731 D_acc=0.581 [Class 8 | Epoch 041] G_loss=0.9127 D_loss=0.6757 D_acc=0.567 [Class 8 | Epoch 042] G_loss=0.9084 D_loss=0.6818 D_acc=0.557 [Class 8 | Epoch 043] G_loss=0.9123 D_loss=0.6739 D_acc=0.578 [Class 8 | Epoch 044] G_loss=0.9068 D_loss=0.6773 D_acc=0.567 [Class 8 | Epoch 045] G_loss=0.9045 D_loss=0.6814 D_acc=0.567 [Class 8 | Epoch 046] G_loss=0.9048 D_loss=0.6777 D_acc=0.563 [Class 8 | Epoch 047] G_loss=0.9020 D_loss=0.6767 D_acc=0.571 [Class 8 | Epoch 048] G_loss=0.9059 D_loss=0.6733 D_acc=0.570 [Class 8 | Epoch 049] G_loss=0.9050 D_loss=0.6763 D_acc=0.570 [Class 8 | Epoch 050] G_loss=0.9132 D_loss=0.6732 D_acc=0.572
=== Training DCGAN for class 9 === [Class 9 | Epoch 001] G_loss=1.0636 D_loss=0.6391 D_acc=0.681 [Class 9 | Epoch 002] G_loss=1.1021 D_loss=0.6654 D_acc=0.633 [Class 9 | Epoch 003] G_loss=1.1259 D_loss=0.6376 D_acc=0.643 [Class 9 | Epoch 004] G_loss=1.0588 D_loss=0.6671 D_acc=0.609 [Class 9 | Epoch 005] G_loss=1.0020 D_loss=0.6955 D_acc=0.584 [Class 9 | Epoch 006] G_loss=0.9932 D_loss=0.6872 D_acc=0.593 [Class 9 | Epoch 007] G_loss=1.0040 D_loss=0.6764 D_acc=0.596 [Class 9 | Epoch 008] G_loss=1.0052 D_loss=0.6678 D_acc=0.610 [Class 9 | Epoch 009] G_loss=1.0099 D_loss=0.6643 D_acc=0.612 [Class 9 | Epoch 010] G_loss=1.0166 D_loss=0.6543 D_acc=0.623 [Class 9 | Epoch 011] G_loss=1.0273 D_loss=0.6463 D_acc=0.629 [Class 9 | Epoch 012] G_loss=1.0179 D_loss=0.6441 D_acc=0.634 [Class 9 | Epoch 013] G_loss=1.0415 D_loss=0.6313 D_acc=0.652 [Class 9 | Epoch 014] G_loss=1.0607 D_loss=0.6263 D_acc=0.651 [Class 9 | Epoch 015] G_loss=1.0552 D_loss=0.6301 D_acc=0.649 [Class 9 | Epoch 016] G_loss=1.0337 D_loss=0.6322 D_acc=0.652 [Class 9 | Epoch 017] G_loss=1.0291 D_loss=0.6364 D_acc=0.639 [Class 9 | Epoch 018] G_loss=1.0404 D_loss=0.6301 D_acc=0.638 [Class 9 | Epoch 019] G_loss=1.0312 D_loss=0.6312 D_acc=0.649 [Class 9 | Epoch 020] G_loss=1.0282 D_loss=0.6289 D_acc=0.645 [Class 9 | Epoch 021] G_loss=1.0318 D_loss=0.6337 D_acc=0.647 [Class 9 | Epoch 022] G_loss=1.0065 D_loss=0.6394 D_acc=0.638 [Class 9 | Epoch 023] G_loss=1.0172 D_loss=0.6353 D_acc=0.642 [Class 9 | Epoch 024] G_loss=1.0131 D_loss=0.6487 D_acc=0.624 [Class 9 | Epoch 025] G_loss=1.0276 D_loss=0.6361 D_acc=0.640 [Class 9 | Epoch 026] G_loss=0.9976 D_loss=0.6429 D_acc=0.625 [Class 9 | Epoch 027] G_loss=1.0218 D_loss=0.6369 D_acc=0.627 [Class 9 | Epoch 028] G_loss=1.0006 D_loss=0.6436 D_acc=0.629 [Class 9 | Epoch 029] G_loss=1.0191 D_loss=0.6322 D_acc=0.643 [Class 9 | Epoch 030] G_loss=0.9982 D_loss=0.6447 D_acc=0.631 [Class 9 | Epoch 031] G_loss=1.0071 D_loss=0.6361 D_acc=0.633 [Class 9 | Epoch 032] G_loss=1.0098 D_loss=0.6385 D_acc=0.636 [Class 9 | Epoch 033] G_loss=0.9898 D_loss=0.6457 D_acc=0.631 [Class 9 | Epoch 034] G_loss=1.0157 D_loss=0.6378 D_acc=0.627 [Class 9 | Epoch 035] G_loss=1.0010 D_loss=0.6386 D_acc=0.632 [Class 9 | Epoch 036] G_loss=1.0015 D_loss=0.6487 D_acc=0.625 [Class 9 | Epoch 037] G_loss=0.9880 D_loss=0.6454 D_acc=0.627 [Class 9 | Epoch 038] G_loss=1.0013 D_loss=0.6403 D_acc=0.631 [Class 9 | Epoch 039] G_loss=0.9966 D_loss=0.6433 D_acc=0.629 [Class 9 | Epoch 040] G_loss=0.9884 D_loss=0.6463 D_acc=0.624 [Class 9 | Epoch 041] G_loss=0.9862 D_loss=0.6443 D_acc=0.625 [Class 9 | Epoch 042] G_loss=0.9985 D_loss=0.6390 D_acc=0.630 [Class 9 | Epoch 043] G_loss=0.9905 D_loss=0.6470 D_acc=0.625 [Class 9 | Epoch 044] G_loss=0.9928 D_loss=0.6414 D_acc=0.632 [Class 9 | Epoch 045] G_loss=0.9874 D_loss=0.6458 D_acc=0.620 [Class 9 | Epoch 046] G_loss=0.9800 D_loss=0.6501 D_acc=0.626 [Class 9 | Epoch 047] G_loss=0.9880 D_loss=0.6423 D_acc=0.625 [Class 9 | Epoch 048] G_loss=0.9827 D_loss=0.6419 D_acc=0.629 [Class 9 | Epoch 049] G_loss=0.9852 D_loss=0.6468 D_acc=0.628 [Class 9 | Epoch 050] G_loss=0.9781 D_loss=0.6445 D_acc=0.625
=== Training DCGAN for class 10 === [Class 10 | Epoch 001] G_loss=1.2368 D_loss=0.5623 D_acc=0.746 [Class 10 | Epoch 002] G_loss=1.1850 D_loss=0.6115 D_acc=0.692 [Class 10 | Epoch 003] G_loss=1.1789 D_loss=0.5993 D_acc=0.687 [Class 10 | Epoch 004] G_loss=1.1869 D_loss=0.6064 D_acc=0.681 [Class 10 | Epoch 005] G_loss=1.1201 D_loss=0.6298 D_acc=0.656 [Class 10 | Epoch 006] G_loss=1.1017 D_loss=0.6336 D_acc=0.649 [Class 10 | Epoch 007] G_loss=1.0831 D_loss=0.6363 D_acc=0.644 [Class 10 | Epoch 008] G_loss=1.0741 D_loss=0.6367 D_acc=0.645 [Class 10 | Epoch 009] G_loss=1.0307 D_loss=0.6509 D_acc=0.624 [Class 10 | Epoch 010] G_loss=1.0423 D_loss=0.6510 D_acc=0.625 [Class 10 | Epoch 011] G_loss=1.0326 D_loss=0.6512 D_acc=0.620 [Class 10 | Epoch 012] G_loss=1.0429 D_loss=0.6461 D_acc=0.631 [Class 10 | Epoch 013] G_loss=1.0125 D_loss=0.6595 D_acc=0.608 [Class 10 | Epoch 014] G_loss=1.0145 D_loss=0.6575 D_acc=0.624 [Class 10 | Epoch 015] G_loss=1.0146 D_loss=0.6528 D_acc=0.619 [Class 10 | Epoch 016] G_loss=0.9909 D_loss=0.6627 D_acc=0.611 [Class 10 | Epoch 017] G_loss=0.9817 D_loss=0.6644 D_acc=0.609 [Class 10 | Epoch 018] G_loss=0.9835 D_loss=0.6689 D_acc=0.599 [Class 10 | Epoch 019] G_loss=0.9753 D_loss=0.6703 D_acc=0.595 [Class 10 | Epoch 020] G_loss=0.9878 D_loss=0.6735 D_acc=0.588 [Class 10 | Epoch 021] G_loss=0.9696 D_loss=0.6746 D_acc=0.587 [Class 10 | Epoch 022] G_loss=0.9481 D_loss=0.6768 D_acc=0.585 [Class 10 | Epoch 023] G_loss=0.9340 D_loss=0.6909 D_acc=0.568 [Class 10 | Epoch 024] G_loss=0.9252 D_loss=0.6866 D_acc=0.568 [Class 10 | Epoch 025] G_loss=0.9118 D_loss=0.6925 D_acc=0.554 [Class 10 | Epoch 026] G_loss=0.9180 D_loss=0.6925 D_acc=0.559 [Class 10 | Epoch 027] G_loss=0.9237 D_loss=0.6857 D_acc=0.574 [Class 10 | Epoch 028] G_loss=0.9099 D_loss=0.6950 D_acc=0.556 [Class 10 | Epoch 029] G_loss=0.9421 D_loss=0.6782 D_acc=0.573 [Class 10 | Epoch 030] G_loss=0.9002 D_loss=0.6935 D_acc=0.561 [Class 10 | Epoch 031] G_loss=0.9236 D_loss=0.6822 D_acc=0.571 [Class 10 | Epoch 032] G_loss=0.9026 D_loss=0.6893 D_acc=0.561 [Class 10 | Epoch 033] G_loss=0.9092 D_loss=0.6882 D_acc=0.565 [Class 10 | Epoch 034] G_loss=0.8877 D_loss=0.6948 D_acc=0.550 [Class 10 | Epoch 035] G_loss=0.8863 D_loss=0.6952 D_acc=0.546 [Class 10 | Epoch 036] G_loss=0.8993 D_loss=0.6943 D_acc=0.555 [Class 10 | Epoch 037] G_loss=0.8787 D_loss=0.6949 D_acc=0.546 [Class 10 | Epoch 038] G_loss=0.8826 D_loss=0.6944 D_acc=0.544 [Class 10 | Epoch 039] G_loss=0.8760 D_loss=0.6928 D_acc=0.544 [Class 10 | Epoch 040] G_loss=0.8842 D_loss=0.6857 D_acc=0.566 [Class 10 | Epoch 041] G_loss=0.8740 D_loss=0.6982 D_acc=0.542 [Class 10 | Epoch 042] G_loss=0.8652 D_loss=0.6965 D_acc=0.539 [Class 10 | Epoch 043] G_loss=0.9041 D_loss=0.6734 D_acc=0.587 [Class 10 | Epoch 044] G_loss=0.8659 D_loss=0.7059 D_acc=0.534 [Class 10 | Epoch 045] G_loss=0.8858 D_loss=0.6933 D_acc=0.554 [Class 10 | Epoch 046] G_loss=0.8992 D_loss=0.6825 D_acc=0.574 [Class 10 | Epoch 047] G_loss=0.8673 D_loss=0.6948 D_acc=0.542 [Class 10 | Epoch 048] G_loss=0.8878 D_loss=0.6833 D_acc=0.561 [Class 10 | Epoch 049] G_loss=0.8526 D_loss=0.7079 D_acc=0.517 [Class 10 | Epoch 050] G_loss=0.8736 D_loss=0.6823 D_acc=0.563
=== Training DCGAN for class 11 === [Class 11 | Epoch 001] G_loss=1.1586 D_loss=0.5874 D_acc=0.718 [Class 11 | Epoch 002] G_loss=1.1426 D_loss=0.6499 D_acc=0.655 [Class 11 | Epoch 003] G_loss=1.2834 D_loss=0.5535 D_acc=0.736 [Class 11 | Epoch 004] G_loss=1.2393 D_loss=0.5747 D_acc=0.718 [Class 11 | Epoch 005] G_loss=1.1556 D_loss=0.6212 D_acc=0.678 [Class 11 | Epoch 006] G_loss=1.1314 D_loss=0.6325 D_acc=0.651 [Class 11 | Epoch 007] G_loss=1.0758 D_loss=0.6464 D_acc=0.643 [Class 11 | Epoch 008] G_loss=1.0773 D_loss=0.6418 D_acc=0.641 [Class 11 | Epoch 009] G_loss=1.0658 D_loss=0.6426 D_acc=0.642 [Class 11 | Epoch 010] G_loss=1.0619 D_loss=0.6454 D_acc=0.635 [Class 11 | Epoch 011] G_loss=1.0615 D_loss=0.6347 D_acc=0.650 [Class 11 | Epoch 012] G_loss=1.0406 D_loss=0.6359 D_acc=0.647 [Class 11 | Epoch 013] G_loss=1.0411 D_loss=0.6400 D_acc=0.642 [Class 11 | Epoch 014] G_loss=1.0572 D_loss=0.6254 D_acc=0.658 [Class 11 | Epoch 015] G_loss=1.0521 D_loss=0.6296 D_acc=0.653 [Class 11 | Epoch 016] G_loss=1.0548 D_loss=0.6272 D_acc=0.660 [Class 11 | Epoch 017] G_loss=1.0314 D_loss=0.6335 D_acc=0.641 [Class 11 | Epoch 018] G_loss=1.0286 D_loss=0.6277 D_acc=0.648 [Class 11 | Epoch 019] G_loss=1.0325 D_loss=0.6275 D_acc=0.650 [Class 11 | Epoch 020] G_loss=1.0185 D_loss=0.6439 D_acc=0.633 [Class 11 | Epoch 021] G_loss=0.9969 D_loss=0.6474 D_acc=0.627 [Class 11 | Epoch 022] G_loss=1.0058 D_loss=0.6415 D_acc=0.636 [Class 11 | Epoch 023] G_loss=0.9956 D_loss=0.6481 D_acc=0.623 [Class 11 | Epoch 024] G_loss=0.9821 D_loss=0.6555 D_acc=0.615 [Class 11 | Epoch 025] G_loss=0.9782 D_loss=0.6557 D_acc=0.615 [Class 11 | Epoch 026] G_loss=0.9842 D_loss=0.6577 D_acc=0.609 [Class 11 | Epoch 027] G_loss=0.9704 D_loss=0.6607 D_acc=0.609 [Class 11 | Epoch 028] G_loss=0.9703 D_loss=0.6633 D_acc=0.598 [Class 11 | Epoch 029] G_loss=0.9559 D_loss=0.6669 D_acc=0.593 [Class 11 | Epoch 030] G_loss=0.9570 D_loss=0.6628 D_acc=0.604 [Class 11 | Epoch 031] G_loss=0.9662 D_loss=0.6619 D_acc=0.609 [Class 11 | Epoch 032] G_loss=0.9535 D_loss=0.6653 D_acc=0.589 [Class 11 | Epoch 033] G_loss=0.9518 D_loss=0.6724 D_acc=0.593 [Class 11 | Epoch 034] G_loss=0.9654 D_loss=0.6576 D_acc=0.610 [Class 11 | Epoch 035] G_loss=0.9545 D_loss=0.6611 D_acc=0.598 [Class 11 | Epoch 036] G_loss=0.9518 D_loss=0.6623 D_acc=0.602 [Class 11 | Epoch 037] G_loss=0.9467 D_loss=0.6686 D_acc=0.596 [Class 11 | Epoch 038] G_loss=0.9556 D_loss=0.6585 D_acc=0.610 [Class 11 | Epoch 039] G_loss=0.9562 D_loss=0.6570 D_acc=0.611 [Class 11 | Epoch 040] G_loss=0.9422 D_loss=0.6653 D_acc=0.596 [Class 11 | Epoch 041] G_loss=0.9393 D_loss=0.6677 D_acc=0.590 [Class 11 | Epoch 042] G_loss=0.9419 D_loss=0.6702 D_acc=0.591 [Class 11 | Epoch 043] G_loss=0.9488 D_loss=0.6574 D_acc=0.607 [Class 11 | Epoch 044] G_loss=0.9675 D_loss=0.6603 D_acc=0.603 [Class 11 | Epoch 045] G_loss=0.9368 D_loss=0.6682 D_acc=0.591 [Class 11 | Epoch 046] G_loss=0.9490 D_loss=0.6616 D_acc=0.597 [Class 11 | Epoch 047] G_loss=0.9345 D_loss=0.6654 D_acc=0.585 [Class 11 | Epoch 048] G_loss=0.9353 D_loss=0.6639 D_acc=0.600 [Class 11 | Epoch 049] G_loss=0.9373 D_loss=0.6629 D_acc=0.600 [Class 11 | Epoch 050] G_loss=0.9365 D_loss=0.6561 D_acc=0.607
=== Training DCGAN for class 12 === [Class 12 | Epoch 001] G_loss=1.1934 D_loss=0.5469 D_acc=0.757 [Class 12 | Epoch 002] G_loss=1.0485 D_loss=0.6956 D_acc=0.625 [Class 12 | Epoch 003] G_loss=1.2280 D_loss=0.5822 D_acc=0.708 [Class 12 | Epoch 004] G_loss=1.2158 D_loss=0.6030 D_acc=0.689 [Class 12 | Epoch 005] G_loss=1.1449 D_loss=0.6203 D_acc=0.671 [Class 12 | Epoch 006] G_loss=1.0832 D_loss=0.6438 D_acc=0.658 [Class 12 | Epoch 007] G_loss=1.0473 D_loss=0.6571 D_acc=0.635 [Class 12 | Epoch 008] G_loss=1.0594 D_loss=0.6528 D_acc=0.640 [Class 12 | Epoch 009] G_loss=1.0523 D_loss=0.6419 D_acc=0.642 [Class 12 | Epoch 010] G_loss=1.0555 D_loss=0.6386 D_acc=0.652 [Class 12 | Epoch 011] G_loss=1.0860 D_loss=0.6311 D_acc=0.662 [Class 12 | Epoch 012] G_loss=1.0963 D_loss=0.6183 D_acc=0.672 [Class 12 | Epoch 013] G_loss=1.0667 D_loss=0.6345 D_acc=0.649 [Class 12 | Epoch 014] G_loss=1.0965 D_loss=0.6108 D_acc=0.676 [Class 12 | Epoch 015] G_loss=1.1105 D_loss=0.6048 D_acc=0.681 [Class 12 | Epoch 016] G_loss=1.1035 D_loss=0.6063 D_acc=0.681 [Class 12 | Epoch 017] G_loss=1.1176 D_loss=0.5982 D_acc=0.696 [Class 12 | Epoch 018] G_loss=1.1165 D_loss=0.5950 D_acc=0.693 [Class 12 | Epoch 019] G_loss=1.1229 D_loss=0.5875 D_acc=0.705 [Class 12 | Epoch 020] G_loss=1.1221 D_loss=0.5877 D_acc=0.704 [Class 12 | Epoch 021] G_loss=1.1249 D_loss=0.5903 D_acc=0.701 [Class 12 | Epoch 022] G_loss=1.1087 D_loss=0.5929 D_acc=0.694 [Class 12 | Epoch 023] G_loss=1.1085 D_loss=0.5945 D_acc=0.694 [Class 12 | Epoch 024] G_loss=1.1074 D_loss=0.5967 D_acc=0.692 [Class 12 | Epoch 025] G_loss=1.0903 D_loss=0.6019 D_acc=0.686 [Class 12 | Epoch 026] G_loss=1.0986 D_loss=0.5994 D_acc=0.692 [Class 12 | Epoch 027] G_loss=1.1069 D_loss=0.5981 D_acc=0.686 [Class 12 | Epoch 028] G_loss=1.0952 D_loss=0.6014 D_acc=0.685 [Class 12 | Epoch 029] G_loss=1.0962 D_loss=0.6021 D_acc=0.684 [Class 12 | Epoch 030] G_loss=1.1002 D_loss=0.6059 D_acc=0.679 [Class 12 | Epoch 031] G_loss=1.1041 D_loss=0.5990 D_acc=0.692 [Class 12 | Epoch 032] G_loss=1.0901 D_loss=0.6063 D_acc=0.677 [Class 12 | Epoch 033] G_loss=1.1018 D_loss=0.6090 D_acc=0.676 [Class 12 | Epoch 034] G_loss=1.1065 D_loss=0.6100 D_acc=0.675 [Class 12 | Epoch 035] G_loss=1.0906 D_loss=0.6131 D_acc=0.668 [Class 12 | Epoch 036] G_loss=1.1009 D_loss=0.6105 D_acc=0.673 [Class 12 | Epoch 037] G_loss=1.0716 D_loss=0.6161 D_acc=0.666 [Class 12 | Epoch 038] G_loss=1.0844 D_loss=0.6210 D_acc=0.662 [Class 12 | Epoch 039] G_loss=1.0805 D_loss=0.6131 D_acc=0.671 [Class 12 | Epoch 040] G_loss=1.0771 D_loss=0.6173 D_acc=0.668 [Class 12 | Epoch 041] G_loss=1.0982 D_loss=0.6076 D_acc=0.680 [Class 12 | Epoch 042] G_loss=1.0766 D_loss=0.6187 D_acc=0.657 [Class 12 | Epoch 043] G_loss=1.0842 D_loss=0.6151 D_acc=0.673 [Class 12 | Epoch 044] G_loss=1.0996 D_loss=0.6084 D_acc=0.680 [Class 12 | Epoch 045] G_loss=1.0728 D_loss=0.6257 D_acc=0.663 [Class 12 | Epoch 046] G_loss=1.0861 D_loss=0.6186 D_acc=0.667 [Class 12 | Epoch 047] G_loss=1.0848 D_loss=0.6119 D_acc=0.674 [Class 12 | Epoch 048] G_loss=1.0696 D_loss=0.6194 D_acc=0.656 [Class 12 | Epoch 049] G_loss=1.0621 D_loss=0.6194 D_acc=0.665 [Class 12 | Epoch 050] G_loss=1.0615 D_loss=0.6213 D_acc=0.654
=== Training DCGAN for class 13 === [Class 13 | Epoch 001] G_loss=1.0249 D_loss=0.6423 D_acc=0.665 [Class 13 | Epoch 002] G_loss=1.1391 D_loss=0.6388 D_acc=0.653 [Class 13 | Epoch 003] G_loss=1.1840 D_loss=0.6137 D_acc=0.676 [Class 13 | Epoch 004] G_loss=1.1519 D_loss=0.6094 D_acc=0.684 [Class 13 | Epoch 005] G_loss=1.1024 D_loss=0.6317 D_acc=0.665 [Class 13 | Epoch 006] G_loss=1.1040 D_loss=0.6259 D_acc=0.665 [Class 13 | Epoch 007] G_loss=1.0699 D_loss=0.6397 D_acc=0.646 [Class 13 | Epoch 008] G_loss=1.0667 D_loss=0.6373 D_acc=0.647 [Class 13 | Epoch 009] G_loss=1.0703 D_loss=0.6318 D_acc=0.656 [Class 13 | Epoch 010] G_loss=1.0843 D_loss=0.6236 D_acc=0.664 [Class 13 | Epoch 011] G_loss=1.0860 D_loss=0.6272 D_acc=0.655 [Class 13 | Epoch 012] G_loss=1.0875 D_loss=0.6133 D_acc=0.678 [Class 13 | Epoch 013] G_loss=1.0880 D_loss=0.6107 D_acc=0.676 [Class 13 | Epoch 014] G_loss=1.0871 D_loss=0.6079 D_acc=0.677 [Class 13 | Epoch 015] G_loss=1.0792 D_loss=0.6055 D_acc=0.683 [Class 13 | Epoch 016] G_loss=1.0879 D_loss=0.6048 D_acc=0.677 [Class 13 | Epoch 017] G_loss=1.0678 D_loss=0.6137 D_acc=0.670 [Class 13 | Epoch 018] G_loss=1.0727 D_loss=0.6125 D_acc=0.670 [Class 13 | Epoch 019] G_loss=1.0565 D_loss=0.6185 D_acc=0.665 [Class 13 | Epoch 020] G_loss=1.0381 D_loss=0.6212 D_acc=0.656 [Class 13 | Epoch 021] G_loss=1.0433 D_loss=0.6253 D_acc=0.658 [Class 13 | Epoch 022] G_loss=1.0211 D_loss=0.6321 D_acc=0.648 [Class 13 | Epoch 023] G_loss=1.0294 D_loss=0.6389 D_acc=0.637 [Class 13 | Epoch 024] G_loss=1.0061 D_loss=0.6422 D_acc=0.638 [Class 13 | Epoch 025] G_loss=1.0055 D_loss=0.6409 D_acc=0.635 [Class 13 | Epoch 026] G_loss=1.0113 D_loss=0.6408 D_acc=0.627 [Class 13 | Epoch 027] G_loss=0.9980 D_loss=0.6412 D_acc=0.629 [Class 13 | Epoch 028] G_loss=0.9874 D_loss=0.6463 D_acc=0.623 [Class 13 | Epoch 029] G_loss=0.9897 D_loss=0.6546 D_acc=0.608 [Class 13 | Epoch 030] G_loss=0.9893 D_loss=0.6529 D_acc=0.612 [Class 13 | Epoch 031] G_loss=0.9868 D_loss=0.6490 D_acc=0.620 [Class 13 | Epoch 032] G_loss=0.9692 D_loss=0.6572 D_acc=0.609 [Class 13 | Epoch 033] G_loss=0.9739 D_loss=0.6541 D_acc=0.611 [Class 13 | Epoch 034] G_loss=0.9711 D_loss=0.6612 D_acc=0.605 [Class 13 | Epoch 035] G_loss=0.9584 D_loss=0.6693 D_acc=0.598 [Class 13 | Epoch 036] G_loss=0.9655 D_loss=0.6639 D_acc=0.603 [Class 13 | Epoch 037] G_loss=0.9629 D_loss=0.6571 D_acc=0.604 [Class 13 | Epoch 038] G_loss=0.9607 D_loss=0.6625 D_acc=0.601 [Class 13 | Epoch 039] G_loss=0.9581 D_loss=0.6556 D_acc=0.604 [Class 13 | Epoch 040] G_loss=0.9467 D_loss=0.6631 D_acc=0.600 [Class 13 | Epoch 041] G_loss=0.9461 D_loss=0.6636 D_acc=0.595 [Class 13 | Epoch 042] G_loss=0.9494 D_loss=0.6583 D_acc=0.603 [Class 13 | Epoch 043] G_loss=0.9523 D_loss=0.6637 D_acc=0.607 [Class 13 | Epoch 044] G_loss=0.9460 D_loss=0.6644 D_acc=0.595 [Class 13 | Epoch 045] G_loss=0.9438 D_loss=0.6666 D_acc=0.591 [Class 13 | Epoch 046] G_loss=0.9548 D_loss=0.6542 D_acc=0.611 [Class 13 | Epoch 047] G_loss=0.9361 D_loss=0.6673 D_acc=0.586 [Class 13 | Epoch 048] G_loss=0.9367 D_loss=0.6693 D_acc=0.584 [Class 13 | Epoch 049] G_loss=0.9269 D_loss=0.6733 D_acc=0.583 [Class 13 | Epoch 050] G_loss=0.9356 D_loss=0.6652 D_acc=0.601
=== Training DCGAN for class 14 === [Class 14 | Epoch 001] G_loss=1.2222 D_loss=0.5612 D_acc=0.741 [Class 14 | Epoch 002] G_loss=1.1737 D_loss=0.6142 D_acc=0.693 [Class 14 | Epoch 003] G_loss=1.2380 D_loss=0.5674 D_acc=0.726 [Class 14 | Epoch 004] G_loss=1.1889 D_loss=0.5934 D_acc=0.702 [Class 14 | Epoch 005] G_loss=1.1168 D_loss=0.6274 D_acc=0.667 [Class 14 | Epoch 006] G_loss=1.0802 D_loss=0.6552 D_acc=0.635 [Class 14 | Epoch 007] G_loss=1.0129 D_loss=0.6735 D_acc=0.616 [Class 14 | Epoch 008] G_loss=0.9990 D_loss=0.6715 D_acc=0.607 [Class 14 | Epoch 009] G_loss=1.0059 D_loss=0.6672 D_acc=0.610 [Class 14 | Epoch 010] G_loss=1.0114 D_loss=0.6548 D_acc=0.624 [Class 14 | Epoch 011] G_loss=1.0135 D_loss=0.6523 D_acc=0.618 [Class 14 | Epoch 012] G_loss=1.0258 D_loss=0.6472 D_acc=0.632 [Class 14 | Epoch 013] G_loss=1.0211 D_loss=0.6375 D_acc=0.643 [Class 14 | Epoch 014] G_loss=1.0280 D_loss=0.6316 D_acc=0.653 [Class 14 | Epoch 015] G_loss=1.0087 D_loss=0.6385 D_acc=0.644 [Class 14 | Epoch 016] G_loss=1.0082 D_loss=0.6373 D_acc=0.644 [Class 14 | Epoch 017] G_loss=1.0064 D_loss=0.6431 D_acc=0.632 [Class 14 | Epoch 018] G_loss=1.0035 D_loss=0.6483 D_acc=0.630 [Class 14 | Epoch 019] G_loss=0.9939 D_loss=0.6448 D_acc=0.632 [Class 14 | Epoch 020] G_loss=0.9941 D_loss=0.6494 D_acc=0.626 [Class 14 | Epoch 021] G_loss=0.9891 D_loss=0.6491 D_acc=0.625 [Class 14 | Epoch 022] G_loss=0.9702 D_loss=0.6552 D_acc=0.615 [Class 14 | Epoch 023] G_loss=0.9621 D_loss=0.6635 D_acc=0.599 [Class 14 | Epoch 024] G_loss=0.9834 D_loss=0.6544 D_acc=0.619 [Class 14 | Epoch 025] G_loss=0.9546 D_loss=0.6709 D_acc=0.596 [Class 14 | Epoch 026] G_loss=0.9536 D_loss=0.6660 D_acc=0.598 [Class 14 | Epoch 027] G_loss=0.9554 D_loss=0.6669 D_acc=0.597 [Class 14 | Epoch 028] G_loss=0.9470 D_loss=0.6630 D_acc=0.606 [Class 14 | Epoch 029] G_loss=0.9403 D_loss=0.6791 D_acc=0.581 [Class 14 | Epoch 030] G_loss=0.9363 D_loss=0.6718 D_acc=0.588 [Class 14 | Epoch 031] G_loss=0.9274 D_loss=0.6737 D_acc=0.583 [Class 14 | Epoch 032] G_loss=0.9349 D_loss=0.6755 D_acc=0.584 [Class 14 | Epoch 033] G_loss=0.9280 D_loss=0.6737 D_acc=0.586 [Class 14 | Epoch 034] G_loss=0.9195 D_loss=0.6804 D_acc=0.573 [Class 14 | Epoch 035] G_loss=0.9080 D_loss=0.6872 D_acc=0.566 [Class 14 | Epoch 036] G_loss=0.9148 D_loss=0.6853 D_acc=0.568 [Class 14 | Epoch 037] G_loss=0.9169 D_loss=0.6767 D_acc=0.575 [Class 14 | Epoch 038] G_loss=0.9163 D_loss=0.6777 D_acc=0.571 [Class 14 | Epoch 039] G_loss=0.8836 D_loss=0.6922 D_acc=0.561 [Class 14 | Epoch 040] G_loss=0.8984 D_loss=0.6859 D_acc=0.558 [Class 14 | Epoch 041] G_loss=0.9021 D_loss=0.6814 D_acc=0.568 [Class 14 | Epoch 042] G_loss=0.8891 D_loss=0.6848 D_acc=0.558 [Class 14 | Epoch 043] G_loss=0.8844 D_loss=0.6856 D_acc=0.555 [Class 14 | Epoch 044] G_loss=0.9045 D_loss=0.6741 D_acc=0.575 [Class 14 | Epoch 045] G_loss=0.9113 D_loss=0.6733 D_acc=0.581 [Class 14 | Epoch 046] G_loss=0.8811 D_loss=0.6893 D_acc=0.549 [Class 14 | Epoch 047] G_loss=0.8839 D_loss=0.6893 D_acc=0.550 [Class 14 | Epoch 048] G_loss=0.8893 D_loss=0.6800 D_acc=0.569 [Class 14 | Epoch 049] G_loss=0.8721 D_loss=0.6888 D_acc=0.548 [Class 14 | Epoch 050] G_loss=0.8892 D_loss=0.6798 D_acc=0.561
=== Training DCGAN for class 15 === [Class 15 | Epoch 001] G_loss=1.0956 D_loss=0.6064 D_acc=0.703 [Class 15 | Epoch 002] G_loss=1.1912 D_loss=0.6204 D_acc=0.676 [Class 15 | Epoch 003] G_loss=1.2514 D_loss=0.5723 D_acc=0.725 [Class 15 | Epoch 004] G_loss=1.1835 D_loss=0.6117 D_acc=0.682 [Class 15 | Epoch 005] G_loss=1.1204 D_loss=0.6407 D_acc=0.649 [Class 15 | Epoch 006] G_loss=1.0709 D_loss=0.6654 D_acc=0.627 [Class 15 | Epoch 007] G_loss=1.0298 D_loss=0.6814 D_acc=0.606 [Class 15 | Epoch 008] G_loss=0.9903 D_loss=0.6900 D_acc=0.595 [Class 15 | Epoch 009] G_loss=1.0039 D_loss=0.6728 D_acc=0.603 [Class 15 | Epoch 010] G_loss=1.0167 D_loss=0.6604 D_acc=0.618 [Class 15 | Epoch 011] G_loss=1.0127 D_loss=0.6625 D_acc=0.621 [Class 15 | Epoch 012] G_loss=1.0124 D_loss=0.6568 D_acc=0.623 [Class 15 | Epoch 013] G_loss=1.0277 D_loss=0.6492 D_acc=0.633 [Class 15 | Epoch 014] G_loss=1.0387 D_loss=0.6394 D_acc=0.642 [Class 15 | Epoch 015] G_loss=1.0334 D_loss=0.6390 D_acc=0.639 [Class 15 | Epoch 016] G_loss=1.0287 D_loss=0.6393 D_acc=0.645 [Class 15 | Epoch 017] G_loss=1.0273 D_loss=0.6351 D_acc=0.650 [Class 15 | Epoch 018] G_loss=1.0254 D_loss=0.6391 D_acc=0.641 [Class 15 | Epoch 019] G_loss=1.0302 D_loss=0.6292 D_acc=0.649 [Class 15 | Epoch 020] G_loss=1.0131 D_loss=0.6373 D_acc=0.644 [Class 15 | Epoch 021] G_loss=1.0001 D_loss=0.6431 D_acc=0.626 [Class 15 | Epoch 022] G_loss=0.9962 D_loss=0.6446 D_acc=0.631 [Class 15 | Epoch 023] G_loss=1.0025 D_loss=0.6536 D_acc=0.607 [Class 15 | Epoch 024] G_loss=0.9913 D_loss=0.6489 D_acc=0.631 [Class 15 | Epoch 025] G_loss=0.9921 D_loss=0.6520 D_acc=0.624 [Class 15 | Epoch 026] G_loss=0.9890 D_loss=0.6560 D_acc=0.611 [Class 15 | Epoch 027] G_loss=0.9837 D_loss=0.6575 D_acc=0.607 [Class 15 | Epoch 028] G_loss=0.9802 D_loss=0.6528 D_acc=0.615 [Class 15 | Epoch 029] G_loss=0.9847 D_loss=0.6570 D_acc=0.616 [Class 15 | Epoch 030] G_loss=0.9699 D_loss=0.6591 D_acc=0.608 [Class 15 | Epoch 031] G_loss=0.9578 D_loss=0.6599 D_acc=0.606 [Class 15 | Epoch 032] G_loss=0.9799 D_loss=0.6518 D_acc=0.619 [Class 15 | Epoch 033] G_loss=0.9524 D_loss=0.6681 D_acc=0.592 [Class 15 | Epoch 034] G_loss=0.9815 D_loss=0.6547 D_acc=0.612 [Class 15 | Epoch 035] G_loss=0.9512 D_loss=0.6672 D_acc=0.600 [Class 15 | Epoch 036] G_loss=0.9425 D_loss=0.6661 D_acc=0.593 [Class 15 | Epoch 037] G_loss=0.9510 D_loss=0.6639 D_acc=0.595 [Class 15 | Epoch 038] G_loss=0.9568 D_loss=0.6586 D_acc=0.601 [Class 15 | Epoch 039] G_loss=0.9585 D_loss=0.6559 D_acc=0.612 [Class 15 | Epoch 040] G_loss=0.9533 D_loss=0.6531 D_acc=0.615 [Class 15 | Epoch 041] G_loss=0.9318 D_loss=0.6699 D_acc=0.600 [Class 15 | Epoch 042] G_loss=0.9603 D_loss=0.6590 D_acc=0.601 [Class 15 | Epoch 043] G_loss=0.9449 D_loss=0.6628 D_acc=0.599 [Class 15 | Epoch 044] G_loss=0.9643 D_loss=0.6547 D_acc=0.614 [Class 15 | Epoch 045] G_loss=0.9483 D_loss=0.6613 D_acc=0.599 [Class 15 | Epoch 046] G_loss=0.9364 D_loss=0.6637 D_acc=0.593 [Class 15 | Epoch 047] G_loss=0.9284 D_loss=0.6702 D_acc=0.592 [Class 15 | Epoch 048] G_loss=0.9375 D_loss=0.6636 D_acc=0.596 [Class 15 | Epoch 049] G_loss=0.9379 D_loss=0.6671 D_acc=0.592 [Class 15 | Epoch 050] G_loss=0.9370 D_loss=0.6617 D_acc=0.597
def plot_all_classes(histories):
num_classes = len(histories)
fig, axes = plt.subplots(num_classes, 2, figsize=(12, 4*num_classes))
for idx, c in enumerate(histories.keys()):
e = range(1, len(histories[c]["g_loss"]) + 1)
# Loss subplot
axes[idx, 0].plot(e, histories[c]["g_loss"], label="G Loss")
axes[idx, 0].plot(e, histories[c]["d_loss"], label="D Loss")
axes[idx, 0].set_title(f"Class {c}: Loss")
axes[idx, 0].set_xlabel("Epoch")
axes[idx, 0].set_ylabel("Loss")
axes[idx, 0].legend()
axes[idx, 0].grid(True)
# Accuracy subplot
axes[idx, 1].plot(e, histories[c]["d_accuracy"], label="D Accuracy")
axes[idx, 1].set_title(f"Class {c}: Accuracy")
axes[idx, 1].set_xlabel("Epoch")
axes[idx, 1].set_ylabel("Accuracy")
axes[idx, 1].legend()
axes[idx, 1].grid(True)
plt.tight_layout()
plt.show()
plot_all_classes(histories)
def plot_overall_accuracy(histories):
num_classes = len(histories)
num_epochs = len(next(iter(histories.values()))["d_accuracy"])
# average across classes per epoch
avg_acc = [
sum(histories[c]["d_accuracy"][ep] for c in histories) / num_classes
for ep in range(num_epochs)
]
plt.figure(figsize=(6,4))
plt.plot(range(1, num_epochs+1), avg_acc, label="Avg D Accuracy (all classes)")
plt.xlabel("Epoch"); plt.ylabel("Accuracy"); plt.title("Overall Discriminator Accuracy")
plt.ylim(0,1); plt.legend(); plt.grid(True); plt.show()
# Example:
plot_overall_accuracy(histories)
Generate Classwise Grid — Summary¶
Generates and saves a 16×10 grid of samples from trained class-specific DCGANs.
- Rows = 16 classes, columns = 10 samples per class.
- For each class:
- Get its trained generator.
- Create random noise (and labels if conditional).
- Generate images, rescale to
[0, 1], and place in grid.
- Saves output as
"dcgan_16x10_grid.png"insave_dirfor visual comparison across classes.
import matplotlib.pyplot as plt
import numpy as np
import os
import tensorflow as tf
def generate_classwise_grid(dcgan_models, latent_dim, save_dir="DCGAN_16Models/Baseline"):
rows = 16 # number of classes
cols = 10 # number of samples per class
os.makedirs(save_dir, exist_ok=True)
fig, axes = plt.subplots(rows, cols, figsize=(cols, rows))
fig.subplots_adjust(hspace=0.1, wspace=0.1)
for class_id in range(16):
generator = dcgan_models[class_id].generator
noise = tf.random.normal([cols, latent_dim])
labels = tf.constant([[class_id]] * cols, dtype=tf.int32)
generated_imgs = generator([noise, labels], training=False)
generated_imgs = (generated_imgs + 1.0) / 2.0 # scale from [-1,1] to [0,1]
for j in range(cols):
ax = axes[class_id, j]
ax.imshow(generated_imgs[j, :, :, 0], cmap='gray')
ax.axis('off')
save_path = os.path.join(save_dir, "dcgan_16x10_grid.png")
plt.savefig(save_path, bbox_inches='tight', pad_inches=0.1)
plt.close()
print(f"Saved 160-image grid to: {save_path}")
Generate letters¶
generate_word — Summary
- Purpose: Renders a word by sampling each character’s class-specific generator and displaying letters side-by-side.
- Flow:
- Reverse the mapping to get
char → class_id. - For each character in
word.upper():- Find its
class_id, fetch the corresponding generator. - Sample noise of size
latent_dim, generate the image, rescale to[0, 1]. - Plot the letter (title = the character).
- Find its
- Reverse the mapping to get
- Notes:
- Characters not in
label_to_char(e.g., spaces/punctuation) are skipped. - Ensure
dcgan_modelskeys match your class IDs used inlabel_to_char. - For reproducible results, set a seed once:
tf.random.set_seed(42).
- Characters not in
label_to_char = {
0: 'A', 1: 'B', 2: 'D', 3: 'E',
4: 'F', 5: 'G', 6: 'I', 7: 'J',
8: 'L', 9: 'N', 10: 'O', 11: 'P',
12: 'Q', 13: 'T', 14: 'X', 15: 'Z'
}
def generate_word(dcgan_models, word, latent_dim, label_to_char):
# Reverse the label_to_char mapping
char_to_label = {v: k for k, v in label_to_char.items()}
fig, axs = plt.subplots(1, len(word), figsize=(len(word) * 1.5, 2))
for i, char in enumerate(word.upper()):
label = char_to_label.get(char, None)
if label is None:
print(f"Character '{char}' not found in label_to_char mapping. Skipping.")
continue
# Get the corresponding generator
generator = dcgan_models[label].generator
# Generate a noise vector and produce image
noise = tf.random.normal([1, latent_dim])
gen_img = generator(noise, training=False)
img = (gen_img[0, :, :, 0] + 1.0) / 2.0 # Rescale from [-1, 1] to [0, 1]
# Plot
axs[i].imshow(img, cmap='gray')
axs[i].axis('off')
axs[i].set_title(char)
plt.tight_layout()
plt.show()
generate_word(dcgan_models, "DAAA", latent_dim, label_to_char)
generate_word(dcgan_models, "DEEP LEANING", latent_dim, label_to_char)
Character ' ' not found in label_to_char mapping. Skipping.
Model improvement 1¶
DCGAN Architecture Overview (Enhanced Generator)¶
Generator Architecture¶
| Layer Type | Output Shape | Parameters / Description |
|---|---|---|
| Input | (latent_dim,) | Random noise vector |
| Dense | (7, 7, 256) | Fully connected layer reshaped into 7×7×256 |
| BatchNormalization | (7, 7, 256) | Normalize activations |
| LeakyReLU (α=0.2) | (7, 7, 256) | Non-linearity |
| Conv2DTranspose | (14, 14, 128) | Kernel=4, Stride=2, Padding='same' |
| BatchNormalization | (14, 14, 128) | |
| LeakyReLU (α=0.2) | (14, 14, 128) | |
| Conv2DTranspose | (28, 28, 64) | Kernel=4, Stride=2, Padding='same' |
| BatchNormalization | (28, 28, 64) | |
| LeakyReLU (α=0.2) | (28, 28, 64) | |
| Conv2DTranspose | (28, 28, 32) | Kernel=3, Stride=1, Padding='same' (refinement layer) |
| BatchNormalization | (28, 28, 32) | |
| LeakyReLU (α=0.2) | (28, 28, 32) | |
| Conv2D | (28, 28, 1) | Final output layer with 1 channel |
| Activation (tanh) | (28, 28, 1) | Output scaled to [-1, 1] |
Discriminator Architecture (Simplified)¶
| Layer Type | Output Shape | Parameters / Description |
|---|---|---|
| Input | (28, 28, 1) | Real or generated grayscale image |
| Conv2D | (14, 14, 64) | Kernel=3, Stride=2, Padding='same' |
| LeakyReLU (α=0.2) | (14, 14, 64) | |
| Dropout (0.3) | (14, 14, 64) | Regularization |
| Conv2D | (7, 7, 128) | Kernel=3, Stride=2, Padding='same' |
| BatchNormalization | (7, 7, 128) | |
| LeakyReLU (α=0.2) | (7, 7, 128) | |
| Dropout (0.3) | (7, 7, 128) | |
| Conv2D | (7, 7, 128) | Kernel=3, Stride=1, Padding='same' |
| BatchNormalization | (7, 7, 128) | |
| LeakyReLU (α=0.2) | (7, 7, 128) | |
| Flatten | (6272,) | Flatten all features |
| Dense | (64,) | Intermediate dense layer |
| LeakyReLU (α=0.2) | (64,) | |
| Dense | (1,) | Sigmoid activation for real/fake prediction |
Notes:
- Generator uses
tanhactivation → scale training images to [-1, 1]. - Discriminator uses
sigmoid→ output is probability of being real. - Enhanced generator should improve image quality, especially on more complex datasets.
Improved DCGAN Architecture — Detailed Summary
Generator (
build_generator) — 9 layers total- Dense (256×7×7 = 12544 units) — transforms noise vector into rich feature space.
- BatchNormalization — stabilizes activations after dense layer.
- LeakyReLU(0.2) — avoids dead neurons, keeps gradients for negative values.
- Reshape (7×7×256) — converts dense output into spatial feature map.
- Conv2DTranspose(128, 4×4, stride=2, same) — upsample to 14×14, learn coarse features.
- BatchNormalization
- LeakyReLU(0.2)
- Conv2DTranspose(64, 4×4, stride=2, same) — upsample to 28×28, add finer details.
- BatchNormalization → LeakyReLU(0.2)
- Conv2DTranspose(32, 3×3, stride=1, same) — refinement layer for extra sharpness.
- BatchNormalization → LeakyReLU(0.2)
- Conv2D(channels=1, 3×3, same) — final grayscale output.
- Activation(
tanh) — scale output to[-1, 1].
Discriminator (
build_discriminator) — 11 layers total- Conv2D(64, 3×3, stride=2, same) — downsample to 14×14, learn low-level features.
- LeakyReLU(0.2)
- Dropout(0.3) — regularization to prevent overfitting.
- Conv2D(128, 3×3, stride=2, same) — downsample to 7×7, extract mid-level features.
- BatchNormalization — stabilize training.
- LeakyReLU(0.2)
- Dropout(0.3)
- Conv2D(128, 3×3, stride=1, same) — keep spatial size, learn deeper patterns.
- BatchNormalization → LeakyReLU(0.2)
- Flatten — convert 3D feature maps to 1D vector.
- Dense(64) — learn combined feature representation.
- LeakyReLU(0.2)
- Dense(1, sigmoid) — output probability (real/fake).
Why these design choices
- Generator: gradual upsampling with multiple
Conv2DTransposelayers creates smoother, sharper images; refinement layer adds fine detail. - Discriminator: multiple convolution blocks with dropout and batchnorm improve robustness, prevent overfitting, and keep gradients stable.
- Layer counts and filter sizes are balanced for 28×28 grayscale images to avoid over-parameterization while still capturing detail.
- Generator: gradual upsampling with multiple
tion while still capturing detail.
import os
import numpy as np
import tensorflow as tf
import matplotlib.pyplot as plt
from tensorflow.keras.layers import (Input, Dense, Reshape, Conv2DTranspose, BatchNormalization,
Activation, Conv2D, LeakyReLU, Dropout, Flatten)
from tensorflow.keras.models import Model, Sequential
from tensorflow.keras.optimizers import Adam
# === Generator ===
def build_generator(latent_dim, channels=1):
model = Sequential([
Dense(256 * 7 * 7, input_dim=latent_dim), # More neurons here
BatchNormalization(),
LeakyReLU(0.2),
Reshape((7, 7, 256)),
# Add more Conv2DTranspose blocks
Conv2DTranspose(128, kernel_size=4, strides=2, padding='same'), # → 14x14
BatchNormalization(),
LeakyReLU(0.2),
Conv2DTranspose(64, kernel_size=4, strides=2, padding='same'), # → 28x28
BatchNormalization(),
LeakyReLU(0.2),
Conv2DTranspose(32, kernel_size=3, strides=1, padding='same'), # refinement layer
BatchNormalization(),
LeakyReLU(0.2),
Conv2D(channels, kernel_size=3, padding='same'),
Activation('tanh')
])
noise = Input(shape=(latent_dim,))
img = model(noise)
return Model(noise, img)
# === Discriminator ===
def build_discriminator(img_shape):
model = Sequential([
# Block 1
Conv2D(64, kernel_size=3, strides=2, padding='same', input_shape=img_shape),
LeakyReLU(0.2),
Dropout(0.3),
# Block 2
Conv2D(128, kernel_size=3, strides=2, padding='same'),
BatchNormalization(),
LeakyReLU(0.2),
Dropout(0.3),
# Block 3
Conv2D(128, kernel_size=3, strides=1, padding='same'),
BatchNormalization(),
LeakyReLU(0.2),
Flatten(),
Dense(64),
LeakyReLU(0.2),
Dense(1, activation='sigmoid')
])
img = Input(shape=img_shape)
validity = model(img)
return Model(img, validity)
latent_dim = 128
img_shape = (28, 28, 1)
batch_size = 128
epochs = 500
num_classes = 16
class_datasets = prepare_class_datasets(images, mapped_labels, batch_size=batch_size, num_classes=num_classes)
# Build models
generator = build_generator(latent_dim, channels=1)
discriminator = build_discriminator(img_shape)
# Print summaries
print("=== Generator Summary ===")
generator.summary()
print("\n=== Discriminator Summary ===")
discriminator.summary()
=== Generator Summary ===
Model: "model_178"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_147 (InputLayer) [(None, 128)] 0
sequential_146 (Sequential) (None, 28, 28, 1) 2343553
=================================================================
Total params: 2,343,553
Trainable params: 2,318,017
Non-trainable params: 25,536
_________________________________________________________________
=== Discriminator Summary ===
Model: "model_179"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_148 (InputLayer) [(None, 28, 28, 1)] 0
sequential_147 (Sequential) (None, 1) 624641
=================================================================
Total params: 624,641
Trainable params: 624,129
Non-trainable params: 512
_________________________________________________________________
# === DCGAN Model Class ===
class DCGANModel(tf.keras.Model):
def __init__(self, generator, discriminator, latent_dim):
super().__init__()
self.generator = generator # Generator network
self.discriminator = discriminator # Discriminator network
self.latent_dim = latent_dim # Size of random noise vector (latent space)
self.loss_fn = tf.keras.losses.BinaryCrossentropy(from_logits=False) # Loss function for binary classification
def compile(self, g_optimizer, d_optimizer):
super().compile()
self.g_optimizer = g_optimizer # Optimizer for the generator
self.d_optimizer = d_optimizer # Optimizer for the discriminator
# Generator loss: tries to make fake images look real (labels = 1)
def generator_loss(self, fake_output):
return self.loss_fn(tf.ones_like(fake_output), fake_output)
# Discriminator loss: real images → label 1, fake images → label 0
def discriminator_loss(self, real_output, fake_output):
real_loss = self.loss_fn(tf.ones_like(real_output), real_output)
fake_loss = self.loss_fn(tf.zeros_like(fake_output), fake_output)
return real_loss + fake_loss
@tf.function
def train_step(self, real_images):
# 1. Get batch size and generate random noise
batch_size = tf.shape(real_images)[0]
noise = tf.random.normal([batch_size, self.latent_dim])
# 2. Record gradients for both networks
with tf.GradientTape() as disc_tape, tf.GradientTape() as gen_tape:
# Generate fake images from noise
generated_images = self.generator(noise, training=True)
# Discriminator predictions for real and fake images
real_output = self.discriminator(real_images, training=True)
fake_output = self.discriminator(generated_images, training=True)
# Calculate losses
d_loss = self.discriminator_loss(real_output, fake_output)
g_loss = self.generator_loss(fake_output)
# 3. Compute and apply gradients for both networks
grads_d = disc_tape.gradient(d_loss, self.discriminator.trainable_variables)
grads_g = gen_tape.gradient(g_loss, self.generator.trainable_variables)
self.d_optimizer.apply_gradients(zip(grads_d, self.discriminator.trainable_variables))
self.g_optimizer.apply_gradients(zip(grads_g, self.generator.trainable_variables))
# 4. Calculate discriminator accuracy:
# Real images → correctly classified as real (> 0.5)
# Fake images → correctly classified as fake (< 0.5)
real_preds = tf.cast(real_output > 0.5, tf.float32)
fake_preds = tf.cast(fake_output < 0.5, tf.float32)
real_accuracy = tf.reduce_mean(real_preds)
fake_accuracy = tf.reduce_mean(fake_preds)
d_accuracy = 0.5 * (real_accuracy + fake_accuracy)
# 5. Return training metrics
return {
"d_loss": d_loss, # Discriminator loss
"g_loss": g_loss, # Generator loss
"d_accuracy": d_accuracy # Discriminator accuracy
}
# === Callback to Save Best Generator ===
class SaveBestGenerator(tf.keras.callbacks.Callback):
def __init__(self, save_path):
super().__init__()
self.save_path = save_path
self.best_loss = float('inf') # Track best generator loss
def on_epoch_end(self, epoch, logs=None):
# Save generator weights if loss improved
g_loss = logs.get('g_loss')
if g_loss is not None and g_loss < self.best_loss:
print(f"\nEpoch {epoch + 1}: Generator loss improved from {self.best_loss:.4f} to {g_loss:.4f}. Saving weights.")
self.best_loss = g_loss
self.model.generator.save_weights(self.save_path)
# === Callback to Print Images Every N Epochs ===
class PrintImagesEveryN(tf.keras.callbacks.Callback):
def __init__(self, class_index, latent_dim, interval=250):
super().__init__()
self.class_index = class_index
self.latent_dim = latent_dim
self.interval = interval
# Fixed noise seed to see consistent sample evolution over time
self.seed = tf.random.normal([10, latent_dim])
def on_epoch_end(self, epoch, logs=None):
# Every N epochs, generate and show sample images
if (epoch + 1) % self.interval == 0:
generated_images = self.model.generator(self.seed, training=False)
generated_images = 0.5 * generated_images + 0.5 # Rescale from [-1, 1] to [0, 1]
print(f"\nClass {self.class_index} — Epoch {epoch + 1} preview:")
fig, axes = plt.subplots(1, 10, figsize=(20, 2))
for i in range(10):
ax = axes[i]
ax.imshow(generated_images[i, :, :, 0], cmap='gray')
ax.axis('off')
plt.show()
# === Prepare Dataset Per Class ===
def prepare_class_datasets(images, labels, batch_size=128, num_classes=16):
"""
Creates a dictionary where each key is a class index and value is a tf.data.Dataset
containing only images of that class.
"""
class_datasets = {}
for c in range(num_classes):
class_imgs = images[labels == c]
dataset = tf.data.Dataset.from_tensor_slices(class_imgs) \
.shuffle(buffer_size=10000) \
.batch(batch_size) \
.prefetch(tf.data.AUTOTUNE)
class_datasets[c] = dataset
return class_datasets
# === Callback to Print Discriminator Accuracy ===
class PrintAccuracy(tf.keras.callbacks.Callback):
def on_epoch_end(self, epoch, logs=None):
# Display discriminator accuracy at the end of each epoch if available
if logs and 'd_accuracy' in logs:
print(f"Epoch {epoch + 1}: D Accuracy = {logs['d_accuracy']:.4f}")
# === Training ===
dcgan_models = {}
histories = {}
# Directory to save best weights
best_save_dir = "16Models_saved_generators_600epochs"
os.makedirs(best_save_dir, exist_ok=True)
for c in range(num_classes):
print(f"Training DCGAN for class {c}...")
generator = build_generator(latent_dim, channels=1)
discriminator = build_discriminator(img_shape)
dcgan = DCGANModel(generator, discriminator, latent_dim)
dcgan.compile(
g_optimizer=Adam(0.0002, beta_1=0.5),
d_optimizer=Adam(0.0002, beta_1=0.5)
)
preview_callback = PrintImagesEveryN(class_index=c, latent_dim=latent_dim, interval=100)
best_weight_path = os.path.join(best_save_dir, f"best_generator_class_{c}.h5")
save_best_callback = SaveBestGenerator(save_path=best_weight_path)
accuracy_callback = PrintAccuracy()
history = dcgan.fit(
class_datasets[c],
epochs=epochs,
callbacks=[preview_callback, save_best_callback, accuracy_callback]
)
dcgan_models[c] = dcgan
histories[c] = history
# === Save final generator weights for all 16 classes ===
final_save_dir = "16Models_saved_generators_600epochs(last)"
os.makedirs(final_save_dir, exist_ok=True)
for class_idx, dcgan in dcgan_models.items():
gen = dcgan.generator
weight_path = os.path.join(final_save_dir, f"final_generator_class_{class_idx}.h5")
gen.save_weights(weight_path)
print(f"Saved final generator weights for class {class_idx} to {weight_path}")
Training DCGAN for class 0... Epoch 1/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6930 - g_loss: 2.3278 - d_accuracy: 0.9089 Epoch 1: Generator loss improved from inf to 3.3849. Saving weights. Epoch 1: D Accuracy = 0.8750 27/27 [==============================] - 4s 40ms/step - d_loss: 0.6916 - g_loss: 2.3656 - d_accuracy: 0.9076 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5277 - g_loss: 3.7832 - d_accuracy: 0.9584Epoch 2: D Accuracy = 0.9926 27/27 [==============================] - 1s 32ms/step - d_loss: 0.5239 - g_loss: 3.7931 - d_accuracy: 0.9596 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9416 - g_loss: 2.7182 - d_accuracy: 0.8639 Epoch 3: Generator loss improved from 3.3849 to 1.4738. Saving weights. Epoch 3: D Accuracy = 0.8529 27/27 [==============================] - 1s 33ms/step - d_loss: 0.9403 - g_loss: 2.6738 - d_accuracy: 0.8635 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7480 - g_loss: 2.3182 - d_accuracy: 0.8875Epoch 4: D Accuracy = 0.8971 27/27 [==============================] - 1s 32ms/step - d_loss: 0.7443 - g_loss: 2.3541 - d_accuracy: 0.8879 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5100 - g_loss: 3.3879 - d_accuracy: 0.9630Epoch 5: D Accuracy = 0.9853 27/27 [==============================] - 1s 33ms/step - d_loss: 0.5077 - g_loss: 3.4101 - d_accuracy: 0.9638 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4399 - g_loss: 4.1510 - d_accuracy: 0.9808Epoch 6: D Accuracy = 0.9926 27/27 [==============================] - 1s 32ms/step - d_loss: 0.4382 - g_loss: 4.1782 - d_accuracy: 0.9812 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4090 - g_loss: 4.4495 - d_accuracy: 0.9885Epoch 7: D Accuracy = 0.9779 27/27 [==============================] - 1s 32ms/step - d_loss: 0.4095 - g_loss: 4.4455 - d_accuracy: 0.9881 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4033 - g_loss: 4.5736 - d_accuracy: 0.9879Epoch 8: D Accuracy = 0.9779 27/27 [==============================] - 1s 32ms/step - d_loss: 0.4040 - g_loss: 4.5883 - d_accuracy: 0.9875 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1337 - g_loss: 2.0015 - d_accuracy: 0.7849Epoch 9: D Accuracy = 0.7206 27/27 [==============================] - 1s 32ms/step - d_loss: 1.1347 - g_loss: 1.9854 - d_accuracy: 0.7826 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2020 - g_loss: 1.1813 - d_accuracy: 0.6957 Epoch 10: Generator loss improved from 1.4738 to 1.0046. Saving weights. Epoch 10: D Accuracy = 0.7574 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2000 - g_loss: 1.1750 - d_accuracy: 0.6979 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1784 - g_loss: 1.1461 - d_accuracy: 0.7003 Epoch 11: Generator loss improved from 1.0046 to 0.9565. Saving weights. Epoch 11: D Accuracy = 0.7353 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1772 - g_loss: 1.1393 - d_accuracy: 0.7015 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1749 - g_loss: 1.1670 - d_accuracy: 0.6979Epoch 12: D Accuracy = 0.6912 27/27 [==============================] - 1s 32ms/step - d_loss: 1.1740 - g_loss: 1.1604 - d_accuracy: 0.6977 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1807 - g_loss: 1.1573 - d_accuracy: 0.7036Epoch 13: D Accuracy = 0.7132 27/27 [==============================] - 1s 32ms/step - d_loss: 1.1810 - g_loss: 1.1588 - d_accuracy: 0.7040 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1577 - g_loss: 1.1709 - d_accuracy: 0.7129 Epoch 14: Generator loss improved from 0.9565 to 0.8932. Saving weights. Epoch 14: D Accuracy = 0.7353 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1600 - g_loss: 1.1610 - d_accuracy: 0.7137 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1286 - g_loss: 1.2353 - d_accuracy: 0.7254Epoch 15: D Accuracy = 0.6985 27/27 [==============================] - 1s 32ms/step - d_loss: 1.1283 - g_loss: 1.2429 - d_accuracy: 0.7244 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0858 - g_loss: 1.3060 - d_accuracy: 0.7458Epoch 16: D Accuracy = 0.8309 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0823 - g_loss: 1.3008 - d_accuracy: 0.7488 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0510 - g_loss: 1.3715 - d_accuracy: 0.7631Epoch 17: D Accuracy = 0.8456 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0484 - g_loss: 1.3608 - d_accuracy: 0.7660 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0106 - g_loss: 1.4503 - d_accuracy: 0.7799 Epoch 18: Generator loss improved from 0.8932 to 0.8818. Saving weights. Epoch 18: D Accuracy = 0.7794 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0133 - g_loss: 1.4300 - d_accuracy: 0.7799 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0398 - g_loss: 1.5129 - d_accuracy: 0.7670Epoch 19: D Accuracy = 0.8603 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0356 - g_loss: 1.5088 - d_accuracy: 0.7703 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9752 - g_loss: 1.5060 - d_accuracy: 0.7934Epoch 20: D Accuracy = 0.8015 27/27 [==============================] - 1s 32ms/step - d_loss: 0.9726 - g_loss: 1.5134 - d_accuracy: 0.7937 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0298 - g_loss: 1.5028 - d_accuracy: 0.7709Epoch 21: D Accuracy = 0.7647 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0322 - g_loss: 1.4821 - d_accuracy: 0.7707 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0208 - g_loss: 1.4961 - d_accuracy: 0.7678Epoch 22: D Accuracy = 0.6691 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0224 - g_loss: 1.5096 - d_accuracy: 0.7643 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0695 - g_loss: 1.4359 - d_accuracy: 0.7499Epoch 23: D Accuracy = 0.7721 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0687 - g_loss: 1.4287 - d_accuracy: 0.7507 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0753 - g_loss: 1.4422 - d_accuracy: 0.7404Epoch 24: D Accuracy = 0.7574 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0734 - g_loss: 1.4376 - d_accuracy: 0.7410 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0696 - g_loss: 1.4247 - d_accuracy: 0.7440Epoch 25: D Accuracy = 0.6029 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0757 - g_loss: 1.4434 - d_accuracy: 0.7389 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0660 - g_loss: 1.3769 - d_accuracy: 0.7494Epoch 26: D Accuracy = 0.7647 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0661 - g_loss: 1.3651 - d_accuracy: 0.7499 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0617 - g_loss: 1.3987 - d_accuracy: 0.7551Epoch 27: D Accuracy = 0.7426 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0640 - g_loss: 1.3827 - d_accuracy: 0.7546 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0635 - g_loss: 1.3835 - d_accuracy: 0.7530Epoch 28: D Accuracy = 0.7721 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0609 - g_loss: 1.3964 - d_accuracy: 0.7537 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0880 - g_loss: 1.3605 - d_accuracy: 0.7447Epoch 29: D Accuracy = 0.8309 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0830 - g_loss: 1.3578 - d_accuracy: 0.7478 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0429 - g_loss: 1.3823 - d_accuracy: 0.7635Epoch 30: D Accuracy = 0.7206 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0460 - g_loss: 1.3651 - d_accuracy: 0.7620 Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0608 - g_loss: 1.3912 - d_accuracy: 0.7479Epoch 31: D Accuracy = 0.7132 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0641 - g_loss: 1.3763 - d_accuracy: 0.7467 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0483 - g_loss: 1.3972 - d_accuracy: 0.7597Epoch 32: D Accuracy = 0.7941 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0460 - g_loss: 1.3978 - d_accuracy: 0.7610 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0628 - g_loss: 1.3930 - d_accuracy: 0.7559Epoch 33: D Accuracy = 0.7500 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0661 - g_loss: 1.3755 - d_accuracy: 0.7557 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0510 - g_loss: 1.4258 - d_accuracy: 0.7570Epoch 34: D Accuracy = 0.7868 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0500 - g_loss: 1.4219 - d_accuracy: 0.7581 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0509 - g_loss: 1.4083 - d_accuracy: 0.7631Epoch 35: D Accuracy = 0.8235 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0512 - g_loss: 1.3985 - d_accuracy: 0.7653 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0658 - g_loss: 1.4307 - d_accuracy: 0.7505Epoch 36: D Accuracy = 0.7721 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0626 - g_loss: 1.4373 - d_accuracy: 0.7513 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0560 - g_loss: 1.3963 - d_accuracy: 0.7611 Epoch 37: Generator loss improved from 0.8818 to 0.8202. Saving weights. Epoch 37: D Accuracy = 0.6838 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0622 - g_loss: 1.3758 - d_accuracy: 0.7584 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0484 - g_loss: 1.4354 - d_accuracy: 0.7593Epoch 38: D Accuracy = 0.7941 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0478 - g_loss: 1.4224 - d_accuracy: 0.7605 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0427 - g_loss: 1.4475 - d_accuracy: 0.7670Epoch 39: D Accuracy = 0.7647 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0411 - g_loss: 1.4487 - d_accuracy: 0.7670 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0387 - g_loss: 1.4104 - d_accuracy: 0.7670Epoch 40: D Accuracy = 0.7794 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0377 - g_loss: 1.4017 - d_accuracy: 0.7674 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0715 - g_loss: 1.4462 - d_accuracy: 0.7451Epoch 41: D Accuracy = 0.7206 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0692 - g_loss: 1.4534 - d_accuracy: 0.7443 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0492 - g_loss: 1.4262 - d_accuracy: 0.7578Epoch 42: D Accuracy = 0.7132 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0494 - g_loss: 1.4421 - d_accuracy: 0.7562 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0840 - g_loss: 1.4190 - d_accuracy: 0.7393Epoch 43: D Accuracy = 0.7500 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0820 - g_loss: 1.4148 - d_accuracy: 0.7397 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0524 - g_loss: 1.3971 - d_accuracy: 0.7597Epoch 44: D Accuracy = 0.7279 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0562 - g_loss: 1.3819 - d_accuracy: 0.7586 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0725 - g_loss: 1.4290 - d_accuracy: 0.7481Epoch 45: D Accuracy = 0.8309 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0679 - g_loss: 1.4324 - d_accuracy: 0.7510 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4037 - d_accuracy: 0.7597Epoch 46: D Accuracy = 0.8088 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0564 - g_loss: 1.3997 - d_accuracy: 0.7615 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0886 - g_loss: 1.4067 - d_accuracy: 0.7434Epoch 47: D Accuracy = 0.7941 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0855 - g_loss: 1.3967 - d_accuracy: 0.7452 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0398 - g_loss: 1.4087 - d_accuracy: 0.7604Epoch 48: D Accuracy = 0.6471 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0431 - g_loss: 1.4259 - d_accuracy: 0.7563 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1103 - g_loss: 1.3816 - d_accuracy: 0.7388Epoch 49: D Accuracy = 0.7941 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1066 - g_loss: 1.3776 - d_accuracy: 0.7407 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0815 - g_loss: 1.4054 - d_accuracy: 0.7423Epoch 50: D Accuracy = 0.7206 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0809 - g_loss: 1.4270 - d_accuracy: 0.7415 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0738 - g_loss: 1.3880 - d_accuracy: 0.7504Epoch 51: D Accuracy = 0.7794 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0741 - g_loss: 1.3790 - d_accuracy: 0.7514 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0645 - g_loss: 1.4044 - d_accuracy: 0.7519Epoch 52: D Accuracy = 0.8162 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0603 - g_loss: 1.4048 - d_accuracy: 0.7542 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0669 - g_loss: 1.4358 - d_accuracy: 0.7482Epoch 53: D Accuracy = 0.8235 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0642 - g_loss: 1.4314 - d_accuracy: 0.7509 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0982 - g_loss: 1.4281 - d_accuracy: 0.7383Epoch 54: D Accuracy = 0.7500 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0962 - g_loss: 1.4300 - d_accuracy: 0.7387 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0826 - g_loss: 1.3820 - d_accuracy: 0.7361Epoch 55: D Accuracy = 0.7132 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0826 - g_loss: 1.3770 - d_accuracy: 0.7352 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0786 - g_loss: 1.4044 - d_accuracy: 0.7425Epoch 56: D Accuracy = 0.7574 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0804 - g_loss: 1.3873 - d_accuracy: 0.7430 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0630 - g_loss: 1.4010 - d_accuracy: 0.7452Epoch 57: D Accuracy = 0.6985 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0647 - g_loss: 1.3957 - d_accuracy: 0.7435 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0943 - g_loss: 1.4214 - d_accuracy: 0.7387Epoch 58: D Accuracy = 0.7721 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0964 - g_loss: 1.4055 - d_accuracy: 0.7399 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0592 - g_loss: 1.4132 - d_accuracy: 0.7569Epoch 59: D Accuracy = 0.7868 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0593 - g_loss: 1.4036 - d_accuracy: 0.7579 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0818 - g_loss: 1.4409 - d_accuracy: 0.7405Epoch 60: D Accuracy = 0.6029 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0889 - g_loss: 1.4712 - d_accuracy: 0.7356 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0636 - g_loss: 1.4001 - d_accuracy: 0.7537Epoch 61: D Accuracy = 0.7868 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0617 - g_loss: 1.3960 - d_accuracy: 0.7549 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0777 - g_loss: 1.4241 - d_accuracy: 0.7472Epoch 62: D Accuracy = 0.7868 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0735 - g_loss: 1.4289 - d_accuracy: 0.7486
Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1052 - g_loss: 1.4180 - d_accuracy: 0.7284Epoch 63: D Accuracy = 0.7059 27/27 [==============================] - 1s 32ms/step - d_loss: 1.1034 - g_loss: 1.4256 - d_accuracy: 0.7276 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0851 - g_loss: 1.3840 - d_accuracy: 0.7383Epoch 64: D Accuracy = 0.7868 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0819 - g_loss: 1.3817 - d_accuracy: 0.7401 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0968 - g_loss: 1.3752 - d_accuracy: 0.7293Epoch 65: D Accuracy = 0.7574 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0979 - g_loss: 1.3605 - d_accuracy: 0.7303 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1031 - g_loss: 1.3874 - d_accuracy: 0.7275Epoch 66: D Accuracy = 0.7868 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0974 - g_loss: 1.3923 - d_accuracy: 0.7296 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0903 - g_loss: 1.3351 - d_accuracy: 0.7376Epoch 67: D Accuracy = 0.7132 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0938 - g_loss: 1.3271 - d_accuracy: 0.7368 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1086 - g_loss: 1.3868 - d_accuracy: 0.7332Epoch 68: D Accuracy = 0.8235 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1046 - g_loss: 1.3834 - d_accuracy: 0.7364 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1362 - g_loss: 1.3351 - d_accuracy: 0.7185Epoch 69: D Accuracy = 0.7500 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1356 - g_loss: 1.3308 - d_accuracy: 0.7196 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1298 - g_loss: 1.3200 - d_accuracy: 0.7128Epoch 70: D Accuracy = 0.7574 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1253 - g_loss: 1.3272 - d_accuracy: 0.7144 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0937 - g_loss: 1.3561 - d_accuracy: 0.7379Epoch 71: D Accuracy = 0.7059 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0945 - g_loss: 1.3712 - d_accuracy: 0.7368 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0964 - g_loss: 1.3376 - d_accuracy: 0.7373Epoch 72: D Accuracy = 0.7794 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0966 - g_loss: 1.3281 - d_accuracy: 0.7388 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1430 - g_loss: 1.3666 - d_accuracy: 0.7190Epoch 73: D Accuracy = 0.7574 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1400 - g_loss: 1.3677 - d_accuracy: 0.7204 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1176 - g_loss: 1.3055 - d_accuracy: 0.7258Epoch 74: D Accuracy = 0.7574 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1164 - g_loss: 1.3074 - d_accuracy: 0.7269 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1253 - g_loss: 1.3594 - d_accuracy: 0.7231Epoch 75: D Accuracy = 0.6029 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1289 - g_loss: 1.3659 - d_accuracy: 0.7188 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1214 - g_loss: 1.3013 - d_accuracy: 0.7264Epoch 76: D Accuracy = 0.7721 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1196 - g_loss: 1.2955 - d_accuracy: 0.7280 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1081 - g_loss: 1.3097 - d_accuracy: 0.7356Epoch 77: D Accuracy = 0.7941 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1061 - g_loss: 1.3068 - d_accuracy: 0.7377 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1057 - g_loss: 1.3135 - d_accuracy: 0.7270 Epoch 78: Generator loss improved from 0.8202 to 0.7898. Saving weights. Epoch 78: D Accuracy = 0.7279 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1080 - g_loss: 1.2948 - d_accuracy: 0.7271 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1723 - g_loss: 1.3459 - d_accuracy: 0.7060Epoch 79: D Accuracy = 0.8309 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1657 - g_loss: 1.3484 - d_accuracy: 0.7104 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0958 - g_loss: 1.3105 - d_accuracy: 0.7372Epoch 80: D Accuracy = 0.6544 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0991 - g_loss: 1.3179 - d_accuracy: 0.7342 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1283 - g_loss: 1.3347 - d_accuracy: 0.7267Epoch 81: D Accuracy = 0.7647 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1253 - g_loss: 1.3308 - d_accuracy: 0.7280 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1481 - g_loss: 1.3065 - d_accuracy: 0.7036Epoch 82: D Accuracy = 0.8603 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1425 - g_loss: 1.3052 - d_accuracy: 0.7092 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0900 - g_loss: 1.3370 - d_accuracy: 0.7364Epoch 83: D Accuracy = 0.6176 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0962 - g_loss: 1.3444 - d_accuracy: 0.7322 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1263 - g_loss: 1.3187 - d_accuracy: 0.7230Epoch 84: D Accuracy = 0.6838 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1278 - g_loss: 1.3304 - d_accuracy: 0.7216 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1367 - g_loss: 1.2916 - d_accuracy: 0.7190Epoch 85: D Accuracy = 0.6838 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1363 - g_loss: 1.3023 - d_accuracy: 0.7178 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0928 - g_loss: 1.2899 - d_accuracy: 0.7387Epoch 86: D Accuracy = 0.7353 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0908 - g_loss: 1.3028 - d_accuracy: 0.7386 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1332 - g_loss: 1.3487 - d_accuracy: 0.7158Epoch 87: D Accuracy = 0.7132 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1340 - g_loss: 1.3551 - d_accuracy: 0.7157 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1304 - g_loss: 1.3029 - d_accuracy: 0.7168Epoch 88: D Accuracy = 0.7647 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1294 - g_loss: 1.2964 - d_accuracy: 0.7185 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1100 - g_loss: 1.3099 - d_accuracy: 0.7262Epoch 89: D Accuracy = 0.7721 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1060 - g_loss: 1.3179 - d_accuracy: 0.7279 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1454 - g_loss: 1.3118 - d_accuracy: 0.7128Epoch 90: D Accuracy = 0.7059 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1456 - g_loss: 1.3114 - d_accuracy: 0.7125 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1221 - g_loss: 1.3240 - d_accuracy: 0.7219Epoch 91: D Accuracy = 0.7500 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1202 - g_loss: 1.3202 - d_accuracy: 0.7229 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1497 - g_loss: 1.2817 - d_accuracy: 0.7162Epoch 92: D Accuracy = 0.8309 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1453 - g_loss: 1.2781 - d_accuracy: 0.7203 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1080 - g_loss: 1.3203 - d_accuracy: 0.7317 Epoch 93: Generator loss improved from 0.7898 to 0.5929. Saving weights. Epoch 93: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1196 - g_loss: 1.2943 - d_accuracy: 0.7284 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1466 - g_loss: 1.3227 - d_accuracy: 0.7148Epoch 94: D Accuracy = 0.7574 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1440 - g_loss: 1.3310 - d_accuracy: 0.7163
Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0906 - g_loss: 1.2937 - d_accuracy: 0.7372Epoch 95: D Accuracy = 0.7132 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0923 - g_loss: 1.2884 - d_accuracy: 0.7364 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1332 - g_loss: 1.3292 - d_accuracy: 0.7146Epoch 96: D Accuracy = 0.7426 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1293 - g_loss: 1.3440 - d_accuracy: 0.7156 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1358 - g_loss: 1.2768 - d_accuracy: 0.7215Epoch 97: D Accuracy = 0.7500 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1354 - g_loss: 1.2645 - d_accuracy: 0.7225 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1390 - g_loss: 1.3170 - d_accuracy: 0.7100Epoch 98: D Accuracy = 0.7647 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1334 - g_loss: 1.3226 - d_accuracy: 0.7120 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1107 - g_loss: 1.3033 - d_accuracy: 0.7270Epoch 99: D Accuracy = 0.7279 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1096 - g_loss: 1.3090 - d_accuracy: 0.7271 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1202 - g_loss: 1.3082 - d_accuracy: 0.7201 Class 0 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.7426 27/27 [==============================] - 1s 40ms/step - d_loss: 1.1179 - g_loss: 1.3081 - d_accuracy: 0.7209 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0926 - g_loss: 1.3142 - d_accuracy: 0.7346Epoch 101: D Accuracy = 0.6544 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0969 - g_loss: 1.2989 - d_accuracy: 0.7317 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1624 - g_loss: 1.3391 - d_accuracy: 0.7055Epoch 102: D Accuracy = 0.6176 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1672 - g_loss: 1.3398 - d_accuracy: 0.7023 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1066 - g_loss: 1.3111 - d_accuracy: 0.7339Epoch 103: D Accuracy = 0.7721 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1034 - g_loss: 1.3142 - d_accuracy: 0.7353 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1187 - g_loss: 1.3241 - d_accuracy: 0.7167Epoch 104: D Accuracy = 0.6544 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1226 - g_loss: 1.3288 - d_accuracy: 0.7144 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1315 - g_loss: 1.3051 - d_accuracy: 0.7191Epoch 105: D Accuracy = 0.6765 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1308 - g_loss: 1.3247 - d_accuracy: 0.7175 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1383 - g_loss: 1.3186 - d_accuracy: 0.7135Epoch 106: D Accuracy = 0.6985 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1372 - g_loss: 1.3292 - d_accuracy: 0.7130 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0906 - g_loss: 1.3252 - d_accuracy: 0.7373Epoch 107: D Accuracy = 0.7574 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0880 - g_loss: 1.3325 - d_accuracy: 0.7380 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1191 - g_loss: 1.3233 - d_accuracy: 0.7192Epoch 108: D Accuracy = 0.6691 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1196 - g_loss: 1.3323 - d_accuracy: 0.7174 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1297 - g_loss: 1.3100 - d_accuracy: 0.7122Epoch 109: D Accuracy = 0.7206 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1293 - g_loss: 1.3044 - d_accuracy: 0.7125 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1089 - g_loss: 1.3178 - d_accuracy: 0.7283Epoch 110: D Accuracy = 0.6103 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1146 - g_loss: 1.3508 - d_accuracy: 0.7241 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1230 - g_loss: 1.2979 - d_accuracy: 0.7278Epoch 111: D Accuracy = 0.7279 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1204 - g_loss: 1.3047 - d_accuracy: 0.7278 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1182 - g_loss: 1.3203 - d_accuracy: 0.7228Epoch 112: D Accuracy = 0.7353 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1149 - g_loss: 1.3280 - d_accuracy: 0.7233 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1147 - g_loss: 1.3098 - d_accuracy: 0.7245Epoch 113: D Accuracy = 0.7500 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1163 - g_loss: 1.2961 - d_accuracy: 0.7254 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1099 - g_loss: 1.3475 - d_accuracy: 0.7311Epoch 114: D Accuracy = 0.7206 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1082 - g_loss: 1.3661 - d_accuracy: 0.7307 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1291 - g_loss: 1.3260 - d_accuracy: 0.7184Epoch 115: D Accuracy = 0.7794 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1247 - g_loss: 1.3266 - d_accuracy: 0.7206 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1039 - g_loss: 1.3087 - d_accuracy: 0.7351Epoch 116: D Accuracy = 0.8235 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0999 - g_loss: 1.3107 - d_accuracy: 0.7382 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1102 - g_loss: 1.3516 - d_accuracy: 0.7311Epoch 117: D Accuracy = 0.7868 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1062 - g_loss: 1.3513 - d_accuracy: 0.7331 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1105 - g_loss: 1.3150 - d_accuracy: 0.7238Epoch 118: D Accuracy = 0.7500 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1094 - g_loss: 1.3082 - d_accuracy: 0.7247 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1071 - g_loss: 1.3276 - d_accuracy: 0.7335Epoch 119: D Accuracy = 0.8088 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1055 - g_loss: 1.3293 - d_accuracy: 0.7362 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1247 - g_loss: 1.3338 - d_accuracy: 0.7247Epoch 120: D Accuracy = 0.6912 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1268 - g_loss: 1.3156 - d_accuracy: 0.7235 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1317 - g_loss: 1.3767 - d_accuracy: 0.7153Epoch 121: D Accuracy = 0.5588 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1386 - g_loss: 1.4142 - d_accuracy: 0.7097 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0829 - g_loss: 1.3230 - d_accuracy: 0.7395Epoch 122: D Accuracy = 0.7721 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0804 - g_loss: 1.3261 - d_accuracy: 0.7407 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1210 - g_loss: 1.3126 - d_accuracy: 0.7222Epoch 123: D Accuracy = 0.7794 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1195 - g_loss: 1.3022 - d_accuracy: 0.7242 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0910 - g_loss: 1.3345 - d_accuracy: 0.7323Epoch 124: D Accuracy = 0.7500 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0910 - g_loss: 1.3287 - d_accuracy: 0.7330 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1231 - g_loss: 1.3494 - d_accuracy: 0.7218Epoch 125: D Accuracy = 0.8015 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1184 - g_loss: 1.3469 - d_accuracy: 0.7247 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0682 - g_loss: 1.3463 - d_accuracy: 0.7493Epoch 126: D Accuracy = 0.7206 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0709 - g_loss: 1.3354 - d_accuracy: 0.7483 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1195 - g_loss: 1.3734 - d_accuracy: 0.7169Epoch 127: D Accuracy = 0.7206 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1185 - g_loss: 1.3855 - d_accuracy: 0.7171 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1007 - g_loss: 1.3457 - d_accuracy: 0.7306Epoch 128: D Accuracy = 0.7353 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1006 - g_loss: 1.3424 - d_accuracy: 0.7308 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0999 - g_loss: 1.3619 - d_accuracy: 0.7314Epoch 129: D Accuracy = 0.6618 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1002 - g_loss: 1.3741 - d_accuracy: 0.7289 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1160 - g_loss: 1.3686 - d_accuracy: 0.7238Epoch 130: D Accuracy = 0.6103 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1207 - g_loss: 1.3782 - d_accuracy: 0.7198 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1151 - g_loss: 1.3654 - d_accuracy: 0.7234Epoch 131: D Accuracy = 0.8015 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1127 - g_loss: 1.3566 - d_accuracy: 0.7262 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3590 - d_accuracy: 0.7389Epoch 132: D Accuracy = 0.7941 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0877 - g_loss: 1.3605 - d_accuracy: 0.7409 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1083 - g_loss: 1.3358 - d_accuracy: 0.7342Epoch 133: D Accuracy = 0.7574 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1061 - g_loss: 1.3334 - d_accuracy: 0.7350 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0829 - g_loss: 1.3598 - d_accuracy: 0.7403Epoch 134: D Accuracy = 0.6176 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0883 - g_loss: 1.3785 - d_accuracy: 0.7359 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1169 - g_loss: 1.3629 - d_accuracy: 0.7207Epoch 135: D Accuracy = 0.7353 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1157 - g_loss: 1.3625 - d_accuracy: 0.7212 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0896 - g_loss: 1.3746 - d_accuracy: 0.7377Epoch 136: D Accuracy = 0.7647 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0876 - g_loss: 1.3776 - d_accuracy: 0.7386 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0759 - g_loss: 1.3766 - d_accuracy: 0.7441Epoch 137: D Accuracy = 0.6618 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0820 - g_loss: 1.3693 - d_accuracy: 0.7412 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0889 - g_loss: 1.3451 - d_accuracy: 0.7332Epoch 138: D Accuracy = 0.6985 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0906 - g_loss: 1.3384 - d_accuracy: 0.7320 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0945 - g_loss: 1.3617 - d_accuracy: 0.7366Epoch 139: D Accuracy = 0.7353 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0916 - g_loss: 1.3695 - d_accuracy: 0.7365 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1105 - g_loss: 1.3526 - d_accuracy: 0.7236Epoch 140: D Accuracy = 0.7647 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1100 - g_loss: 1.3467 - d_accuracy: 0.7251 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0659 - g_loss: 1.3702 - d_accuracy: 0.7507Epoch 141: D Accuracy = 0.6397 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0699 - g_loss: 1.3774 - d_accuracy: 0.7467 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0793 - g_loss: 1.4041 - d_accuracy: 0.7424Epoch 142: D Accuracy = 0.5809 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0887 - g_loss: 1.4257 - d_accuracy: 0.7367 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1431 - g_loss: 1.4030 - d_accuracy: 0.7203Epoch 143: D Accuracy = 0.7206 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1481 - g_loss: 1.3791 - d_accuracy: 0.7203 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0595 - g_loss: 1.3688 - d_accuracy: 0.7543Epoch 144: D Accuracy = 0.7868 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0601 - g_loss: 1.3636 - d_accuracy: 0.7554 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0751 - g_loss: 1.3805 - d_accuracy: 0.7455Epoch 145: D Accuracy = 0.7353 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0729 - g_loss: 1.3846 - d_accuracy: 0.7452 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1130 - g_loss: 1.3463 - d_accuracy: 0.7277Epoch 146: D Accuracy = 0.7574 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1114 - g_loss: 1.3387 - d_accuracy: 0.7288 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0696 - g_loss: 1.3634 - d_accuracy: 0.7499Epoch 147: D Accuracy = 0.7279 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0677 - g_loss: 1.3811 - d_accuracy: 0.7491 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.4050 - d_accuracy: 0.7339Epoch 148: D Accuracy = 0.7132 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0894 - g_loss: 1.4203 - d_accuracy: 0.7331 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1118 - g_loss: 1.3551 - d_accuracy: 0.7288Epoch 149: D Accuracy = 0.6471 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1160 - g_loss: 1.3395 - d_accuracy: 0.7259 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0988 - g_loss: 1.3867 - d_accuracy: 0.7244Epoch 150: D Accuracy = 0.6324 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1018 - g_loss: 1.3939 - d_accuracy: 0.7211 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0879 - g_loss: 1.3666 - d_accuracy: 0.7391Epoch 151: D Accuracy = 0.6324 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0972 - g_loss: 1.3925 - d_accuracy: 0.7353 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0830 - g_loss: 1.3692 - d_accuracy: 0.7369Epoch 152: D Accuracy = 0.7279 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0813 - g_loss: 1.3742 - d_accuracy: 0.7366 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0863 - g_loss: 1.3752 - d_accuracy: 0.7389Epoch 153: D Accuracy = 0.7794 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0858 - g_loss: 1.3629 - d_accuracy: 0.7404 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0982 - g_loss: 1.4001 - d_accuracy: 0.7274Epoch 154: D Accuracy = 0.7426 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0971 - g_loss: 1.3987 - d_accuracy: 0.7280 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0769 - g_loss: 1.3753 - d_accuracy: 0.7503Epoch 155: D Accuracy = 0.7353 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0768 - g_loss: 1.3716 - d_accuracy: 0.7498 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0756 - g_loss: 1.3797 - d_accuracy: 0.7465Epoch 156: D Accuracy = 0.6912 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0849 - g_loss: 1.3564 - d_accuracy: 0.7445 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0875 - g_loss: 1.3886 - d_accuracy: 0.7359Epoch 157: D Accuracy = 0.7794 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0851 - g_loss: 1.3956 - d_accuracy: 0.7375 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0757 - g_loss: 1.4067 - d_accuracy: 0.7379Epoch 158: D Accuracy = 0.7206 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0744 - g_loss: 1.4110 - d_accuracy: 0.7373 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0710 - g_loss: 1.3885 - d_accuracy: 0.7459Epoch 159: D Accuracy = 0.8382 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0685 - g_loss: 1.3782 - d_accuracy: 0.7492 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0828 - g_loss: 1.3903 - d_accuracy: 0.7433Epoch 160: D Accuracy = 0.6985 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0859 - g_loss: 1.3692 - d_accuracy: 0.7417 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0663 - g_loss: 1.4086 - d_accuracy: 0.7488Epoch 161: D Accuracy = 0.6544 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0665 - g_loss: 1.4288 - d_accuracy: 0.7454 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0835 - g_loss: 1.3843 - d_accuracy: 0.7366 Epoch 162: Generator loss improved from 0.5929 to 0.5337. Saving weights. Epoch 162: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0964 - g_loss: 1.3539 - d_accuracy: 0.7323 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4525 - d_accuracy: 0.7493Epoch 163: D Accuracy = 0.6250 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0639 - g_loss: 1.4748 - d_accuracy: 0.7448
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0692 - g_loss: 1.3902 - d_accuracy: 0.7422Epoch 164: D Accuracy = 0.6765 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0722 - g_loss: 1.3994 - d_accuracy: 0.7399 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0559 - g_loss: 1.3998 - d_accuracy: 0.7562Epoch 165: D Accuracy = 0.7721 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0555 - g_loss: 1.3966 - d_accuracy: 0.7567 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0884 - g_loss: 1.4238 - d_accuracy: 0.7311Epoch 166: D Accuracy = 0.7279 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0890 - g_loss: 1.4036 - d_accuracy: 0.7310 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0733 - g_loss: 1.3859 - d_accuracy: 0.7429Epoch 167: D Accuracy = 0.7426 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0766 - g_loss: 1.3690 - d_accuracy: 0.7429 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0623 - g_loss: 1.4225 - d_accuracy: 0.7480Epoch 168: D Accuracy = 0.7574 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0637 - g_loss: 1.4150 - d_accuracy: 0.7483 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0857 - g_loss: 1.4193 - d_accuracy: 0.7376Epoch 169: D Accuracy = 0.7353 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0893 - g_loss: 1.4083 - d_accuracy: 0.7375 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0664 - g_loss: 1.4235 - d_accuracy: 0.7467Epoch 170: D Accuracy = 0.7868 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0650 - g_loss: 1.4188 - d_accuracy: 0.7482 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0523 - g_loss: 1.4270 - d_accuracy: 0.7531Epoch 171: D Accuracy = 0.6471 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0554 - g_loss: 1.4483 - d_accuracy: 0.7493 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0511 - g_loss: 1.4328 - d_accuracy: 0.7528Epoch 172: D Accuracy = 0.7721 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0520 - g_loss: 1.4236 - d_accuracy: 0.7535 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0763 - g_loss: 1.4232 - d_accuracy: 0.7431Epoch 173: D Accuracy = 0.7868 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0746 - g_loss: 1.4207 - d_accuracy: 0.7447 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0740 - g_loss: 1.4359 - d_accuracy: 0.7439Epoch 174: D Accuracy = 0.7794 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0738 - g_loss: 1.4226 - d_accuracy: 0.7451 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0611 - g_loss: 1.4367 - d_accuracy: 0.7458Epoch 175: D Accuracy = 0.7721 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0570 - g_loss: 1.4462 - d_accuracy: 0.7467 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0606 - g_loss: 1.4605 - d_accuracy: 0.7479Epoch 176: D Accuracy = 0.8309 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0544 - g_loss: 1.4664 - d_accuracy: 0.7509 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0324 - g_loss: 1.4685 - d_accuracy: 0.7645Epoch 177: D Accuracy = 0.6838 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0336 - g_loss: 1.4823 - d_accuracy: 0.7616 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0992 - g_loss: 1.4335 - d_accuracy: 0.7329Epoch 178: D Accuracy = 0.6544 27/27 [==============================] - 1s 33ms/step - d_loss: 1.1029 - g_loss: 1.4594 - d_accuracy: 0.7301 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0549 - g_loss: 1.4008 - d_accuracy: 0.7531Epoch 179: D Accuracy = 0.7426 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0545 - g_loss: 1.3985 - d_accuracy: 0.7527 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0186 - g_loss: 1.4381 - d_accuracy: 0.7726Epoch 180: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0169 - g_loss: 1.4404 - d_accuracy: 0.7734 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0982 - g_loss: 1.4483 - d_accuracy: 0.7308Epoch 181: D Accuracy = 0.7206 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0982 - g_loss: 1.4459 - d_accuracy: 0.7305 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0516 - g_loss: 1.4443 - d_accuracy: 0.7550Epoch 182: D Accuracy = 0.7647 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0491 - g_loss: 1.4653 - d_accuracy: 0.7554 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0553 - g_loss: 1.4406 - d_accuracy: 0.7514Epoch 183: D Accuracy = 0.7500 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0515 - g_loss: 1.4560 - d_accuracy: 0.7514 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0656 - g_loss: 1.4769 - d_accuracy: 0.7455Epoch 184: D Accuracy = 0.6985 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0649 - g_loss: 1.4854 - d_accuracy: 0.7438 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0466 - g_loss: 1.4435 - d_accuracy: 0.7586Epoch 185: D Accuracy = 0.7059 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0501 - g_loss: 1.4262 - d_accuracy: 0.7568 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0815 - g_loss: 1.4773 - d_accuracy: 0.7378Epoch 186: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0823 - g_loss: 1.4729 - d_accuracy: 0.7369 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0649 - g_loss: 1.4580 - d_accuracy: 0.7507Epoch 187: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0662 - g_loss: 1.4664 - d_accuracy: 0.7481 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0239 - g_loss: 1.4430 - d_accuracy: 0.7745Epoch 188: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0221 - g_loss: 1.4452 - d_accuracy: 0.7757 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0606 - g_loss: 1.4454 - d_accuracy: 0.7487Epoch 189: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0592 - g_loss: 1.4525 - d_accuracy: 0.7485 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0300 - g_loss: 1.4424 - d_accuracy: 0.7664Epoch 190: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0282 - g_loss: 1.4330 - d_accuracy: 0.7690 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0766 - g_loss: 1.4619 - d_accuracy: 0.7423Epoch 191: D Accuracy = 0.7721 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0771 - g_loss: 1.4536 - d_accuracy: 0.7433 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0714 - g_loss: 1.4980 - d_accuracy: 0.7448Epoch 192: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0668 - g_loss: 1.5091 - d_accuracy: 0.7455 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0238 - g_loss: 1.4524 - d_accuracy: 0.7696Epoch 193: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0221 - g_loss: 1.4572 - d_accuracy: 0.7707 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0340 - g_loss: 1.4926 - d_accuracy: 0.7635Epoch 194: D Accuracy = 0.7132 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0411 - g_loss: 1.4710 - d_accuracy: 0.7617 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0078 - g_loss: 1.4934 - d_accuracy: 0.7763Epoch 195: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0052 - g_loss: 1.4982 - d_accuracy: 0.7764
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0755 - g_loss: 1.4812 - d_accuracy: 0.7442Epoch 196: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0735 - g_loss: 1.4852 - d_accuracy: 0.7444 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0252 - g_loss: 1.4794 - d_accuracy: 0.7650Epoch 197: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0285 - g_loss: 1.4638 - d_accuracy: 0.7629 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0952 - g_loss: 1.5110 - d_accuracy: 0.7286Epoch 198: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0922 - g_loss: 1.5202 - d_accuracy: 0.7265 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0145 - g_loss: 1.4617 - d_accuracy: 0.7766Epoch 199: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0138 - g_loss: 1.4621 - d_accuracy: 0.7762 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0224 - g_loss: 1.4729 - d_accuracy: 0.7723 Class 0 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.8603 27/27 [==============================] - 1s 42ms/step - d_loss: 1.0186 - g_loss: 1.4656 - d_accuracy: 0.7755 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0181 - g_loss: 1.5039 - d_accuracy: 0.7735Epoch 201: D Accuracy = 0.7279 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0211 - g_loss: 1.5040 - d_accuracy: 0.7719 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0242 - g_loss: 1.5306 - d_accuracy: 0.7647Epoch 202: D Accuracy = 0.7868 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0231 - g_loss: 1.5385 - d_accuracy: 0.7655 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0464 - g_loss: 1.5174 - d_accuracy: 0.7557Epoch 203: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0445 - g_loss: 1.5143 - d_accuracy: 0.7563 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0365 - g_loss: 1.4905 - d_accuracy: 0.7628Epoch 204: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0360 - g_loss: 1.4957 - d_accuracy: 0.7632 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0577 - g_loss: 1.5009 - d_accuracy: 0.7543Epoch 205: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0526 - g_loss: 1.4992 - d_accuracy: 0.7573 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0645 - g_loss: 1.4983 - d_accuracy: 0.7507Epoch 206: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0628 - g_loss: 1.5098 - d_accuracy: 0.7493 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0230 - g_loss: 1.4853 - d_accuracy: 0.7701Epoch 207: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0198 - g_loss: 1.4841 - d_accuracy: 0.7734 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0691 - g_loss: 1.5133 - d_accuracy: 0.7416Epoch 208: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0684 - g_loss: 1.5184 - d_accuracy: 0.7424 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0107 - g_loss: 1.4975 - d_accuracy: 0.7775Epoch 209: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0063 - g_loss: 1.5017 - d_accuracy: 0.7802 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0326 - g_loss: 1.4963 - d_accuracy: 0.7676Epoch 210: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0329 - g_loss: 1.4919 - d_accuracy: 0.7675 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0367 - g_loss: 1.5069 - d_accuracy: 0.7593Epoch 211: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0385 - g_loss: 1.5152 - d_accuracy: 0.7561 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0615 - g_loss: 1.4711 - d_accuracy: 0.7541Epoch 212: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0611 - g_loss: 1.4553 - d_accuracy: 0.7548 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0254 - g_loss: 1.5307 - d_accuracy: 0.7647Epoch 213: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0216 - g_loss: 1.5413 - d_accuracy: 0.7650 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0344 - g_loss: 1.5308 - d_accuracy: 0.7555Epoch 214: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0327 - g_loss: 1.5322 - d_accuracy: 0.7548 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0010 - g_loss: 1.5296 - d_accuracy: 0.7861Epoch 215: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9976 - g_loss: 1.5253 - d_accuracy: 0.7887 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.5576 - d_accuracy: 0.7550Epoch 216: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0431 - g_loss: 1.5727 - d_accuracy: 0.7516 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0494 - g_loss: 1.5074 - d_accuracy: 0.7500Epoch 217: D Accuracy = 0.7647 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0486 - g_loss: 1.5019 - d_accuracy: 0.7505 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0079 - g_loss: 1.5348 - d_accuracy: 0.7747Epoch 218: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0098 - g_loss: 1.5245 - d_accuracy: 0.7743 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0093 - g_loss: 1.5535 - d_accuracy: 0.7769Epoch 219: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0105 - g_loss: 1.5455 - d_accuracy: 0.7755 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9860 - g_loss: 1.5213 - d_accuracy: 0.7866Epoch 220: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9805 - g_loss: 1.5302 - d_accuracy: 0.7895 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0228 - g_loss: 1.5462 - d_accuracy: 0.7751Epoch 221: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0178 - g_loss: 1.5434 - d_accuracy: 0.7776 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9796 - g_loss: 1.5625 - d_accuracy: 0.7847Epoch 222: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9799 - g_loss: 1.5730 - d_accuracy: 0.7832 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0272 - g_loss: 1.5578 - d_accuracy: 0.7691Epoch 223: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0270 - g_loss: 1.5486 - d_accuracy: 0.7689 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9994 - g_loss: 1.5353 - d_accuracy: 0.7784Epoch 224: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0022 - g_loss: 1.5569 - d_accuracy: 0.7747 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0135 - g_loss: 1.5455 - d_accuracy: 0.7727Epoch 225: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0109 - g_loss: 1.5495 - d_accuracy: 0.7738 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9990 - g_loss: 1.5536 - d_accuracy: 0.7873Epoch 226: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9957 - g_loss: 1.5501 - d_accuracy: 0.7902 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0045 - g_loss: 1.5895 - d_accuracy: 0.7836Epoch 227: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0107 - g_loss: 1.6048 - d_accuracy: 0.7790 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0128 - g_loss: 1.6343 - d_accuracy: 0.7695Epoch 228: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0105 - g_loss: 1.6486 - d_accuracy: 0.7691 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9954 - g_loss: 1.5577 - d_accuracy: 0.7840Epoch 229: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9975 - g_loss: 1.5557 - d_accuracy: 0.7828 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9978 - g_loss: 1.5621 - d_accuracy: 0.7857Epoch 230: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0028 - g_loss: 1.5521 - d_accuracy: 0.7833 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9889 - g_loss: 1.6079 - d_accuracy: 0.7793Epoch 231: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9944 - g_loss: 1.6205 - d_accuracy: 0.7746 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0136 - g_loss: 1.5638 - d_accuracy: 0.7755Epoch 232: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0112 - g_loss: 1.5648 - d_accuracy: 0.7764 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9995 - g_loss: 1.5826 - d_accuracy: 0.7875Epoch 233: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9979 - g_loss: 1.5906 - d_accuracy: 0.7877 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0004 - g_loss: 1.5978 - d_accuracy: 0.7773Epoch 234: D Accuracy = 0.7500 27/27 [==============================] - 1s 33ms/step - d_loss: 1.0009 - g_loss: 1.5946 - d_accuracy: 0.7764 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9924 - g_loss: 1.5969 - d_accuracy: 0.7808Epoch 235: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9914 - g_loss: 1.6004 - d_accuracy: 0.7823 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0115 - g_loss: 1.5967 - d_accuracy: 0.7762Epoch 236: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0114 - g_loss: 1.5930 - d_accuracy: 0.7769 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9795 - g_loss: 1.5790 - d_accuracy: 0.7900Epoch 237: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9806 - g_loss: 1.5649 - d_accuracy: 0.7901 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0379 - g_loss: 1.5948 - d_accuracy: 0.7565Epoch 238: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0348 - g_loss: 1.6044 - d_accuracy: 0.7570 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9821 - g_loss: 1.5887 - d_accuracy: 0.7841Epoch 239: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9789 - g_loss: 1.6098 - d_accuracy: 0.7832 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0059 - g_loss: 1.6134 - d_accuracy: 0.7746Epoch 240: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0109 - g_loss: 1.6271 - d_accuracy: 0.7693 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0044 - g_loss: 1.5797 - d_accuracy: 0.7763Epoch 241: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0065 - g_loss: 1.5780 - d_accuracy: 0.7743 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9476 - g_loss: 1.6010 - d_accuracy: 0.8110Epoch 242: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9503 - g_loss: 1.5888 - d_accuracy: 0.8112 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9931 - g_loss: 1.6001 - d_accuracy: 0.7789Epoch 243: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9900 - g_loss: 1.6045 - d_accuracy: 0.7789 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9506 - g_loss: 1.6385 - d_accuracy: 0.8050Epoch 244: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9535 - g_loss: 1.6402 - d_accuracy: 0.8028 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0222 - g_loss: 1.6143 - d_accuracy: 0.7622Epoch 245: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0191 - g_loss: 1.6137 - d_accuracy: 0.7636 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9999 - g_loss: 1.6277 - d_accuracy: 0.7774Epoch 246: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9998 - g_loss: 1.6212 - d_accuracy: 0.7772 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0061 - g_loss: 1.6484 - d_accuracy: 0.7757Epoch 247: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0085 - g_loss: 1.6351 - d_accuracy: 0.7756 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9744 - g_loss: 1.6360 - d_accuracy: 0.7906Epoch 248: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9724 - g_loss: 1.6291 - d_accuracy: 0.7928 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9583 - g_loss: 1.6129 - d_accuracy: 0.7950Epoch 249: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9595 - g_loss: 1.6185 - d_accuracy: 0.7936 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9956 - g_loss: 1.6453 - d_accuracy: 0.7798Epoch 250: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0073 - g_loss: 1.6146 - d_accuracy: 0.7769 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9778 - g_loss: 1.6411 - d_accuracy: 0.7876Epoch 251: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9755 - g_loss: 1.6371 - d_accuracy: 0.7894 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9384 - g_loss: 1.6927 - d_accuracy: 0.8023Epoch 252: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9411 - g_loss: 1.7229 - d_accuracy: 0.7994 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9811 - g_loss: 1.6406 - d_accuracy: 0.7868Epoch 253: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9821 - g_loss: 1.6381 - d_accuracy: 0.7852 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9814 - g_loss: 1.6546 - d_accuracy: 0.7852Epoch 254: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9803 - g_loss: 1.6524 - d_accuracy: 0.7858 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9743 - g_loss: 1.6854 - d_accuracy: 0.7887Epoch 255: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9722 - g_loss: 1.7107 - d_accuracy: 0.7881 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9646 - g_loss: 1.6705 - d_accuracy: 0.7909Epoch 256: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9629 - g_loss: 1.6837 - d_accuracy: 0.7902 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9529 - g_loss: 1.6707 - d_accuracy: 0.8007Epoch 257: D Accuracy = 0.8309 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9525 - g_loss: 1.6622 - d_accuracy: 0.8018 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9483 - g_loss: 1.6588 - d_accuracy: 0.8021Epoch 258: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9498 - g_loss: 1.6421 - d_accuracy: 0.8028 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9740 - g_loss: 1.6627 - d_accuracy: 0.7851Epoch 259: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9737 - g_loss: 1.6512 - d_accuracy: 0.7846 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9888 - g_loss: 1.7042 - d_accuracy: 0.7797Epoch 260: D Accuracy = 0.7279 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9918 - g_loss: 1.6878 - d_accuracy: 0.7779 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9802 - g_loss: 1.6817 - d_accuracy: 0.7862Epoch 261: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9788 - g_loss: 1.6780 - d_accuracy: 0.7862 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9745 - g_loss: 1.7128 - d_accuracy: 0.7890Epoch 262: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9715 - g_loss: 1.7046 - d_accuracy: 0.7910 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9715 - g_loss: 1.6510 - d_accuracy: 0.7938Epoch 263: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9708 - g_loss: 1.6371 - d_accuracy: 0.7949
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9702 - g_loss: 1.7148 - d_accuracy: 0.7918Epoch 264: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9716 - g_loss: 1.7183 - d_accuracy: 0.7908 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9845 - g_loss: 1.6828 - d_accuracy: 0.7831Epoch 265: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9816 - g_loss: 1.6883 - d_accuracy: 0.7845 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9740 - g_loss: 1.6600 - d_accuracy: 0.7930Epoch 266: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9767 - g_loss: 1.6402 - d_accuracy: 0.7926 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9327 - g_loss: 1.6832 - d_accuracy: 0.8069Epoch 267: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9305 - g_loss: 1.6771 - d_accuracy: 0.8088 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9669 - g_loss: 1.7048 - d_accuracy: 0.7913Epoch 268: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9760 - g_loss: 1.6732 - d_accuracy: 0.7893 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9935 - g_loss: 1.7304 - d_accuracy: 0.7779Epoch 269: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9898 - g_loss: 1.7441 - d_accuracy: 0.7788 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9641 - g_loss: 1.6739 - d_accuracy: 0.7975Epoch 270: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9629 - g_loss: 1.6669 - d_accuracy: 0.7974 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9357 - g_loss: 1.7244 - d_accuracy: 0.8064Epoch 271: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9376 - g_loss: 1.7038 - d_accuracy: 0.8070 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9490 - g_loss: 1.7102 - d_accuracy: 0.7952Epoch 272: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9464 - g_loss: 1.7133 - d_accuracy: 0.7968 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9235 - g_loss: 1.7200 - d_accuracy: 0.8153Epoch 273: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9229 - g_loss: 1.7313 - d_accuracy: 0.8148 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9645 - g_loss: 1.7781 - d_accuracy: 0.7890Epoch 274: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9652 - g_loss: 1.7946 - d_accuracy: 0.7865 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9526 - g_loss: 1.7167 - d_accuracy: 0.8021Epoch 275: D Accuracy = 0.9265 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9450 - g_loss: 1.7185 - d_accuracy: 0.8066 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9212 - g_loss: 1.7525 - d_accuracy: 0.8135Epoch 276: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9231 - g_loss: 1.7704 - d_accuracy: 0.8115 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0172 - g_loss: 1.7225 - d_accuracy: 0.7682Epoch 277: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0123 - g_loss: 1.7219 - d_accuracy: 0.7699 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8942 - g_loss: 1.7518 - d_accuracy: 0.8269Epoch 278: D Accuracy = 0.8897 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8925 - g_loss: 1.7489 - d_accuracy: 0.8292 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9142 - g_loss: 1.7311 - d_accuracy: 0.8153Epoch 279: D Accuracy = 0.7279 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9221 - g_loss: 1.7067 - d_accuracy: 0.8122 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9801 - g_loss: 1.7245 - d_accuracy: 0.7820Epoch 280: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9748 - g_loss: 1.7257 - d_accuracy: 0.7848 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9415 - g_loss: 1.7332 - d_accuracy: 0.8041Epoch 281: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9388 - g_loss: 1.7281 - d_accuracy: 0.8064 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9130 - g_loss: 1.7367 - d_accuracy: 0.8176Epoch 282: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9129 - g_loss: 1.7294 - d_accuracy: 0.8186 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8969 - g_loss: 1.7575 - d_accuracy: 0.8248Epoch 283: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8982 - g_loss: 1.7385 - d_accuracy: 0.8261 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9455 - g_loss: 1.8097 - d_accuracy: 0.7939Epoch 284: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9450 - g_loss: 1.8206 - d_accuracy: 0.7918 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9760 - g_loss: 1.7759 - d_accuracy: 0.7929Epoch 285: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9838 - g_loss: 1.7475 - d_accuracy: 0.7919 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9251 - g_loss: 1.8030 - d_accuracy: 0.8086Epoch 286: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9284 - g_loss: 1.7876 - d_accuracy: 0.8084 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9282 - g_loss: 1.7556 - d_accuracy: 0.8133Epoch 287: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9361 - g_loss: 1.7306 - d_accuracy: 0.8116 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9337 - g_loss: 1.8029 - d_accuracy: 0.7979Epoch 288: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9310 - g_loss: 1.8049 - d_accuracy: 0.7983 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9138 - g_loss: 1.7947 - d_accuracy: 0.8124Epoch 289: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9142 - g_loss: 1.8059 - d_accuracy: 0.8101 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9285 - g_loss: 1.7850 - d_accuracy: 0.8076Epoch 290: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9292 - g_loss: 1.7878 - d_accuracy: 0.8069 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9019 - g_loss: 1.7718 - d_accuracy: 0.8201Epoch 291: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8960 - g_loss: 1.7786 - d_accuracy: 0.8229 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9339 - g_loss: 1.8089 - d_accuracy: 0.8047Epoch 292: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9300 - g_loss: 1.8162 - d_accuracy: 0.8070 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9199 - g_loss: 1.8270 - d_accuracy: 0.8114Epoch 293: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9195 - g_loss: 1.8174 - d_accuracy: 0.8131 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9661 - g_loss: 1.8025 - d_accuracy: 0.7961Epoch 294: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9598 - g_loss: 1.8100 - d_accuracy: 0.7978 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9166 - g_loss: 1.7761 - d_accuracy: 0.8162Epoch 295: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9156 - g_loss: 1.7728 - d_accuracy: 0.8177
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9602 - g_loss: 1.8112 - d_accuracy: 0.7921Epoch 296: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9618 - g_loss: 1.8235 - d_accuracy: 0.7908 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9351 - g_loss: 1.7906 - d_accuracy: 0.8056Epoch 297: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9376 - g_loss: 1.8211 - d_accuracy: 0.8026 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9018 - g_loss: 1.7940 - d_accuracy: 0.8198Epoch 298: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9025 - g_loss: 1.8099 - d_accuracy: 0.8186 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9371 - g_loss: 1.8094 - d_accuracy: 0.8056Epoch 299: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9328 - g_loss: 1.8003 - d_accuracy: 0.8080 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9082 - g_loss: 1.8245 - d_accuracy: 0.8195 Class 0 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.8676 27/27 [==============================] - 1s 39ms/step - d_loss: 0.9041 - g_loss: 1.8275 - d_accuracy: 0.8212 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9393 - g_loss: 1.8776 - d_accuracy: 0.8094Epoch 301: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9396 - g_loss: 1.8996 - d_accuracy: 0.8076 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9117 - g_loss: 1.8472 - d_accuracy: 0.8130Epoch 302: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9134 - g_loss: 1.8282 - d_accuracy: 0.8139 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9289 - g_loss: 1.8179 - d_accuracy: 0.8043Epoch 303: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9361 - g_loss: 1.7883 - d_accuracy: 0.8044 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9140 - g_loss: 1.8275 - d_accuracy: 0.8145Epoch 304: D Accuracy = 0.8309 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9144 - g_loss: 1.8112 - d_accuracy: 0.8151 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9174 - g_loss: 1.8960 - d_accuracy: 0.8087Epoch 305: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9243 - g_loss: 1.8645 - d_accuracy: 0.8087 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9398 - g_loss: 1.8703 - d_accuracy: 0.8030Epoch 306: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9382 - g_loss: 1.8863 - d_accuracy: 0.8032 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8762 - g_loss: 1.7875 - d_accuracy: 0.8376Epoch 307: D Accuracy = 0.8309 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8788 - g_loss: 1.7681 - d_accuracy: 0.8374 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9006 - g_loss: 1.8837 - d_accuracy: 0.8180Epoch 308: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8994 - g_loss: 1.8677 - d_accuracy: 0.8200 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9296 - g_loss: 1.8678 - d_accuracy: 0.8037Epoch 309: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9268 - g_loss: 1.8671 - d_accuracy: 0.8052 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8966 - g_loss: 1.8559 - d_accuracy: 0.8225Epoch 310: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8938 - g_loss: 1.8523 - d_accuracy: 0.8244 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8865 - g_loss: 1.8243 - d_accuracy: 0.8302Epoch 311: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8894 - g_loss: 1.8041 - d_accuracy: 0.8305 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9554 - g_loss: 1.9011 - d_accuracy: 0.7905Epoch 312: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9598 - g_loss: 1.9195 - d_accuracy: 0.7865 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8985 - g_loss: 1.8353 - d_accuracy: 0.8233Epoch 313: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8977 - g_loss: 1.8426 - d_accuracy: 0.8238 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9061 - g_loss: 1.8716 - d_accuracy: 0.8182Epoch 314: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9069 - g_loss: 1.8757 - d_accuracy: 0.8176 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8972 - g_loss: 1.8822 - d_accuracy: 0.8186Epoch 315: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8964 - g_loss: 1.8659 - d_accuracy: 0.8196 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8859 - g_loss: 1.9125 - d_accuracy: 0.8260Epoch 316: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8864 - g_loss: 1.9033 - d_accuracy: 0.8275 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8707 - g_loss: 1.8720 - d_accuracy: 0.8371Epoch 317: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8701 - g_loss: 1.8613 - d_accuracy: 0.8382 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9029 - g_loss: 1.9508 - d_accuracy: 0.8147Epoch 318: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9071 - g_loss: 1.9781 - d_accuracy: 0.8103 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9071 - g_loss: 1.8634 - d_accuracy: 0.8222Epoch 319: D Accuracy = 0.8897 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9042 - g_loss: 1.8506 - d_accuracy: 0.8246 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8987 - g_loss: 1.8783 - d_accuracy: 0.8254Epoch 320: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8996 - g_loss: 1.8689 - d_accuracy: 0.8253 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8926 - g_loss: 1.9412 - d_accuracy: 0.8171Epoch 321: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8927 - g_loss: 1.9283 - d_accuracy: 0.8178 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8663 - g_loss: 1.9430 - d_accuracy: 0.8313Epoch 322: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8669 - g_loss: 1.9333 - d_accuracy: 0.8324 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0307 - g_loss: 1.9640 - d_accuracy: 0.7742Epoch 323: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0401 - g_loss: 2.0060 - d_accuracy: 0.7683 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9096 - g_loss: 1.8790 - d_accuracy: 0.8144Epoch 324: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9129 - g_loss: 1.8725 - d_accuracy: 0.8118 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9019 - g_loss: 1.8544 - d_accuracy: 0.8188Epoch 325: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9045 - g_loss: 1.8455 - d_accuracy: 0.8176 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8596 - g_loss: 1.9106 - d_accuracy: 0.8426Epoch 326: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8558 - g_loss: 1.9251 - d_accuracy: 0.8435 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8846 - g_loss: 1.9200 - d_accuracy: 0.8299Epoch 327: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8840 - g_loss: 1.9181 - d_accuracy: 0.8307 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8660 - g_loss: 1.9179 - d_accuracy: 0.8344Epoch 328: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8646 - g_loss: 1.9120 - d_accuracy: 0.8367 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8599 - g_loss: 1.9184 - d_accuracy: 0.8401Epoch 329: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8547 - g_loss: 1.9323 - d_accuracy: 0.8421 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9226 - g_loss: 1.9741 - d_accuracy: 0.8034Epoch 330: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9263 - g_loss: 1.9996 - d_accuracy: 0.7986 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8781 - g_loss: 1.9104 - d_accuracy: 0.8283Epoch 331: D Accuracy = 0.9118 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8741 - g_loss: 1.9106 - d_accuracy: 0.8313 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8592 - g_loss: 1.9196 - d_accuracy: 0.8384Epoch 332: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8599 - g_loss: 1.9130 - d_accuracy: 0.8392 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8488 - g_loss: 1.9558 - d_accuracy: 0.8449Epoch 333: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8466 - g_loss: 1.9579 - d_accuracy: 0.8462 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8761 - g_loss: 1.9562 - d_accuracy: 0.8275Epoch 334: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8761 - g_loss: 1.9530 - d_accuracy: 0.8271 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8364 - g_loss: 1.9678 - d_accuracy: 0.8497Epoch 335: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8372 - g_loss: 1.9684 - d_accuracy: 0.8485 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8732 - g_loss: 1.9688 - d_accuracy: 0.8302Epoch 336: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8752 - g_loss: 1.9746 - d_accuracy: 0.8284 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 2.0584 - d_accuracy: 0.7694Epoch 337: D Accuracy = 0.8897 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2420 - g_loss: 2.0642 - d_accuracy: 0.7737 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8582 - g_loss: 1.8868 - d_accuracy: 0.8432Epoch 338: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8615 - g_loss: 1.8771 - d_accuracy: 0.8415 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8412 - g_loss: 1.9150 - d_accuracy: 0.8473Epoch 339: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8407 - g_loss: 1.9239 - d_accuracy: 0.8465 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8674 - g_loss: 1.9093 - d_accuracy: 0.8335Epoch 340: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8669 - g_loss: 1.9024 - d_accuracy: 0.8347 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8545 - g_loss: 1.9323 - d_accuracy: 0.8389Epoch 341: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8583 - g_loss: 1.9329 - d_accuracy: 0.8370 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8744 - g_loss: 1.9430 - d_accuracy: 0.8322Epoch 342: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8750 - g_loss: 1.9299 - d_accuracy: 0.8327 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8341 - g_loss: 1.9693 - d_accuracy: 0.8530Epoch 343: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8352 - g_loss: 1.9553 - d_accuracy: 0.8535 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8399 - g_loss: 2.0076 - d_accuracy: 0.8416Epoch 344: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8401 - g_loss: 2.0287 - d_accuracy: 0.8404 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8687 - g_loss: 1.9536 - d_accuracy: 0.8307Epoch 345: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8683 - g_loss: 1.9515 - d_accuracy: 0.8304 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8606 - g_loss: 1.9795 - d_accuracy: 0.8351Epoch 346: D Accuracy = 0.9044 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8560 - g_loss: 1.9782 - d_accuracy: 0.8376 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8965 - g_loss: 1.9831 - d_accuracy: 0.8208Epoch 347: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8964 - g_loss: 1.9851 - d_accuracy: 0.8196 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8362 - g_loss: 2.0126 - d_accuracy: 0.8470Epoch 348: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8343 - g_loss: 2.0419 - d_accuracy: 0.8474 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8473 - g_loss: 1.9664 - d_accuracy: 0.8481Epoch 349: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8519 - g_loss: 1.9434 - d_accuracy: 0.8469 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8514 - g_loss: 2.0132 - d_accuracy: 0.8350Epoch 350: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8527 - g_loss: 1.9978 - d_accuracy: 0.8338 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8544 - g_loss: 2.0285 - d_accuracy: 0.8375Epoch 351: D Accuracy = 0.8309 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8548 - g_loss: 2.0405 - d_accuracy: 0.8373 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8990 - g_loss: 2.0189 - d_accuracy: 0.8169Epoch 352: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9001 - g_loss: 1.9910 - d_accuracy: 0.8184 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8892 - g_loss: 1.9885 - d_accuracy: 0.8193Epoch 353: D Accuracy = 0.8897 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8858 - g_loss: 1.9828 - d_accuracy: 0.8218 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8462 - g_loss: 1.9725 - d_accuracy: 0.8425Epoch 354: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8480 - g_loss: 1.9545 - d_accuracy: 0.8429 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8261 - g_loss: 2.0617 - d_accuracy: 0.8483Epoch 355: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8279 - g_loss: 2.0908 - d_accuracy: 0.8461 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8862 - g_loss: 2.0278 - d_accuracy: 0.8264Epoch 356: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8857 - g_loss: 2.0456 - d_accuracy: 0.8250 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8530 - g_loss: 2.0555 - d_accuracy: 0.8371Epoch 357: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8525 - g_loss: 2.0848 - d_accuracy: 0.8345 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8878 - g_loss: 1.9973 - d_accuracy: 0.8279Epoch 358: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8853 - g_loss: 1.9916 - d_accuracy: 0.8293 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8546 - g_loss: 2.0722 - d_accuracy: 0.8367Epoch 359: D Accuracy = 0.9191 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8483 - g_loss: 2.0736 - d_accuracy: 0.8396 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8389 - g_loss: 2.0282 - d_accuracy: 0.8457Epoch 360: D Accuracy = 0.8309 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8418 - g_loss: 2.0048 - d_accuracy: 0.8452 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8167 - g_loss: 2.0553 - d_accuracy: 0.8607Epoch 361: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8205 - g_loss: 2.0350 - d_accuracy: 0.8612 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8441 - g_loss: 2.0860 - d_accuracy: 0.8417Epoch 362: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8453 - g_loss: 2.0879 - d_accuracy: 0.8408 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8086 - g_loss: 2.0602 - d_accuracy: 0.8573Epoch 363: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8068 - g_loss: 2.0558 - d_accuracy: 0.8580
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8824 - g_loss: 2.0346 - d_accuracy: 0.8251Epoch 364: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8868 - g_loss: 2.0078 - d_accuracy: 0.8250 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8530 - g_loss: 2.0817 - d_accuracy: 0.8337Epoch 365: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8506 - g_loss: 2.0904 - d_accuracy: 0.8334 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8665 - g_loss: 2.0619 - d_accuracy: 0.8331Epoch 366: D Accuracy = 0.9191 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8621 - g_loss: 2.0506 - d_accuracy: 0.8362 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8346 - g_loss: 2.0398 - d_accuracy: 0.8479Epoch 367: D Accuracy = 0.8309 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8363 - g_loss: 2.0425 - d_accuracy: 0.8473 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8355 - g_loss: 2.0966 - d_accuracy: 0.8420Epoch 368: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8368 - g_loss: 2.1242 - d_accuracy: 0.8382 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8168 - g_loss: 2.0600 - d_accuracy: 0.8534Epoch 369: D Accuracy = 0.9118 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8144 - g_loss: 2.0520 - d_accuracy: 0.8554 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8635 - g_loss: 2.0816 - d_accuracy: 0.8318Epoch 370: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8602 - g_loss: 2.0947 - d_accuracy: 0.8323 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8404 - g_loss: 2.0738 - d_accuracy: 0.8414Epoch 371: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8404 - g_loss: 2.0688 - d_accuracy: 0.8413 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8702 - g_loss: 2.0877 - d_accuracy: 0.8252Epoch 372: D Accuracy = 0.8897 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8651 - g_loss: 2.0849 - d_accuracy: 0.8275 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9090 - g_loss: 2.0259 - d_accuracy: 0.8139Epoch 373: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9087 - g_loss: 2.0263 - d_accuracy: 0.8124 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8635 - g_loss: 2.0841 - d_accuracy: 0.8337Epoch 374: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8605 - g_loss: 2.0823 - d_accuracy: 0.8360 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8128 - g_loss: 2.0682 - d_accuracy: 0.8564Epoch 375: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8122 - g_loss: 2.0658 - d_accuracy: 0.8579 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8537 - g_loss: 2.0788 - d_accuracy: 0.8324Epoch 376: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8590 - g_loss: 2.1074 - d_accuracy: 0.8281 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8427 - g_loss: 2.0867 - d_accuracy: 0.8415Epoch 377: D Accuracy = 0.9044 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8375 - g_loss: 2.0969 - d_accuracy: 0.8438 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8094 - g_loss: 2.1353 - d_accuracy: 0.8559Epoch 378: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8136 - g_loss: 2.1488 - d_accuracy: 0.8519 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8265 - g_loss: 2.1083 - d_accuracy: 0.8502Epoch 379: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8254 - g_loss: 2.1130 - d_accuracy: 0.8503 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8595 - g_loss: 2.1399 - d_accuracy: 0.8292Epoch 380: D Accuracy = 0.7279 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8620 - g_loss: 2.1656 - d_accuracy: 0.8256 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8653 - g_loss: 2.0672 - d_accuracy: 0.8315Epoch 381: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8603 - g_loss: 2.0699 - d_accuracy: 0.8339 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8975 - g_loss: 2.0967 - d_accuracy: 0.8166Epoch 382: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8949 - g_loss: 2.0912 - d_accuracy: 0.8181 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8222 - g_loss: 2.0908 - d_accuracy: 0.8543Epoch 383: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8196 - g_loss: 2.0837 - d_accuracy: 0.8558 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8363 - g_loss: 2.1095 - d_accuracy: 0.8465Epoch 384: D Accuracy = 0.8309 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8345 - g_loss: 2.1231 - d_accuracy: 0.8459 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8435 - g_loss: 2.0938 - d_accuracy: 0.8411Epoch 385: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8445 - g_loss: 2.0996 - d_accuracy: 0.8415 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8330 - g_loss: 2.1456 - d_accuracy: 0.8493Epoch 386: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8462 - g_loss: 2.1640 - d_accuracy: 0.8424 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8372 - g_loss: 2.0988 - d_accuracy: 0.8456Epoch 387: D Accuracy = 0.8897 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8352 - g_loss: 2.0886 - d_accuracy: 0.8472 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8104 - g_loss: 2.1115 - d_accuracy: 0.8616Epoch 388: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8128 - g_loss: 2.0933 - d_accuracy: 0.8615 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7974 - g_loss: 2.1625 - d_accuracy: 0.8590Epoch 389: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7979 - g_loss: 2.1577 - d_accuracy: 0.8585 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8258 - g_loss: 2.1517 - d_accuracy: 0.8466Epoch 390: D Accuracy = 0.9559 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8215 - g_loss: 2.1460 - d_accuracy: 0.8505 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9157 - g_loss: 2.1272 - d_accuracy: 0.8143Epoch 391: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9119 - g_loss: 2.1215 - d_accuracy: 0.8159 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8219 - g_loss: 2.1322 - d_accuracy: 0.8490Epoch 392: D Accuracy = 0.9338 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8158 - g_loss: 2.1354 - d_accuracy: 0.8520 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8190 - g_loss: 2.1543 - d_accuracy: 0.8520Epoch 393: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8166 - g_loss: 2.1586 - d_accuracy: 0.8528 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8019 - g_loss: 2.1379 - d_accuracy: 0.8630Epoch 394: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8012 - g_loss: 2.1311 - d_accuracy: 0.8637 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8194 - g_loss: 2.1762 - d_accuracy: 0.8492Epoch 395: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8201 - g_loss: 2.1870 - d_accuracy: 0.8488
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8427 - g_loss: 2.1279 - d_accuracy: 0.8441Epoch 396: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8423 - g_loss: 2.1177 - d_accuracy: 0.8447 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8334 - g_loss: 2.1778 - d_accuracy: 0.8414Epoch 397: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8330 - g_loss: 2.1576 - d_accuracy: 0.8434 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8200 - g_loss: 2.1700 - d_accuracy: 0.8514Epoch 398: D Accuracy = 0.9412 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8146 - g_loss: 2.1717 - d_accuracy: 0.8546 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8060 - g_loss: 2.1755 - d_accuracy: 0.8550Epoch 399: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8052 - g_loss: 2.1622 - d_accuracy: 0.8557 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8131 - g_loss: 2.1956 - d_accuracy: 0.8488 Class 0 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.8235 27/27 [==============================] - 1s 40ms/step - d_loss: 0.8192 - g_loss: 2.1635 - d_accuracy: 0.8479 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8547 - g_loss: 2.1811 - d_accuracy: 0.8370Epoch 401: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8551 - g_loss: 2.1583 - d_accuracy: 0.8378 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8082 - g_loss: 2.1693 - d_accuracy: 0.8559Epoch 402: D Accuracy = 0.9485 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8041 - g_loss: 2.1691 - d_accuracy: 0.8592 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8072 - g_loss: 2.1733 - d_accuracy: 0.8562Epoch 403: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8094 - g_loss: 2.1850 - d_accuracy: 0.8548 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8414 - g_loss: 2.1836 - d_accuracy: 0.8423Epoch 404: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8415 - g_loss: 2.1910 - d_accuracy: 0.8411 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8171 - g_loss: 2.2165 - d_accuracy: 0.8507Epoch 405: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8170 - g_loss: 2.2062 - d_accuracy: 0.8513 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8244 - g_loss: 2.1826 - d_accuracy: 0.8505Epoch 406: D Accuracy = 0.9485 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8217 - g_loss: 2.1670 - d_accuracy: 0.8540 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9946 - g_loss: 2.2296 - d_accuracy: 0.7946Epoch 407: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9911 - g_loss: 2.2094 - d_accuracy: 0.7969 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7979 - g_loss: 2.1278 - d_accuracy: 0.8633Epoch 408: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7968 - g_loss: 2.1307 - d_accuracy: 0.8639 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7876 - g_loss: 2.1700 - d_accuracy: 0.8641Epoch 409: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7852 - g_loss: 2.1657 - d_accuracy: 0.8653 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7883 - g_loss: 2.2478 - d_accuracy: 0.8672Epoch 410: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7844 - g_loss: 2.2704 - d_accuracy: 0.8672 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7899 - g_loss: 2.1940 - d_accuracy: 0.8689Epoch 411: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7889 - g_loss: 2.1896 - d_accuracy: 0.8691 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8168 - g_loss: 2.2013 - d_accuracy: 0.8536Epoch 412: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8229 - g_loss: 2.1690 - d_accuracy: 0.8539 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8235 - g_loss: 2.2561 - d_accuracy: 0.8464Epoch 413: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8356 - g_loss: 2.2933 - d_accuracy: 0.8393 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8106 - g_loss: 2.1961 - d_accuracy: 0.8548Epoch 414: D Accuracy = 0.9338 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8072 - g_loss: 2.1889 - d_accuracy: 0.8576 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8159 - g_loss: 2.1927 - d_accuracy: 0.8526Epoch 415: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8192 - g_loss: 2.1610 - d_accuracy: 0.8536 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8200 - g_loss: 2.2819 - d_accuracy: 0.8504Epoch 416: D Accuracy = 0.9191 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8175 - g_loss: 2.2787 - d_accuracy: 0.8529 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7838 - g_loss: 2.2275 - d_accuracy: 0.8613Epoch 417: D Accuracy = 0.9265 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7818 - g_loss: 2.2155 - d_accuracy: 0.8636 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7704 - g_loss: 2.2628 - d_accuracy: 0.8724Epoch 418: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7733 - g_loss: 2.2476 - d_accuracy: 0.8718 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7768 - g_loss: 2.2452 - d_accuracy: 0.8710Epoch 419: D Accuracy = 0.9265 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7746 - g_loss: 2.2455 - d_accuracy: 0.8730 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8080 - g_loss: 2.2418 - d_accuracy: 0.8545Epoch 420: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8094 - g_loss: 2.2256 - d_accuracy: 0.8540 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7567 - g_loss: 2.2515 - d_accuracy: 0.8784Epoch 421: D Accuracy = 0.9044 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7560 - g_loss: 2.2492 - d_accuracy: 0.8793 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8210 - g_loss: 2.3386 - d_accuracy: 0.8427Epoch 422: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8228 - g_loss: 2.3662 - d_accuracy: 0.8394 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8222 - g_loss: 2.2984 - d_accuracy: 0.8442Epoch 423: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8247 - g_loss: 2.3342 - d_accuracy: 0.8406 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8005 - g_loss: 2.1861 - d_accuracy: 0.8555Epoch 424: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8094 - g_loss: 2.2017 - d_accuracy: 0.8493 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7903 - g_loss: 2.2632 - d_accuracy: 0.8632Epoch 425: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7968 - g_loss: 2.2688 - d_accuracy: 0.8597 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7854 - g_loss: 2.2453 - d_accuracy: 0.8683Epoch 426: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7940 - g_loss: 2.2163 - d_accuracy: 0.8672 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8206 - g_loss: 2.3157 - d_accuracy: 0.8465Epoch 427: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8213 - g_loss: 2.3425 - d_accuracy: 0.8452 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8096 - g_loss: 2.2368 - d_accuracy: 0.8569Epoch 428: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8075 - g_loss: 2.2389 - d_accuracy: 0.8578 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7744 - g_loss: 2.2699 - d_accuracy: 0.8696Epoch 429: D Accuracy = 0.9118 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7716 - g_loss: 2.2723 - d_accuracy: 0.8711 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7650 - g_loss: 2.2388 - d_accuracy: 0.8761Epoch 430: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7673 - g_loss: 2.2190 - d_accuracy: 0.8769 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7899 - g_loss: 2.3069 - d_accuracy: 0.8626Epoch 431: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7865 - g_loss: 2.3215 - d_accuracy: 0.8630 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8243 - g_loss: 2.2730 - d_accuracy: 0.8470Epoch 432: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8277 - g_loss: 2.3304 - d_accuracy: 0.8430 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7873 - g_loss: 2.2155 - d_accuracy: 0.8690Epoch 433: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7891 - g_loss: 2.2074 - d_accuracy: 0.8686 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7915 - g_loss: 2.2983 - d_accuracy: 0.8628Epoch 434: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7904 - g_loss: 2.2951 - d_accuracy: 0.8635 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7993 - g_loss: 2.2961 - d_accuracy: 0.8568Epoch 435: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7989 - g_loss: 2.2985 - d_accuracy: 0.8567 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7645 - g_loss: 2.2936 - d_accuracy: 0.8752Epoch 436: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7658 - g_loss: 2.2722 - d_accuracy: 0.8746 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7799 - g_loss: 2.3285 - d_accuracy: 0.8661Epoch 437: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7780 - g_loss: 2.3257 - d_accuracy: 0.8672 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7925 - g_loss: 2.3214 - d_accuracy: 0.8591Epoch 438: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7970 - g_loss: 2.3271 - d_accuracy: 0.8549 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7713 - g_loss: 2.2907 - d_accuracy: 0.8734Epoch 439: D Accuracy = 0.9412 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7696 - g_loss: 2.2741 - d_accuracy: 0.8758 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7772 - g_loss: 2.3493 - d_accuracy: 0.8648Epoch 440: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7801 - g_loss: 2.3719 - d_accuracy: 0.8620 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7998 - g_loss: 2.3249 - d_accuracy: 0.8546Epoch 441: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8079 - g_loss: 2.2873 - d_accuracy: 0.8530 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7874 - g_loss: 2.3306 - d_accuracy: 0.8604Epoch 442: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7883 - g_loss: 2.3116 - d_accuracy: 0.8607 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7436 - g_loss: 2.3503 - d_accuracy: 0.8814Epoch 443: D Accuracy = 0.9338 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7401 - g_loss: 2.3500 - d_accuracy: 0.8832 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8265 - g_loss: 2.3444 - d_accuracy: 0.8400Epoch 444: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8321 - g_loss: 2.3527 - d_accuracy: 0.8363 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8557 - g_loss: 2.3252 - d_accuracy: 0.8383Epoch 445: D Accuracy = 0.9044 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8488 - g_loss: 2.3338 - d_accuracy: 0.8407 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7410 - g_loss: 2.3318 - d_accuracy: 0.8825Epoch 446: D Accuracy = 0.9265 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7400 - g_loss: 2.3349 - d_accuracy: 0.8841 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8027 - g_loss: 2.3443 - d_accuracy: 0.8546Epoch 447: D Accuracy = 0.9191 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7993 - g_loss: 2.3391 - d_accuracy: 0.8569 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7564 - g_loss: 2.3545 - d_accuracy: 0.8716Epoch 448: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7588 - g_loss: 2.3807 - d_accuracy: 0.8691 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8258 - g_loss: 2.3474 - d_accuracy: 0.8449Epoch 449: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8257 - g_loss: 2.3658 - d_accuracy: 0.8436 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0282 - g_loss: 2.4079 - d_accuracy: 0.7938Epoch 450: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0226 - g_loss: 2.4024 - d_accuracy: 0.7944 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7683 - g_loss: 2.2784 - d_accuracy: 0.8713Epoch 451: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7678 - g_loss: 2.2882 - d_accuracy: 0.8711 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7601 - g_loss: 2.3132 - d_accuracy: 0.8753Epoch 452: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7602 - g_loss: 2.3425 - d_accuracy: 0.8732 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7531 - g_loss: 2.2999 - d_accuracy: 0.8819Epoch 453: D Accuracy = 0.8897 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7529 - g_loss: 2.2955 - d_accuracy: 0.8822 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7680 - g_loss: 2.3669 - d_accuracy: 0.8679Epoch 454: D Accuracy = 0.9412 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7635 - g_loss: 2.3696 - d_accuracy: 0.8705 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7491 - g_loss: 2.3670 - d_accuracy: 0.8850Epoch 455: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7516 - g_loss: 2.3493 - d_accuracy: 0.8849 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7899 - g_loss: 2.3721 - d_accuracy: 0.8577Epoch 456: D Accuracy = 0.9118 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7863 - g_loss: 2.3853 - d_accuracy: 0.8596 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7763 - g_loss: 2.3354 - d_accuracy: 0.8661Epoch 457: D Accuracy = 0.9044 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7741 - g_loss: 2.3177 - d_accuracy: 0.8675 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7686 - g_loss: 2.3613 - d_accuracy: 0.8710Epoch 458: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7690 - g_loss: 2.3717 - d_accuracy: 0.8701 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7781 - g_loss: 2.3601 - d_accuracy: 0.8639Epoch 459: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7751 - g_loss: 2.3754 - d_accuracy: 0.8640 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7564 - g_loss: 2.3887 - d_accuracy: 0.8759Epoch 460: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7644 - g_loss: 2.4185 - d_accuracy: 0.8693 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8051 - g_loss: 2.3453 - d_accuracy: 0.8611Epoch 461: D Accuracy = 0.9559 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7970 - g_loss: 2.3547 - d_accuracy: 0.8645 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7509 - g_loss: 2.4414 - d_accuracy: 0.8767Epoch 462: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7593 - g_loss: 2.5028 - d_accuracy: 0.8706 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7772 - g_loss: 2.4009 - d_accuracy: 0.8655Epoch 463: D Accuracy = 0.9118 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7748 - g_loss: 2.3948 - d_accuracy: 0.8672
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7862 - g_loss: 2.4278 - d_accuracy: 0.8598Epoch 464: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7905 - g_loss: 2.4381 - d_accuracy: 0.8566 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7476 - g_loss: 2.3878 - d_accuracy: 0.8775Epoch 465: D Accuracy = 0.9338 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7444 - g_loss: 2.3831 - d_accuracy: 0.8795 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7446 - g_loss: 2.3600 - d_accuracy: 0.8823Epoch 466: D Accuracy = 0.9118 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7414 - g_loss: 2.3709 - d_accuracy: 0.8833 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7793 - g_loss: 2.4006 - d_accuracy: 0.8562Epoch 467: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7847 - g_loss: 2.3719 - d_accuracy: 0.8540 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7368 - g_loss: 2.4431 - d_accuracy: 0.8822Epoch 468: D Accuracy = 0.8309 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7376 - g_loss: 2.4697 - d_accuracy: 0.8804 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7934 - g_loss: 2.3892 - d_accuracy: 0.8621Epoch 469: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7932 - g_loss: 2.4047 - d_accuracy: 0.8612 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7444 - g_loss: 2.4050 - d_accuracy: 0.8827Epoch 470: D Accuracy = 0.9044 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7445 - g_loss: 2.3915 - d_accuracy: 0.8835 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7460 - g_loss: 2.3716 - d_accuracy: 0.8828Epoch 471: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7498 - g_loss: 2.3463 - d_accuracy: 0.8825 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8280 - g_loss: 2.4806 - d_accuracy: 0.8405Epoch 472: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8276 - g_loss: 2.4585 - d_accuracy: 0.8407 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7487 - g_loss: 2.4337 - d_accuracy: 0.8735Epoch 473: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7467 - g_loss: 2.4395 - d_accuracy: 0.8739 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7292 - g_loss: 2.4853 - d_accuracy: 0.8847Epoch 474: D Accuracy = 0.9485 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7265 - g_loss: 2.4833 - d_accuracy: 0.8869 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7436 - g_loss: 2.4699 - d_accuracy: 0.8801Epoch 475: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7494 - g_loss: 2.4426 - d_accuracy: 0.8787 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7477 - g_loss: 2.4065 - d_accuracy: 0.8802Epoch 476: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7499 - g_loss: 2.3826 - d_accuracy: 0.8800 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8303 - g_loss: 2.4145 - d_accuracy: 0.8424Epoch 477: D Accuracy = 0.9118 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8297 - g_loss: 2.3846 - d_accuracy: 0.8448 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8078 - g_loss: 2.4820 - d_accuracy: 0.8480Epoch 478: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8092 - g_loss: 2.5027 - d_accuracy: 0.8456 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7381 - g_loss: 2.4478 - d_accuracy: 0.8840Epoch 479: D Accuracy = 0.9412 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7343 - g_loss: 2.4652 - d_accuracy: 0.8860 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7333 - g_loss: 2.4855 - d_accuracy: 0.8825Epoch 480: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7329 - g_loss: 2.4889 - d_accuracy: 0.8825 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7424 - g_loss: 2.4827 - d_accuracy: 0.8816Epoch 481: D Accuracy = 0.9044 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7389 - g_loss: 2.4899 - d_accuracy: 0.8824 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7623 - g_loss: 2.4131 - d_accuracy: 0.8727Epoch 482: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7662 - g_loss: 2.3821 - d_accuracy: 0.8725 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7478 - g_loss: 2.4862 - d_accuracy: 0.8756Epoch 483: D Accuracy = 0.9412 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7435 - g_loss: 2.4805 - d_accuracy: 0.8779 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 2.6809 - d_accuracy: 0.7919Epoch 484: D Accuracy = 0.5882 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3046 - g_loss: 2.7118 - d_accuracy: 0.7846 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8577 - g_loss: 2.1159 - d_accuracy: 0.8392Epoch 485: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8519 - g_loss: 2.1347 - d_accuracy: 0.8399 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7845 - g_loss: 2.3155 - d_accuracy: 0.8682Epoch 486: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7836 - g_loss: 2.3043 - d_accuracy: 0.8684 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7432 - g_loss: 2.3701 - d_accuracy: 0.8808Epoch 487: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7447 - g_loss: 2.3909 - d_accuracy: 0.8780 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7513 - g_loss: 2.3908 - d_accuracy: 0.8807Epoch 488: D Accuracy = 0.9265 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7515 - g_loss: 2.3756 - d_accuracy: 0.8823 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7331 - g_loss: 2.4164 - d_accuracy: 0.8856Epoch 489: D Accuracy = 0.9044 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7337 - g_loss: 2.4079 - d_accuracy: 0.8863 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7704 - g_loss: 2.3900 - d_accuracy: 0.8717Epoch 490: D Accuracy = 0.9338 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7657 - g_loss: 2.4019 - d_accuracy: 0.8739 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7480 - g_loss: 2.4007 - d_accuracy: 0.8772Epoch 491: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7492 - g_loss: 2.3995 - d_accuracy: 0.8768 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7290 - g_loss: 2.5005 - d_accuracy: 0.8834Epoch 492: D Accuracy = 0.8897 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7273 - g_loss: 2.5125 - d_accuracy: 0.8836 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7615 - g_loss: 2.4111 - d_accuracy: 0.8718Epoch 493: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7604 - g_loss: 2.3980 - d_accuracy: 0.8727 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7777 - g_loss: 2.4591 - d_accuracy: 0.8603Epoch 494: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7767 - g_loss: 2.4646 - d_accuracy: 0.8605 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7438 - g_loss: 2.4979 - d_accuracy: 0.8737Epoch 495: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7438 - g_loss: 2.4893 - d_accuracy: 0.8737
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7320 - g_loss: 2.4599 - d_accuracy: 0.8864Epoch 496: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7337 - g_loss: 2.4460 - d_accuracy: 0.8863 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7741 - g_loss: 2.4355 - d_accuracy: 0.8675Epoch 497: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7797 - g_loss: 2.3961 - d_accuracy: 0.8654 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7658 - g_loss: 2.4175 - d_accuracy: 0.8724Epoch 498: D Accuracy = 0.9191 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7658 - g_loss: 2.3960 - d_accuracy: 0.8741 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7064 - g_loss: 2.5046 - d_accuracy: 0.8988Epoch 499: D Accuracy = 0.9118 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7040 - g_loss: 2.5275 - d_accuracy: 0.8992 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7446 - g_loss: 2.4452 - d_accuracy: 0.8820 Class 0 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.7868 27/27 [==============================] - 1s 40ms/step - d_loss: 0.7466 - g_loss: 2.4843 - d_accuracy: 0.8786 Training DCGAN for class 1... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9567 - g_loss: 1.5800 - d_accuracy: 0.8063WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0162s vs `on_train_batch_end` time: 0.0181s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.7153 - g_loss: 2.3404 - d_accuracy: 0.9003 Epoch 1: Generator loss improved from inf to 3.0120. Saving weights. Epoch 1: D Accuracy = 0.9632 27/27 [==============================] - 2s 35ms/step - d_loss: 0.7099 - g_loss: 2.3644 - d_accuracy: 0.9025 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7299 - g_loss: 2.9845 - d_accuracy: 0.8862Epoch 2: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7265 - g_loss: 2.9894 - d_accuracy: 0.8866 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7230 - g_loss: 2.6501 - d_accuracy: 0.8926Epoch 3: D Accuracy = 0.9706 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7142 - g_loss: 2.6925 - d_accuracy: 0.8954 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4916 - g_loss: 3.4700 - d_accuracy: 0.9682Epoch 4: D Accuracy = 0.9853 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4897 - g_loss: 3.4861 - d_accuracy: 0.9688 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4368 - g_loss: 4.2486 - d_accuracy: 0.9830Epoch 5: D Accuracy = 0.9632 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4387 - g_loss: 4.2661 - d_accuracy: 0.9823 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4121 - g_loss: 4.7879 - d_accuracy: 0.9863Epoch 6: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4109 - g_loss: 4.7882 - d_accuracy: 0.9867 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4019 - g_loss: 4.7611 - d_accuracy: 0.9913 Epoch 7: Generator loss improved from 3.0120 to 1.7273. Saving weights. Epoch 7: D Accuracy = 0.9338 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4130 - g_loss: 4.6527 - d_accuracy: 0.9893 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 1.6060 - d_accuracy: 0.7448 Epoch 8: Generator loss improved from 1.7273 to 1.6266. Saving weights. Epoch 8: D Accuracy = 0.7279 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3038 - g_loss: 1.6067 - d_accuracy: 0.7442 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1292 - g_loss: 1.2618 - d_accuracy: 0.7463 Epoch 9: Generator loss improved from 1.6266 to 1.3266. Saving weights. Epoch 9: D Accuracy = 0.7426 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1281 - g_loss: 1.2641 - d_accuracy: 0.7461 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1178 - g_loss: 1.2634 - d_accuracy: 0.7330 Epoch 10: Generator loss improved from 1.3266 to 1.1810. Saving weights. Epoch 10: D Accuracy = 0.7941 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1148 - g_loss: 1.2605 - d_accuracy: 0.7352 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1474 - g_loss: 1.2991 - d_accuracy: 0.7132Epoch 11: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1479 - g_loss: 1.2992 - d_accuracy: 0.7113 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1261 - g_loss: 1.2739 - d_accuracy: 0.7260 Epoch 12: Generator loss improved from 1.1810 to 1.0625. Saving weights. Epoch 12: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1233 - g_loss: 1.2664 - d_accuracy: 0.7290 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1183 - g_loss: 1.2806 - d_accuracy: 0.7222 Epoch 13: Generator loss improved from 1.0625 to 0.6629. Saving weights. Epoch 13: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1242 - g_loss: 1.2586 - d_accuracy: 0.7206 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1254 - g_loss: 1.2957 - d_accuracy: 0.7296Epoch 14: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1196 - g_loss: 1.2948 - d_accuracy: 0.7327 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1027 - g_loss: 1.3892 - d_accuracy: 0.7420Epoch 15: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0999 - g_loss: 1.3819 - d_accuracy: 0.7433 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0253 - g_loss: 1.3897 - d_accuracy: 0.7792Epoch 16: D Accuracy = 0.8897 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0207 - g_loss: 1.3917 - d_accuracy: 0.7831 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0409 - g_loss: 1.5026 - d_accuracy: 0.7560Epoch 17: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0372 - g_loss: 1.5093 - d_accuracy: 0.7566 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9755 - g_loss: 1.5439 - d_accuracy: 0.7960Epoch 18: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9723 - g_loss: 1.5618 - d_accuracy: 0.7951 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0129 - g_loss: 1.6156 - d_accuracy: 0.7815Epoch 19: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0133 - g_loss: 1.6049 - d_accuracy: 0.7828 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9472 - g_loss: 1.6504 - d_accuracy: 0.8035Epoch 20: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9517 - g_loss: 1.6747 - d_accuracy: 0.7981 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9118 - g_loss: 1.6391 - d_accuracy: 0.8237Epoch 21: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9112 - g_loss: 1.6293 - d_accuracy: 0.8245 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0273 - g_loss: 1.6366 - d_accuracy: 0.7781Epoch 22: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0239 - g_loss: 1.6441 - d_accuracy: 0.7792 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9867 - g_loss: 1.6358 - d_accuracy: 0.7854Epoch 23: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9948 - g_loss: 1.6675 - d_accuracy: 0.7797 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0256 - g_loss: 1.5623 - d_accuracy: 0.7666Epoch 24: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0321 - g_loss: 1.5800 - d_accuracy: 0.7628 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0363 - g_loss: 1.5403 - d_accuracy: 0.7653Epoch 25: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0327 - g_loss: 1.5572 - d_accuracy: 0.7660 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0439 - g_loss: 1.4889 - d_accuracy: 0.7650Epoch 26: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0420 - g_loss: 1.4774 - d_accuracy: 0.7657 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0233 - g_loss: 1.5050 - d_accuracy: 0.7678Epoch 27: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0264 - g_loss: 1.4888 - d_accuracy: 0.7667 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0649 - g_loss: 1.5209 - d_accuracy: 0.7524Epoch 28: D Accuracy = 0.8309 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0621 - g_loss: 1.5070 - d_accuracy: 0.7552 Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0286 - g_loss: 1.4668 - d_accuracy: 0.7651Epoch 29: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0288 - g_loss: 1.4511 - d_accuracy: 0.7664 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0539 - g_loss: 1.4956 - d_accuracy: 0.7524Epoch 30: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0517 - g_loss: 1.5043 - d_accuracy: 0.7531 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0204 - g_loss: 1.4649 - d_accuracy: 0.7727Epoch 31: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0202 - g_loss: 1.4622 - d_accuracy: 0.7719 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0597 - g_loss: 1.4924 - d_accuracy: 0.7481Epoch 32: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0637 - g_loss: 1.5129 - d_accuracy: 0.7437 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0442 - g_loss: 1.4654 - d_accuracy: 0.7661 Epoch 33: Generator loss improved from 0.6629 to 0.4692. Saving weights. Epoch 33: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0643 - g_loss: 1.4298 - d_accuracy: 0.7603 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0582 - g_loss: 1.5197 - d_accuracy: 0.7578Epoch 34: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0514 - g_loss: 1.5191 - d_accuracy: 0.7627 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9848 - g_loss: 1.4790 - d_accuracy: 0.7929Epoch 35: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9865 - g_loss: 1.4666 - d_accuracy: 0.7940 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0681 - g_loss: 1.5132 - d_accuracy: 0.7534Epoch 36: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0679 - g_loss: 1.4956 - d_accuracy: 0.7546 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0438 - g_loss: 1.5288 - d_accuracy: 0.7598Epoch 37: D Accuracy = 0.5735 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0510 - g_loss: 1.5630 - d_accuracy: 0.7532 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0245 - g_loss: 1.4674 - d_accuracy: 0.7722Epoch 38: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0263 - g_loss: 1.4522 - d_accuracy: 0.7720 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0298 - g_loss: 1.4894 - d_accuracy: 0.7666Epoch 39: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0356 - g_loss: 1.4690 - d_accuracy: 0.7649 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0352 - g_loss: 1.4700 - d_accuracy: 0.7681Epoch 40: D Accuracy = 0.7279 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0410 - g_loss: 1.4491 - d_accuracy: 0.7667 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0720 - g_loss: 1.5222 - d_accuracy: 0.7451Epoch 41: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0690 - g_loss: 1.5184 - d_accuracy: 0.7469 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0311 - g_loss: 1.5015 - d_accuracy: 0.7651Epoch 42: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0330 - g_loss: 1.5218 - d_accuracy: 0.7617 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0583 - g_loss: 1.4710 - d_accuracy: 0.7541Epoch 43: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0576 - g_loss: 1.4804 - d_accuracy: 0.7534 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0412 - g_loss: 1.4736 - d_accuracy: 0.7604Epoch 44: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0384 - g_loss: 1.4836 - d_accuracy: 0.7619 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4984 - d_accuracy: 0.7553Epoch 45: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0716 - g_loss: 1.5171 - d_accuracy: 0.7509 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0475 - g_loss: 1.4688 - d_accuracy: 0.7561Epoch 46: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0556 - g_loss: 1.4793 - d_accuracy: 0.7530 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1003 - g_loss: 1.4590 - d_accuracy: 0.7389Epoch 47: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0977 - g_loss: 1.4477 - d_accuracy: 0.7411 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0638 - g_loss: 1.4654 - d_accuracy: 0.7447Epoch 48: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0635 - g_loss: 1.4563 - d_accuracy: 0.7460 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0595 - g_loss: 1.4492 - d_accuracy: 0.7508Epoch 49: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0561 - g_loss: 1.4492 - d_accuracy: 0.7513 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1050 - g_loss: 1.4557 - d_accuracy: 0.7303Epoch 50: D Accuracy = 0.5662 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1163 - g_loss: 1.4873 - d_accuracy: 0.7245 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0876 - g_loss: 1.4197 - d_accuracy: 0.7414Epoch 51: D Accuracy = 0.7279 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0867 - g_loss: 1.4275 - d_accuracy: 0.7409 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0471 - g_loss: 1.4518 - d_accuracy: 0.7583Epoch 52: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0433 - g_loss: 1.4557 - d_accuracy: 0.7601 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0669 - g_loss: 1.4669 - d_accuracy: 0.7558Epoch 53: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0645 - g_loss: 1.4584 - d_accuracy: 0.7579 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0737 - g_loss: 1.4752 - d_accuracy: 0.7481Epoch 54: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0720 - g_loss: 1.4884 - d_accuracy: 0.7492 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0699 - g_loss: 1.4402 - d_accuracy: 0.7478Epoch 55: D Accuracy = 0.7794 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0683 - g_loss: 1.4368 - d_accuracy: 0.7489 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0784 - g_loss: 1.4224 - d_accuracy: 0.7445Epoch 56: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0804 - g_loss: 1.4315 - d_accuracy: 0.7431 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0697 - g_loss: 1.4477 - d_accuracy: 0.7429Epoch 57: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0687 - g_loss: 1.4566 - d_accuracy: 0.7432 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0705 - g_loss: 1.4358 - d_accuracy: 0.7454Epoch 58: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0738 - g_loss: 1.4361 - d_accuracy: 0.7432 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0984 - g_loss: 1.4411 - d_accuracy: 0.7362Epoch 59: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0983 - g_loss: 1.4416 - d_accuracy: 0.7351 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0750 - g_loss: 1.4542 - d_accuracy: 0.7430Epoch 60: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0754 - g_loss: 1.4768 - d_accuracy: 0.7419
Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1047 - g_loss: 1.4009 - d_accuracy: 0.7379Epoch 61: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1084 - g_loss: 1.3899 - d_accuracy: 0.7371 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0910 - g_loss: 1.3946 - d_accuracy: 0.7423Epoch 62: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0946 - g_loss: 1.3723 - d_accuracy: 0.7415 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1169 - g_loss: 1.4542 - d_accuracy: 0.7174Epoch 63: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1148 - g_loss: 1.4642 - d_accuracy: 0.7165 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0853 - g_loss: 1.4020 - d_accuracy: 0.7443Epoch 64: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0905 - g_loss: 1.4236 - d_accuracy: 0.7392 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1088 - g_loss: 1.3870 - d_accuracy: 0.7305Epoch 65: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1091 - g_loss: 1.3970 - d_accuracy: 0.7302 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0761 - g_loss: 1.3822 - d_accuracy: 0.7396Epoch 66: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0768 - g_loss: 1.3952 - d_accuracy: 0.7378 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0803 - g_loss: 1.4105 - d_accuracy: 0.7409Epoch 67: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0842 - g_loss: 1.4336 - d_accuracy: 0.7367 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0993 - g_loss: 1.3938 - d_accuracy: 0.7345Epoch 68: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0983 - g_loss: 1.3829 - d_accuracy: 0.7361 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1178 - g_loss: 1.3906 - d_accuracy: 0.7220Epoch 69: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1198 - g_loss: 1.3720 - d_accuracy: 0.7236 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1064 - g_loss: 1.3873 - d_accuracy: 0.7291Epoch 70: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1065 - g_loss: 1.3868 - d_accuracy: 0.7288 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1070 - g_loss: 1.3631 - d_accuracy: 0.7321Epoch 71: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1086 - g_loss: 1.3543 - d_accuracy: 0.7325 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1083 - g_loss: 1.3842 - d_accuracy: 0.7285Epoch 72: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1161 - g_loss: 1.3603 - d_accuracy: 0.7261 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1508 - g_loss: 1.4181 - d_accuracy: 0.7205Epoch 73: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1520 - g_loss: 1.4234 - d_accuracy: 0.7197 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0932 - g_loss: 1.3738 - d_accuracy: 0.7322Epoch 74: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0922 - g_loss: 1.3681 - d_accuracy: 0.7328 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0968 - g_loss: 1.3797 - d_accuracy: 0.7364Epoch 75: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0982 - g_loss: 1.3722 - d_accuracy: 0.7364 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1158 - g_loss: 1.4066 - d_accuracy: 0.7301Epoch 76: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1234 - g_loss: 1.3819 - d_accuracy: 0.7281 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1419 - g_loss: 1.3666 - d_accuracy: 0.7114Epoch 77: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1438 - g_loss: 1.3686 - d_accuracy: 0.7101 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1000 - g_loss: 1.3491 - d_accuracy: 0.7277Epoch 78: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1004 - g_loss: 1.3630 - d_accuracy: 0.7264 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1455 - g_loss: 1.3066 - d_accuracy: 0.7084Epoch 79: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1473 - g_loss: 1.2906 - d_accuracy: 0.7070 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1216 - g_loss: 1.3509 - d_accuracy: 0.7232Epoch 80: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1164 - g_loss: 1.3446 - d_accuracy: 0.7289 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1452 - g_loss: 1.3265 - d_accuracy: 0.7074Epoch 81: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1425 - g_loss: 1.3265 - d_accuracy: 0.7074 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1015 - g_loss: 1.3248 - d_accuracy: 0.7292Epoch 82: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1001 - g_loss: 1.3356 - d_accuracy: 0.7289 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0938 - g_loss: 1.3476 - d_accuracy: 0.7337Epoch 83: D Accuracy = 0.7941 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0916 - g_loss: 1.3468 - d_accuracy: 0.7359 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1160 - g_loss: 1.3958 - d_accuracy: 0.7270Epoch 84: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1135 - g_loss: 1.3940 - d_accuracy: 0.7281 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1020 - g_loss: 1.3510 - d_accuracy: 0.7268Epoch 85: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0984 - g_loss: 1.3588 - d_accuracy: 0.7284 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1419 - g_loss: 1.3672 - d_accuracy: 0.7298Epoch 86: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1429 - g_loss: 1.3517 - d_accuracy: 0.7302 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1250 - g_loss: 1.3935 - d_accuracy: 0.7245Epoch 87: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1212 - g_loss: 1.3980 - d_accuracy: 0.7262 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1546 - g_loss: 1.3339 - d_accuracy: 0.7188Epoch 88: D Accuracy = 0.7868 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1478 - g_loss: 1.3361 - d_accuracy: 0.7212 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0967 - g_loss: 1.3729 - d_accuracy: 0.7366Epoch 89: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0978 - g_loss: 1.3971 - d_accuracy: 0.7339 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1080 - g_loss: 1.3346 - d_accuracy: 0.7275Epoch 90: D Accuracy = 0.8382 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1028 - g_loss: 1.3324 - d_accuracy: 0.7315 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0974 - g_loss: 1.3544 - d_accuracy: 0.7282Epoch 91: D Accuracy = 0.7132 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0973 - g_loss: 1.3474 - d_accuracy: 0.7277 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0920 - g_loss: 1.3613 - d_accuracy: 0.7380Epoch 92: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0968 - g_loss: 1.3468 - d_accuracy: 0.7366 Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1054 - g_loss: 1.3590 - d_accuracy: 0.7263Epoch 93: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1052 - g_loss: 1.3602 - d_accuracy: 0.7266 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1322 - g_loss: 1.4013 - d_accuracy: 0.7163Epoch 94: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1313 - g_loss: 1.3896 - d_accuracy: 0.7170 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1221 - g_loss: 1.3906 - d_accuracy: 0.7186Epoch 95: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1245 - g_loss: 1.4246 - d_accuracy: 0.7150 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1223 - g_loss: 1.3626 - d_accuracy: 0.7146Epoch 96: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1169 - g_loss: 1.3661 - d_accuracy: 0.7179 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0899 - g_loss: 1.3439 - d_accuracy: 0.7368Epoch 97: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0943 - g_loss: 1.3421 - d_accuracy: 0.7349 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1505 - g_loss: 1.3363 - d_accuracy: 0.7015Epoch 98: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1607 - g_loss: 1.3098 - d_accuracy: 0.6977 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1178 - g_loss: 1.3487 - d_accuracy: 0.7260Epoch 99: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1132 - g_loss: 1.3441 - d_accuracy: 0.7290 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1424 - g_loss: 1.3832 - d_accuracy: 0.7125 Class 1 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.7647 27/27 [==============================] - 1s 44ms/step - d_loss: 1.1451 - g_loss: 1.3675 - d_accuracy: 0.7144 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0787 - g_loss: 1.3815 - d_accuracy: 0.7375Epoch 101: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0808 - g_loss: 1.3984 - d_accuracy: 0.7340 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1249 - g_loss: 1.3638 - d_accuracy: 0.7203Epoch 102: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1251 - g_loss: 1.3501 - d_accuracy: 0.7216 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1253 - g_loss: 1.3658 - d_accuracy: 0.7290Epoch 103: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1257 - g_loss: 1.3600 - d_accuracy: 0.7300 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0984 - g_loss: 1.3421 - d_accuracy: 0.7372Epoch 104: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0963 - g_loss: 1.3433 - d_accuracy: 0.7390 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1013 - g_loss: 1.3628 - d_accuracy: 0.7316Epoch 105: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1002 - g_loss: 1.3714 - d_accuracy: 0.7309 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1199 - g_loss: 1.3772 - d_accuracy: 0.7254Epoch 106: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1220 - g_loss: 1.3557 - d_accuracy: 0.7247 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1034 - g_loss: 1.3714 - d_accuracy: 0.7262Epoch 107: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1021 - g_loss: 1.3647 - d_accuracy: 0.7265 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1242 - g_loss: 1.3787 - d_accuracy: 0.7166Epoch 108: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1154 - g_loss: 1.3842 - d_accuracy: 0.7217 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0934 - g_loss: 1.3424 - d_accuracy: 0.7301Epoch 109: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0907 - g_loss: 1.3488 - d_accuracy: 0.7314 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0865 - g_loss: 1.3469 - d_accuracy: 0.7341Epoch 110: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0887 - g_loss: 1.3392 - d_accuracy: 0.7342 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1326 - g_loss: 1.3700 - d_accuracy: 0.7224Epoch 111: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1338 - g_loss: 1.3753 - d_accuracy: 0.7208 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0739 - g_loss: 1.3617 - d_accuracy: 0.7425Epoch 112: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0741 - g_loss: 1.3577 - d_accuracy: 0.7409 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1245 - g_loss: 1.3593 - d_accuracy: 0.7196Epoch 113: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1256 - g_loss: 1.3424 - d_accuracy: 0.7183 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0985 - g_loss: 1.3645 - d_accuracy: 0.7296Epoch 114: D Accuracy = 0.7647 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0975 - g_loss: 1.3544 - d_accuracy: 0.7308 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1199 - g_loss: 1.3805 - d_accuracy: 0.7197Epoch 115: D Accuracy = 0.8456 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1126 - g_loss: 1.3834 - d_accuracy: 0.7242 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1383 - g_loss: 1.3720 - d_accuracy: 0.7139Epoch 116: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1392 - g_loss: 1.3859 - d_accuracy: 0.7120 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0670 - g_loss: 1.3847 - d_accuracy: 0.7466Epoch 117: D Accuracy = 0.7941 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0665 - g_loss: 1.3772 - d_accuracy: 0.7483 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1043 - g_loss: 1.3832 - d_accuracy: 0.7247Epoch 118: D Accuracy = 0.7426 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1014 - g_loss: 1.3928 - d_accuracy: 0.7253 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1389 - g_loss: 1.3767 - d_accuracy: 0.7104Epoch 119: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1400 - g_loss: 1.3801 - d_accuracy: 0.7084 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0913 - g_loss: 1.3724 - d_accuracy: 0.7410Epoch 120: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0912 - g_loss: 1.3735 - d_accuracy: 0.7421 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1125 - g_loss: 1.3581 - d_accuracy: 0.7236Epoch 121: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1078 - g_loss: 1.3486 - d_accuracy: 0.7277 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0909 - g_loss: 1.3931 - d_accuracy: 0.7332Epoch 122: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0907 - g_loss: 1.3806 - d_accuracy: 0.7346 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1067 - g_loss: 1.4078 - d_accuracy: 0.7255Epoch 123: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1092 - g_loss: 1.4184 - d_accuracy: 0.7229 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0967 - g_loss: 1.3594 - d_accuracy: 0.7345Epoch 124: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0956 - g_loss: 1.3618 - d_accuracy: 0.7335 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1565 - g_loss: 1.3867 - d_accuracy: 0.7015Epoch 125: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1579 - g_loss: 1.3958 - d_accuracy: 0.6990 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0907 - g_loss: 1.3367 - d_accuracy: 0.7389Epoch 126: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0990 - g_loss: 1.3131 - d_accuracy: 0.7364 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0715 - g_loss: 1.4077 - d_accuracy: 0.7437Epoch 127: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0765 - g_loss: 1.3974 - d_accuracy: 0.7413 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1222 - g_loss: 1.3861 - d_accuracy: 0.7233Epoch 128: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1243 - g_loss: 1.4046 - d_accuracy: 0.7192 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0833 - g_loss: 1.3696 - d_accuracy: 0.7401Epoch 129: D Accuracy = 0.7794 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0820 - g_loss: 1.3676 - d_accuracy: 0.7415 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.3760 - d_accuracy: 0.7243Epoch 130: D Accuracy = 0.7941 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1036 - g_loss: 1.3788 - d_accuracy: 0.7268 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0675 - g_loss: 1.3735 - d_accuracy: 0.7499Epoch 131: D Accuracy = 0.7941 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0646 - g_loss: 1.3775 - d_accuracy: 0.7515 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1291 - g_loss: 1.3854 - d_accuracy: 0.7181Epoch 132: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1318 - g_loss: 1.3663 - d_accuracy: 0.7182 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0962 - g_loss: 1.3677 - d_accuracy: 0.7283Epoch 133: D Accuracy = 0.7426 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0975 - g_loss: 1.3535 - d_accuracy: 0.7288 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0983 - g_loss: 1.4402 - d_accuracy: 0.7276Epoch 134: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1002 - g_loss: 1.4697 - d_accuracy: 0.7237 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1241 - g_loss: 1.3971 - d_accuracy: 0.7175Epoch 135: D Accuracy = 0.7426 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1260 - g_loss: 1.3770 - d_accuracy: 0.7184 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1207 - g_loss: 1.4449 - d_accuracy: 0.7221Epoch 136: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1220 - g_loss: 1.4539 - d_accuracy: 0.7200 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0600 - g_loss: 1.3820 - d_accuracy: 0.7443Epoch 137: D Accuracy = 0.7868 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0556 - g_loss: 1.3918 - d_accuracy: 0.7458 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.3871 - d_accuracy: 0.7232Epoch 138: D Accuracy = 0.7794 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1330 - g_loss: 1.3804 - d_accuracy: 0.7252 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1049 - g_loss: 1.4135 - d_accuracy: 0.7262Epoch 139: D Accuracy = 0.7647 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1019 - g_loss: 1.4155 - d_accuracy: 0.7276 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1207 - g_loss: 1.3824 - d_accuracy: 0.7276Epoch 140: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1293 - g_loss: 1.3570 - d_accuracy: 0.7255 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1047 - g_loss: 1.3989 - d_accuracy: 0.7335Epoch 141: D Accuracy = 0.7574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1020 - g_loss: 1.4064 - d_accuracy: 0.7343 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1011 - g_loss: 1.3820 - d_accuracy: 0.7305Epoch 142: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1028 - g_loss: 1.3918 - d_accuracy: 0.7288 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0985 - g_loss: 1.3709 - d_accuracy: 0.7349Epoch 143: D Accuracy = 0.7794 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0967 - g_loss: 1.3732 - d_accuracy: 0.7365 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0734 - g_loss: 1.3751 - d_accuracy: 0.7506Epoch 144: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0745 - g_loss: 1.3594 - d_accuracy: 0.7506 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1062 - g_loss: 1.4413 - d_accuracy: 0.7227Epoch 145: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1069 - g_loss: 1.4816 - d_accuracy: 0.7184 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.4147 - d_accuracy: 0.7275Epoch 146: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1118 - g_loss: 1.4478 - d_accuracy: 0.7233 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1144 - g_loss: 1.3758 - d_accuracy: 0.7236Epoch 147: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1103 - g_loss: 1.3850 - d_accuracy: 0.7235 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0830 - g_loss: 1.3748 - d_accuracy: 0.7386Epoch 148: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0795 - g_loss: 1.3644 - d_accuracy: 0.7430 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0619 - g_loss: 1.3847 - d_accuracy: 0.7499Epoch 149: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0632 - g_loss: 1.3793 - d_accuracy: 0.7499 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0807 - g_loss: 1.4325 - d_accuracy: 0.7445Epoch 150: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0894 - g_loss: 1.4484 - d_accuracy: 0.7397 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1215 - g_loss: 1.3873 - d_accuracy: 0.7234Epoch 151: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1284 - g_loss: 1.3647 - d_accuracy: 0.7220 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0909 - g_loss: 1.4073 - d_accuracy: 0.7304Epoch 152: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0919 - g_loss: 1.4173 - d_accuracy: 0.7279 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0875 - g_loss: 1.3835 - d_accuracy: 0.7328Epoch 153: D Accuracy = 0.8235 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0841 - g_loss: 1.3811 - d_accuracy: 0.7360 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0410 - g_loss: 1.4289 - d_accuracy: 0.7620Epoch 154: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0473 - g_loss: 1.4541 - d_accuracy: 0.7574 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1229 - g_loss: 1.3623 - d_accuracy: 0.7189Epoch 155: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1248 - g_loss: 1.3480 - d_accuracy: 0.7172 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0795 - g_loss: 1.4403 - d_accuracy: 0.7347Epoch 156: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0735 - g_loss: 1.4363 - d_accuracy: 0.7387 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0935 - g_loss: 1.4444 - d_accuracy: 0.7299Epoch 157: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0945 - g_loss: 1.4260 - d_accuracy: 0.7309 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0882 - g_loss: 1.4126 - d_accuracy: 0.7335Epoch 158: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0850 - g_loss: 1.4152 - d_accuracy: 0.7346 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0818 - g_loss: 1.3966 - d_accuracy: 0.7457Epoch 159: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0778 - g_loss: 1.3964 - d_accuracy: 0.7474 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1090 - g_loss: 1.3969 - d_accuracy: 0.7328Epoch 160: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1044 - g_loss: 1.3969 - d_accuracy: 0.7353 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0722 - g_loss: 1.4013 - d_accuracy: 0.7441Epoch 161: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0726 - g_loss: 1.3971 - d_accuracy: 0.7440 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0736 - g_loss: 1.4359 - d_accuracy: 0.7372Epoch 162: D Accuracy = 0.7794 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0698 - g_loss: 1.4411 - d_accuracy: 0.7387 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1171 - g_loss: 1.4593 - d_accuracy: 0.7194Epoch 163: D Accuracy = 0.8529 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1098 - g_loss: 1.4585 - d_accuracy: 0.7241
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0418 - g_loss: 1.4431 - d_accuracy: 0.7580Epoch 164: D Accuracy = 0.7132 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0457 - g_loss: 1.4361 - d_accuracy: 0.7564 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0505 - g_loss: 1.4256 - d_accuracy: 0.7485Epoch 165: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0500 - g_loss: 1.4319 - d_accuracy: 0.7475 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0825 - g_loss: 1.4132 - d_accuracy: 0.7411Epoch 166: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0882 - g_loss: 1.4092 - d_accuracy: 0.7357 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1289 - g_loss: 1.4537 - d_accuracy: 0.7176Epoch 167: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1274 - g_loss: 1.4388 - d_accuracy: 0.7192 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1207 - g_loss: 1.3869 - d_accuracy: 0.7244Epoch 168: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1180 - g_loss: 1.3825 - d_accuracy: 0.7258 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0584 - g_loss: 1.3946 - d_accuracy: 0.7493Epoch 169: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0681 - g_loss: 1.3747 - d_accuracy: 0.7467 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0792 - g_loss: 1.4408 - d_accuracy: 0.7378Epoch 170: D Accuracy = 0.5735 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0864 - g_loss: 1.4556 - d_accuracy: 0.7320 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0833 - g_loss: 1.4287 - d_accuracy: 0.7360Epoch 171: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0857 - g_loss: 1.4136 - d_accuracy: 0.7362 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0762 - g_loss: 1.4302 - d_accuracy: 0.7408Epoch 172: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0775 - g_loss: 1.4281 - d_accuracy: 0.7406 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0819 - g_loss: 1.4462 - d_accuracy: 0.7438Epoch 173: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0824 - g_loss: 1.4257 - d_accuracy: 0.7442 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0767 - g_loss: 1.4944 - d_accuracy: 0.7402Epoch 174: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0823 - g_loss: 1.5323 - d_accuracy: 0.7348 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1029 - g_loss: 1.4255 - d_accuracy: 0.7359Epoch 175: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1093 - g_loss: 1.4319 - d_accuracy: 0.7311 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0601 - g_loss: 1.4106 - d_accuracy: 0.7529Epoch 176: D Accuracy = 0.7647 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0618 - g_loss: 1.3943 - d_accuracy: 0.7533 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.4354 - d_accuracy: 0.7444Epoch 177: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0793 - g_loss: 1.4331 - d_accuracy: 0.7490 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0775 - g_loss: 1.4618 - d_accuracy: 0.7424Epoch 178: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0774 - g_loss: 1.4587 - d_accuracy: 0.7421 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0667 - g_loss: 1.4347 - d_accuracy: 0.7488Epoch 179: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0673 - g_loss: 1.4429 - d_accuracy: 0.7470 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0858 - g_loss: 1.4662 - d_accuracy: 0.7428Epoch 180: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0920 - g_loss: 1.4416 - d_accuracy: 0.7420 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0529 - g_loss: 1.4453 - d_accuracy: 0.7562Epoch 181: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0531 - g_loss: 1.4397 - d_accuracy: 0.7562 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4834 - d_accuracy: 0.7435Epoch 182: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0641 - g_loss: 1.5123 - d_accuracy: 0.7393 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0782 - g_loss: 1.4293 - d_accuracy: 0.7407Epoch 183: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0787 - g_loss: 1.4224 - d_accuracy: 0.7411 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1206 - g_loss: 1.4738 - d_accuracy: 0.7186Epoch 184: D Accuracy = 0.5809 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1272 - g_loss: 1.5023 - d_accuracy: 0.7136 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0344 - g_loss: 1.4189 - d_accuracy: 0.7705Epoch 185: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0421 - g_loss: 1.3980 - d_accuracy: 0.7677 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0639 - g_loss: 1.4449 - d_accuracy: 0.7472Epoch 186: D Accuracy = 0.7794 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0606 - g_loss: 1.4546 - d_accuracy: 0.7483 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0694 - g_loss: 1.4465 - d_accuracy: 0.7387Epoch 187: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0725 - g_loss: 1.4244 - d_accuracy: 0.7399 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0502 - g_loss: 1.4687 - d_accuracy: 0.7594Epoch 188: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0480 - g_loss: 1.4735 - d_accuracy: 0.7612 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0861 - g_loss: 1.5042 - d_accuracy: 0.7452Epoch 189: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0826 - g_loss: 1.5127 - d_accuracy: 0.7454 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.4509 - d_accuracy: 0.7614Epoch 190: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0344 - g_loss: 1.4525 - d_accuracy: 0.7631 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0140 - g_loss: 1.4820 - d_accuracy: 0.7745Epoch 191: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0204 - g_loss: 1.4657 - d_accuracy: 0.7712 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1050 - g_loss: 1.4506 - d_accuracy: 0.7218Epoch 192: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1061 - g_loss: 1.4623 - d_accuracy: 0.7209 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0861 - g_loss: 1.4594 - d_accuracy: 0.7324Epoch 193: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0843 - g_loss: 1.4461 - d_accuracy: 0.7339 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4488 - d_accuracy: 0.7500Epoch 194: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0587 - g_loss: 1.4487 - d_accuracy: 0.7495 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0471 - g_loss: 1.4825 - d_accuracy: 0.7565Epoch 195: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0489 - g_loss: 1.5135 - d_accuracy: 0.7521
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0750 - g_loss: 1.4666 - d_accuracy: 0.7355Epoch 196: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0750 - g_loss: 1.4717 - d_accuracy: 0.7342 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0892 - g_loss: 1.4814 - d_accuracy: 0.7287Epoch 197: D Accuracy = 0.7426 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0881 - g_loss: 1.4704 - d_accuracy: 0.7292 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0756 - g_loss: 1.4884 - d_accuracy: 0.7413Epoch 198: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0796 - g_loss: 1.4854 - d_accuracy: 0.7381 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0840 - g_loss: 1.4685 - d_accuracy: 0.7366Epoch 199: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0790 - g_loss: 1.4626 - d_accuracy: 0.7405 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0666 - g_loss: 1.4757 - d_accuracy: 0.7465 Class 1 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.7500 27/27 [==============================] - 1s 40ms/step - d_loss: 1.0707 - g_loss: 1.4596 - d_accuracy: 0.7467 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0346 - g_loss: 1.4814 - d_accuracy: 0.7607Epoch 201: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0340 - g_loss: 1.4798 - d_accuracy: 0.7611 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0350 - g_loss: 1.4624 - d_accuracy: 0.7667Epoch 202: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0367 - g_loss: 1.4502 - d_accuracy: 0.7672 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0359 - g_loss: 1.4984 - d_accuracy: 0.7622Epoch 203: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0370 - g_loss: 1.5149 - d_accuracy: 0.7615 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0451 - g_loss: 1.4668 - d_accuracy: 0.7640Epoch 204: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0535 - g_loss: 1.4399 - d_accuracy: 0.7617 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0464 - g_loss: 1.5114 - d_accuracy: 0.7501Epoch 205: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0524 - g_loss: 1.5190 - d_accuracy: 0.7462 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0577 - g_loss: 1.4860 - d_accuracy: 0.7513Epoch 206: D Accuracy = 0.7574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0566 - g_loss: 1.4826 - d_accuracy: 0.7515 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1204 - g_loss: 1.5184 - d_accuracy: 0.7172Epoch 207: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1205 - g_loss: 1.5199 - d_accuracy: 0.7157 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0499 - g_loss: 1.4646 - d_accuracy: 0.7540Epoch 208: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0535 - g_loss: 1.4791 - d_accuracy: 0.7504 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0504 - g_loss: 1.4922 - d_accuracy: 0.7490Epoch 209: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0461 - g_loss: 1.5085 - d_accuracy: 0.7490 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0656 - g_loss: 1.5075 - d_accuracy: 0.7480Epoch 210: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0621 - g_loss: 1.5075 - d_accuracy: 0.7504 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0248 - g_loss: 1.4813 - d_accuracy: 0.7666Epoch 211: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0257 - g_loss: 1.4775 - d_accuracy: 0.7663 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0706 - g_loss: 1.5040 - d_accuracy: 0.7456Epoch 212: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0681 - g_loss: 1.4982 - d_accuracy: 0.7473 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0491 - g_loss: 1.5046 - d_accuracy: 0.7515Epoch 213: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0501 - g_loss: 1.4961 - d_accuracy: 0.7504 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0631 - g_loss: 1.4969 - d_accuracy: 0.7451Epoch 214: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0693 - g_loss: 1.5241 - d_accuracy: 0.7403 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0831 - g_loss: 1.4727 - d_accuracy: 0.7476Epoch 215: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0828 - g_loss: 1.4785 - d_accuracy: 0.7471 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0918 - g_loss: 1.5383 - d_accuracy: 0.7374Epoch 216: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0994 - g_loss: 1.5715 - d_accuracy: 0.7329 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0383 - g_loss: 1.4560 - d_accuracy: 0.7611Epoch 217: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0366 - g_loss: 1.4531 - d_accuracy: 0.7629 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0618 - g_loss: 1.5132 - d_accuracy: 0.7390Epoch 218: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0669 - g_loss: 1.5404 - d_accuracy: 0.7349 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0723 - g_loss: 1.4966 - d_accuracy: 0.7420Epoch 219: D Accuracy = 0.8162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0667 - g_loss: 1.5083 - d_accuracy: 0.7447 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0110 - g_loss: 1.5160 - d_accuracy: 0.7736Epoch 220: D Accuracy = 0.8235 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0116 - g_loss: 1.4990 - d_accuracy: 0.7753 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0128 - g_loss: 1.4967 - d_accuracy: 0.7700Epoch 221: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0162 - g_loss: 1.4968 - d_accuracy: 0.7683 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1009 - g_loss: 1.5157 - d_accuracy: 0.7297Epoch 222: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0937 - g_loss: 1.5336 - d_accuracy: 0.7317 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0261 - g_loss: 1.5395 - d_accuracy: 0.7668Epoch 223: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0212 - g_loss: 1.5376 - d_accuracy: 0.7699 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0213 - g_loss: 1.5014 - d_accuracy: 0.7649Epoch 224: D Accuracy = 0.7574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0238 - g_loss: 1.4839 - d_accuracy: 0.7646 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0369 - g_loss: 1.5639 - d_accuracy: 0.7638Epoch 225: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0423 - g_loss: 1.5731 - d_accuracy: 0.7602 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0498 - g_loss: 1.5084 - d_accuracy: 0.7528Epoch 226: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0565 - g_loss: 1.4870 - d_accuracy: 0.7491 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0403 - g_loss: 1.5149 - d_accuracy: 0.7560Epoch 227: D Accuracy = 0.7279 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0420 - g_loss: 1.5100 - d_accuracy: 0.7550 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0418 - g_loss: 1.5130 - d_accuracy: 0.7550Epoch 228: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0485 - g_loss: 1.5032 - d_accuracy: 0.7509 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0629 - g_loss: 1.5196 - d_accuracy: 0.7400Epoch 229: D Accuracy = 0.8235 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0592 - g_loss: 1.5117 - d_accuracy: 0.7430 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0471 - g_loss: 1.5395 - d_accuracy: 0.7528Epoch 230: D Accuracy = 0.7353 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0488 - g_loss: 1.5416 - d_accuracy: 0.7522 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0254 - g_loss: 1.5233 - d_accuracy: 0.7636Epoch 231: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0227 - g_loss: 1.5224 - d_accuracy: 0.7652 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0600 - g_loss: 1.5296 - d_accuracy: 0.7479Epoch 232: D Accuracy = 0.7132 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0628 - g_loss: 1.5218 - d_accuracy: 0.7467 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0525 - g_loss: 1.5570 - d_accuracy: 0.7456Epoch 233: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0542 - g_loss: 1.5781 - d_accuracy: 0.7426 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0317 - g_loss: 1.5361 - d_accuracy: 0.7635Epoch 234: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0387 - g_loss: 1.5376 - d_accuracy: 0.7596 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0540 - g_loss: 1.5257 - d_accuracy: 0.7526Epoch 235: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0543 - g_loss: 1.5476 - d_accuracy: 0.7509 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0463 - g_loss: 1.5034 - d_accuracy: 0.7582Epoch 236: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0466 - g_loss: 1.4950 - d_accuracy: 0.7582 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0539 - g_loss: 1.5353 - d_accuracy: 0.7465Epoch 237: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0531 - g_loss: 1.5224 - d_accuracy: 0.7467 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0200 - g_loss: 1.5730 - d_accuracy: 0.7658Epoch 238: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0238 - g_loss: 1.5813 - d_accuracy: 0.7642 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0116 - g_loss: 1.4987 - d_accuracy: 0.7756Epoch 239: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0209 - g_loss: 1.4786 - d_accuracy: 0.7721 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0952 - g_loss: 1.6076 - d_accuracy: 0.7357Epoch 240: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0972 - g_loss: 1.5885 - d_accuracy: 0.7352 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0037 - g_loss: 1.5516 - d_accuracy: 0.7749Epoch 241: D Accuracy = 0.7353 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9998 - g_loss: 1.5735 - d_accuracy: 0.7735 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0214 - g_loss: 1.5857 - d_accuracy: 0.7641Epoch 242: D Accuracy = 0.7941 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0198 - g_loss: 1.5757 - d_accuracy: 0.7651 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0566 - g_loss: 1.5257 - d_accuracy: 0.7473Epoch 243: D Accuracy = 0.7868 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0516 - g_loss: 1.5323 - d_accuracy: 0.7487 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0188 - g_loss: 1.5760 - d_accuracy: 0.7638Epoch 244: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0232 - g_loss: 1.5798 - d_accuracy: 0.7599 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0357 - g_loss: 1.5443 - d_accuracy: 0.7615Epoch 245: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0354 - g_loss: 1.5345 - d_accuracy: 0.7621 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0445 - g_loss: 1.5535 - d_accuracy: 0.7568Epoch 246: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0444 - g_loss: 1.5546 - d_accuracy: 0.7549 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0074 - g_loss: 1.5480 - d_accuracy: 0.7729Epoch 247: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0057 - g_loss: 1.5475 - d_accuracy: 0.7744 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0112 - g_loss: 1.5994 - d_accuracy: 0.7679Epoch 248: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0072 - g_loss: 1.6132 - d_accuracy: 0.7697 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0070 - g_loss: 1.5736 - d_accuracy: 0.7737Epoch 249: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0078 - g_loss: 1.5847 - d_accuracy: 0.7718 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0485 - g_loss: 1.5554 - d_accuracy: 0.7556Epoch 250: D Accuracy = 0.7868 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0463 - g_loss: 1.5443 - d_accuracy: 0.7567 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0048 - g_loss: 1.5798 - d_accuracy: 0.7731Epoch 251: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0068 - g_loss: 1.5617 - d_accuracy: 0.7731 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0248 - g_loss: 1.5729 - d_accuracy: 0.7666Epoch 252: D Accuracy = 0.7868 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0233 - g_loss: 1.5702 - d_accuracy: 0.7673 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0064 - g_loss: 1.5918 - d_accuracy: 0.7733Epoch 253: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0106 - g_loss: 1.5809 - d_accuracy: 0.7708 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9780 - g_loss: 1.5589 - d_accuracy: 0.7908Epoch 254: D Accuracy = 0.7574 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9846 - g_loss: 1.5375 - d_accuracy: 0.7896 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0675 - g_loss: 1.6387 - d_accuracy: 0.7445Epoch 255: D Accuracy = 0.8309 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0624 - g_loss: 1.6434 - d_accuracy: 0.7475 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9872 - g_loss: 1.5491 - d_accuracy: 0.7853Epoch 256: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9882 - g_loss: 1.5477 - d_accuracy: 0.7840 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0342 - g_loss: 1.6123 - d_accuracy: 0.7586Epoch 257: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0367 - g_loss: 1.6583 - d_accuracy: 0.7554 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0433 - g_loss: 1.5916 - d_accuracy: 0.7522Epoch 258: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0371 - g_loss: 1.5943 - d_accuracy: 0.7563 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9928 - g_loss: 1.5977 - d_accuracy: 0.7767Epoch 259: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9935 - g_loss: 1.5846 - d_accuracy: 0.7765 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0356 - g_loss: 1.6207 - d_accuracy: 0.7514Epoch 260: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0314 - g_loss: 1.6130 - d_accuracy: 0.7545 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0347 - g_loss: 1.5909 - d_accuracy: 0.7537Epoch 261: D Accuracy = 0.8382 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0302 - g_loss: 1.5951 - d_accuracy: 0.7567 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0490 - g_loss: 1.5686 - d_accuracy: 0.7436Epoch 262: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0485 - g_loss: 1.5795 - d_accuracy: 0.7425 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0412 - g_loss: 1.5584 - d_accuracy: 0.7589Epoch 263: D Accuracy = 0.7868 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0372 - g_loss: 1.5665 - d_accuracy: 0.7599
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0162 - g_loss: 1.6138 - d_accuracy: 0.7698Epoch 264: D Accuracy = 0.8162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0121 - g_loss: 1.6204 - d_accuracy: 0.7715 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0352 - g_loss: 1.5985 - d_accuracy: 0.7583Epoch 265: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0326 - g_loss: 1.6056 - d_accuracy: 0.7588 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0157 - g_loss: 1.5834 - d_accuracy: 0.7709Epoch 266: D Accuracy = 0.7941 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0190 - g_loss: 1.5670 - d_accuracy: 0.7717 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0170 - g_loss: 1.6090 - d_accuracy: 0.7700Epoch 267: D Accuracy = 0.8456 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0123 - g_loss: 1.6193 - d_accuracy: 0.7727 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0293 - g_loss: 1.5741 - d_accuracy: 0.7639Epoch 268: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0339 - g_loss: 1.5640 - d_accuracy: 0.7608 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9862 - g_loss: 1.6092 - d_accuracy: 0.7828Epoch 269: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9857 - g_loss: 1.6227 - d_accuracy: 0.7819 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0312 - g_loss: 1.6344 - d_accuracy: 0.7571Epoch 270: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0354 - g_loss: 1.6407 - d_accuracy: 0.7526 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0115 - g_loss: 1.5991 - d_accuracy: 0.7693Epoch 271: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0142 - g_loss: 1.6062 - d_accuracy: 0.7662 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9755 - g_loss: 1.5939 - d_accuracy: 0.7944Epoch 272: D Accuracy = 0.8309 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9733 - g_loss: 1.5994 - d_accuracy: 0.7957 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0178 - g_loss: 1.6053 - d_accuracy: 0.7657Epoch 273: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0191 - g_loss: 1.6088 - d_accuracy: 0.7622 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0449 - g_loss: 1.5939 - d_accuracy: 0.7600Epoch 274: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0490 - g_loss: 1.6038 - d_accuracy: 0.7554 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9839 - g_loss: 1.6062 - d_accuracy: 0.7816Epoch 275: D Accuracy = 0.8603 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9796 - g_loss: 1.6063 - d_accuracy: 0.7844 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9979 - g_loss: 1.6547 - d_accuracy: 0.7786Epoch 276: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0010 - g_loss: 1.6606 - d_accuracy: 0.7776 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9735 - g_loss: 1.6136 - d_accuracy: 0.7866Epoch 277: D Accuracy = 0.7647 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9730 - g_loss: 1.6119 - d_accuracy: 0.7858 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0072 - g_loss: 1.6599 - d_accuracy: 0.7685Epoch 278: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0063 - g_loss: 1.6804 - d_accuracy: 0.7662 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9672 - g_loss: 1.6219 - d_accuracy: 0.7946Epoch 279: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9719 - g_loss: 1.6029 - d_accuracy: 0.7925 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9867 - g_loss: 1.6727 - d_accuracy: 0.7832Epoch 280: D Accuracy = 0.7941 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9896 - g_loss: 1.6524 - d_accuracy: 0.7836 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0106 - g_loss: 1.6735 - d_accuracy: 0.7670Epoch 281: D Accuracy = 0.7279 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0111 - g_loss: 1.6885 - d_accuracy: 0.7656 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0168 - g_loss: 1.6228 - d_accuracy: 0.7700Epoch 282: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0192 - g_loss: 1.6085 - d_accuracy: 0.7693 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9905 - g_loss: 1.6514 - d_accuracy: 0.7790Epoch 283: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9908 - g_loss: 1.6756 - d_accuracy: 0.7769 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9785 - g_loss: 1.6418 - d_accuracy: 0.7896Epoch 284: D Accuracy = 0.7868 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9782 - g_loss: 1.6582 - d_accuracy: 0.7895 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9808 - g_loss: 1.6895 - d_accuracy: 0.7841Epoch 285: D Accuracy = 0.7574 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9802 - g_loss: 1.7040 - d_accuracy: 0.7832 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0439 - g_loss: 1.6392 - d_accuracy: 0.7634Epoch 286: D Accuracy = 0.8309 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0399 - g_loss: 1.6373 - d_accuracy: 0.7658 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0179 - g_loss: 1.6160 - d_accuracy: 0.7673Epoch 287: D Accuracy = 0.7132 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0188 - g_loss: 1.6149 - d_accuracy: 0.7654 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9672 - g_loss: 1.6247 - d_accuracy: 0.7969Epoch 288: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9686 - g_loss: 1.6222 - d_accuracy: 0.7966 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9593 - g_loss: 1.6547 - d_accuracy: 0.7896Epoch 289: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9638 - g_loss: 1.6414 - d_accuracy: 0.7864 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0224 - g_loss: 1.6857 - d_accuracy: 0.7589Epoch 290: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0248 - g_loss: 1.7009 - d_accuracy: 0.7549 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0277 - g_loss: 1.6467 - d_accuracy: 0.7594Epoch 291: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0241 - g_loss: 1.6508 - d_accuracy: 0.7598 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9743 - g_loss: 1.6655 - d_accuracy: 0.7861Epoch 292: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9884 - g_loss: 1.7058 - d_accuracy: 0.7793 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0001 - g_loss: 1.6559 - d_accuracy: 0.7721Epoch 293: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0049 - g_loss: 1.6788 - d_accuracy: 0.7681 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9822 - g_loss: 1.6147 - d_accuracy: 0.7890Epoch 294: D Accuracy = 0.7574 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9880 - g_loss: 1.5979 - d_accuracy: 0.7879 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9918 - g_loss: 1.7036 - d_accuracy: 0.7741Epoch 295: D Accuracy = 0.7059 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9898 - g_loss: 1.7411 - d_accuracy: 0.7717
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9786 - g_loss: 1.6608 - d_accuracy: 0.7872Epoch 296: D Accuracy = 0.7426 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9794 - g_loss: 1.6788 - d_accuracy: 0.7856 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9969 - g_loss: 1.6948 - d_accuracy: 0.7864Epoch 297: D Accuracy = 0.9044 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9918 - g_loss: 1.6876 - d_accuracy: 0.7906 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9584 - g_loss: 1.6830 - d_accuracy: 0.7884Epoch 298: D Accuracy = 0.8309 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9585 - g_loss: 1.6681 - d_accuracy: 0.7900 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0031 - g_loss: 1.7081 - d_accuracy: 0.7727Epoch 299: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0015 - g_loss: 1.6951 - d_accuracy: 0.7740 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9653 - g_loss: 1.6755 - d_accuracy: 0.7897 Class 1 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.7132 27/27 [==============================] - 1s 40ms/step - d_loss: 0.9766 - g_loss: 1.6464 - d_accuracy: 0.7870 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0223 - g_loss: 1.7104 - d_accuracy: 0.7669Epoch 301: D Accuracy = 0.8309 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0185 - g_loss: 1.7102 - d_accuracy: 0.7692 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9755 - g_loss: 1.7092 - d_accuracy: 0.7859Epoch 302: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9761 - g_loss: 1.6855 - d_accuracy: 0.7867 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9775 - g_loss: 1.6863 - d_accuracy: 0.7860Epoch 303: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9727 - g_loss: 1.6907 - d_accuracy: 0.7871 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9796 - g_loss: 1.6956 - d_accuracy: 0.7813Epoch 304: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9756 - g_loss: 1.6953 - d_accuracy: 0.7834 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0420 - g_loss: 1.6811 - d_accuracy: 0.7602Epoch 305: D Accuracy = 0.8309 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0380 - g_loss: 1.6709 - d_accuracy: 0.7628 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0124 - g_loss: 1.6973 - d_accuracy: 0.7730Epoch 306: D Accuracy = 0.8309 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0084 - g_loss: 1.6966 - d_accuracy: 0.7750 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0073 - g_loss: 1.6906 - d_accuracy: 0.7737Epoch 307: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0065 - g_loss: 1.6834 - d_accuracy: 0.7736 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9592 - g_loss: 1.6916 - d_accuracy: 0.7970Epoch 308: D Accuracy = 0.9044 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9560 - g_loss: 1.6838 - d_accuracy: 0.8008 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9431 - g_loss: 1.7100 - d_accuracy: 0.8000Epoch 309: D Accuracy = 0.8529 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9386 - g_loss: 1.7234 - d_accuracy: 0.8019 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9582 - g_loss: 1.7367 - d_accuracy: 0.7961Epoch 310: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9554 - g_loss: 1.7426 - d_accuracy: 0.7976 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9452 - g_loss: 1.7143 - d_accuracy: 0.7954Epoch 311: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9409 - g_loss: 1.7193 - d_accuracy: 0.7971 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9825 - g_loss: 1.7354 - d_accuracy: 0.7839Epoch 312: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9760 - g_loss: 1.7375 - d_accuracy: 0.7871 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9688 - g_loss: 1.7177 - d_accuracy: 0.7921Epoch 313: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9672 - g_loss: 1.7083 - d_accuracy: 0.7925 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9589 - g_loss: 1.7051 - d_accuracy: 0.7876Epoch 314: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9588 - g_loss: 1.7073 - d_accuracy: 0.7870 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9130 - g_loss: 1.7404 - d_accuracy: 0.8178Epoch 315: D Accuracy = 0.8309 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9129 - g_loss: 1.7484 - d_accuracy: 0.8183 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0140 - g_loss: 1.6978 - d_accuracy: 0.7652Epoch 316: D Accuracy = 0.8603 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0098 - g_loss: 1.6936 - d_accuracy: 0.7686 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9725 - g_loss: 1.7557 - d_accuracy: 0.7890Epoch 317: D Accuracy = 0.8456 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9703 - g_loss: 1.7487 - d_accuracy: 0.7910 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9489 - g_loss: 1.7089 - d_accuracy: 0.7939Epoch 318: D Accuracy = 0.7647 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9505 - g_loss: 1.7220 - d_accuracy: 0.7929 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9348 - g_loss: 1.7388 - d_accuracy: 0.8083Epoch 319: D Accuracy = 0.7574 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9356 - g_loss: 1.7504 - d_accuracy: 0.8065 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9357 - g_loss: 1.7725 - d_accuracy: 0.8053Epoch 320: D Accuracy = 0.7868 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9335 - g_loss: 1.8048 - d_accuracy: 0.8047 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9281 - g_loss: 1.7239 - d_accuracy: 0.8094Epoch 321: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9269 - g_loss: 1.7396 - d_accuracy: 0.8088 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0220 - g_loss: 1.7675 - d_accuracy: 0.7605Epoch 322: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0261 - g_loss: 1.7828 - d_accuracy: 0.7565 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9777 - g_loss: 1.7142 - d_accuracy: 0.7879Epoch 323: D Accuracy = 0.8676 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9736 - g_loss: 1.7072 - d_accuracy: 0.7908 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9668 - g_loss: 1.7404 - d_accuracy: 0.7810Epoch 324: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9717 - g_loss: 1.7431 - d_accuracy: 0.7775 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9748 - g_loss: 1.7047 - d_accuracy: 0.7884Epoch 325: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9745 - g_loss: 1.7102 - d_accuracy: 0.7865 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9476 - g_loss: 1.7586 - d_accuracy: 0.7991Epoch 326: D Accuracy = 0.8015 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9473 - g_loss: 1.7517 - d_accuracy: 0.7992 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9765 - g_loss: 1.7749 - d_accuracy: 0.7785Epoch 327: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9732 - g_loss: 1.7849 - d_accuracy: 0.7796 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9103 - g_loss: 1.7582 - d_accuracy: 0.8155Epoch 328: D Accuracy = 0.8162 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9126 - g_loss: 1.7432 - d_accuracy: 0.8156 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9237 - g_loss: 1.7944 - d_accuracy: 0.8124Epoch 329: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9244 - g_loss: 1.8081 - d_accuracy: 0.8101 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9510 - g_loss: 1.8124 - d_accuracy: 0.7955Epoch 330: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9513 - g_loss: 1.8379 - d_accuracy: 0.7933 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9210 - g_loss: 1.7683 - d_accuracy: 0.8130Epoch 331: D Accuracy = 0.8309 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9189 - g_loss: 1.7774 - d_accuracy: 0.8137 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9965 - g_loss: 1.7653 - d_accuracy: 0.7752Epoch 332: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9917 - g_loss: 1.7965 - d_accuracy: 0.7756 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9424 - g_loss: 1.7512 - d_accuracy: 0.8028Epoch 333: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9462 - g_loss: 1.7632 - d_accuracy: 0.8004 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9200 - g_loss: 1.8066 - d_accuracy: 0.8060Epoch 334: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9190 - g_loss: 1.8216 - d_accuracy: 0.8042 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9401 - g_loss: 1.7915 - d_accuracy: 0.8019Epoch 335: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9474 - g_loss: 1.8426 - d_accuracy: 0.7961 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9518 - g_loss: 1.7772 - d_accuracy: 0.8016Epoch 336: D Accuracy = 0.7279 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9595 - g_loss: 1.7475 - d_accuracy: 0.7989 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9871 - g_loss: 1.8635 - d_accuracy: 0.7788Epoch 337: D Accuracy = 0.7941 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9824 - g_loss: 1.8757 - d_accuracy: 0.7794 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9376 - g_loss: 1.8063 - d_accuracy: 0.8054Epoch 338: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9403 - g_loss: 1.8094 - d_accuracy: 0.8034 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9828 - g_loss: 1.7761 - d_accuracy: 0.7782Epoch 339: D Accuracy = 0.8015 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9798 - g_loss: 1.7794 - d_accuracy: 0.7791 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9263 - g_loss: 1.8031 - d_accuracy: 0.8051Epoch 340: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9273 - g_loss: 1.8120 - d_accuracy: 0.8039 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9347 - g_loss: 1.8086 - d_accuracy: 0.8031Epoch 341: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9404 - g_loss: 1.8213 - d_accuracy: 0.7991 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9246 - g_loss: 1.8011 - d_accuracy: 0.8070Epoch 342: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9220 - g_loss: 1.8200 - d_accuracy: 0.8073 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9984 - g_loss: 1.7921 - d_accuracy: 0.7761Epoch 343: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9948 - g_loss: 1.8035 - d_accuracy: 0.7767 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9466 - g_loss: 1.7474 - d_accuracy: 0.7989Epoch 344: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9500 - g_loss: 1.7269 - d_accuracy: 0.7990 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9647 - g_loss: 1.7957 - d_accuracy: 0.7887Epoch 345: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9654 - g_loss: 1.7885 - d_accuracy: 0.7884 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9147 - g_loss: 1.7925 - d_accuracy: 0.8141Epoch 346: D Accuracy = 0.9191 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9107 - g_loss: 1.7866 - d_accuracy: 0.8179 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9397 - g_loss: 1.7972 - d_accuracy: 0.7928Epoch 347: D Accuracy = 0.8971 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9348 - g_loss: 1.7975 - d_accuracy: 0.7965 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9363 - g_loss: 1.8254 - d_accuracy: 0.8029Epoch 348: D Accuracy = 0.8235 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9355 - g_loss: 1.8215 - d_accuracy: 0.8037 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9101 - g_loss: 1.8203 - d_accuracy: 0.8174Epoch 349: D Accuracy = 0.8309 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9135 - g_loss: 1.7989 - d_accuracy: 0.8179 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9325 - g_loss: 1.8320 - d_accuracy: 0.8055Epoch 350: D Accuracy = 0.7794 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9346 - g_loss: 1.8358 - d_accuracy: 0.8046 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9581 - g_loss: 1.8298 - d_accuracy: 0.7960Epoch 351: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9569 - g_loss: 1.8324 - d_accuracy: 0.7967 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9732 - g_loss: 1.8467 - d_accuracy: 0.7887Epoch 352: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9836 - g_loss: 1.8937 - d_accuracy: 0.7818 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9481 - g_loss: 1.8339 - d_accuracy: 0.8010Epoch 353: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9431 - g_loss: 1.8430 - d_accuracy: 0.8028 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8948 - g_loss: 1.8099 - d_accuracy: 0.8194Epoch 354: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8941 - g_loss: 1.8020 - d_accuracy: 0.8214 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9610 - g_loss: 1.8618 - d_accuracy: 0.7883Epoch 355: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9595 - g_loss: 1.8597 - d_accuracy: 0.7896 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9195 - g_loss: 1.8410 - d_accuracy: 0.8129Epoch 356: D Accuracy = 0.8309 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9178 - g_loss: 1.8410 - d_accuracy: 0.8135 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9329 - g_loss: 1.8464 - d_accuracy: 0.7984Epoch 357: D Accuracy = 0.8309 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9296 - g_loss: 1.8512 - d_accuracy: 0.7996 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9120 - g_loss: 1.8865 - d_accuracy: 0.8142Epoch 358: D Accuracy = 0.6912 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9162 - g_loss: 1.9119 - d_accuracy: 0.8098 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8981 - g_loss: 1.8796 - d_accuracy: 0.8213Epoch 359: D Accuracy = 0.7574 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8995 - g_loss: 1.8977 - d_accuracy: 0.8190 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9276 - g_loss: 1.8293 - d_accuracy: 0.8124Epoch 360: D Accuracy = 0.9044 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9251 - g_loss: 1.8299 - d_accuracy: 0.8157 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9002 - g_loss: 1.8811 - d_accuracy: 0.8191Epoch 361: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9128 - g_loss: 1.8438 - d_accuracy: 0.8148 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0177 - g_loss: 1.8751 - d_accuracy: 0.7826Epoch 362: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0185 - g_loss: 1.8529 - d_accuracy: 0.7846 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9111 - g_loss: 1.8692 - d_accuracy: 0.8145Epoch 363: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9129 - g_loss: 1.8673 - d_accuracy: 0.8130
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9411 - g_loss: 1.8726 - d_accuracy: 0.7968Epoch 364: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9464 - g_loss: 1.8755 - d_accuracy: 0.7936 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9205 - g_loss: 1.8126 - d_accuracy: 0.8149Epoch 365: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9221 - g_loss: 1.7984 - d_accuracy: 0.8160 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9173 - g_loss: 1.8555 - d_accuracy: 0.8111Epoch 366: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9222 - g_loss: 1.8320 - d_accuracy: 0.8110 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9286 - g_loss: 1.8743 - d_accuracy: 0.7992Epoch 367: D Accuracy = 0.7426 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9341 - g_loss: 1.8483 - d_accuracy: 0.7972 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9257 - g_loss: 1.9176 - d_accuracy: 0.8113Epoch 368: D Accuracy = 0.7574 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9282 - g_loss: 1.9289 - d_accuracy: 0.8094 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0074 - g_loss: 1.8612 - d_accuracy: 0.7766Epoch 369: D Accuracy = 0.8897 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0019 - g_loss: 1.8462 - d_accuracy: 0.7806 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9173 - g_loss: 1.9153 - d_accuracy: 0.8066Epoch 370: D Accuracy = 0.8456 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9174 - g_loss: 1.9098 - d_accuracy: 0.8080 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9636 - g_loss: 1.9148 - d_accuracy: 0.7832Epoch 371: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9595 - g_loss: 1.9355 - d_accuracy: 0.7828 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9201 - g_loss: 1.8342 - d_accuracy: 0.8143Epoch 372: D Accuracy = 0.9044 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9160 - g_loss: 1.8251 - d_accuracy: 0.8175 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8999 - g_loss: 1.8859 - d_accuracy: 0.8149Epoch 373: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8976 - g_loss: 1.8821 - d_accuracy: 0.8160 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8859 - g_loss: 1.9104 - d_accuracy: 0.8226Epoch 374: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8853 - g_loss: 1.9206 - d_accuracy: 0.8208 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9035 - g_loss: 1.8790 - d_accuracy: 0.8236Epoch 375: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9024 - g_loss: 1.8688 - d_accuracy: 0.8255 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9430 - g_loss: 1.9300 - d_accuracy: 0.7948Epoch 376: D Accuracy = 0.8235 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9391 - g_loss: 1.9438 - d_accuracy: 0.7958 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9021 - g_loss: 1.8840 - d_accuracy: 0.8176Epoch 377: D Accuracy = 0.9191 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8970 - g_loss: 1.8908 - d_accuracy: 0.8212 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8952 - g_loss: 1.9607 - d_accuracy: 0.8212Epoch 378: D Accuracy = 0.8529 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8919 - g_loss: 1.9670 - d_accuracy: 0.8224 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8757 - g_loss: 1.9052 - d_accuracy: 0.8277Epoch 379: D Accuracy = 0.9265 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8693 - g_loss: 1.9091 - d_accuracy: 0.8312 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8991 - g_loss: 1.8966 - d_accuracy: 0.8218Epoch 380: D Accuracy = 0.7794 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9057 - g_loss: 1.8725 - d_accuracy: 0.8203 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8727 - g_loss: 1.9374 - d_accuracy: 0.8267Epoch 381: D Accuracy = 0.7426 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8782 - g_loss: 1.9158 - d_accuracy: 0.8237 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8858 - g_loss: 1.9308 - d_accuracy: 0.8256Epoch 382: D Accuracy = 0.9118 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8812 - g_loss: 1.9264 - d_accuracy: 0.8287 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8732 - g_loss: 1.9113 - d_accuracy: 0.8370Epoch 383: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8764 - g_loss: 1.8893 - d_accuracy: 0.8373 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9080 - g_loss: 1.9392 - d_accuracy: 0.8159Epoch 384: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9090 - g_loss: 1.9385 - d_accuracy: 0.8148 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8888 - g_loss: 1.9425 - d_accuracy: 0.8232Epoch 385: D Accuracy = 0.8603 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8877 - g_loss: 1.9368 - d_accuracy: 0.8246 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9532 - g_loss: 1.9530 - d_accuracy: 0.7903Epoch 386: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9604 - g_loss: 1.9151 - d_accuracy: 0.7897 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8869 - g_loss: 1.9089 - d_accuracy: 0.8220Epoch 387: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8868 - g_loss: 1.8941 - d_accuracy: 0.8228 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8870 - g_loss: 1.9582 - d_accuracy: 0.8196Epoch 388: D Accuracy = 0.8235 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8882 - g_loss: 1.9390 - d_accuracy: 0.8197 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8902 - g_loss: 1.9300 - d_accuracy: 0.8204Epoch 389: D Accuracy = 0.8235 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8884 - g_loss: 1.9318 - d_accuracy: 0.8205 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9422 - g_loss: 1.9037 - d_accuracy: 0.7965Epoch 390: D Accuracy = 0.7868 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9434 - g_loss: 1.8893 - d_accuracy: 0.7962 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9340 - g_loss: 1.9038 - d_accuracy: 0.8059Epoch 391: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9325 - g_loss: 1.8955 - d_accuracy: 0.8073 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8843 - g_loss: 1.9095 - d_accuracy: 0.8249Epoch 392: D Accuracy = 0.8235 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8868 - g_loss: 1.8943 - d_accuracy: 0.8249 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9148 - g_loss: 1.9579 - d_accuracy: 0.8103Epoch 393: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9143 - g_loss: 1.9790 - d_accuracy: 0.8084 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8889 - g_loss: 1.9274 - d_accuracy: 0.8246Epoch 394: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8907 - g_loss: 1.9179 - d_accuracy: 0.8235 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8637 - g_loss: 1.9447 - d_accuracy: 0.8310Epoch 395: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8621 - g_loss: 1.9292 - d_accuracy: 0.8328
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9200 - g_loss: 1.9643 - d_accuracy: 0.8082Epoch 396: D Accuracy = 0.8382 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9154 - g_loss: 1.9751 - d_accuracy: 0.8093 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9031 - g_loss: 1.9383 - d_accuracy: 0.8198Epoch 397: D Accuracy = 0.8015 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9073 - g_loss: 1.9218 - d_accuracy: 0.8191 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8703 - g_loss: 2.0214 - d_accuracy: 0.8297Epoch 398: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8786 - g_loss: 2.0689 - d_accuracy: 0.8245 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8943 - g_loss: 1.9780 - d_accuracy: 0.8235Epoch 399: D Accuracy = 0.8897 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8883 - g_loss: 1.9846 - d_accuracy: 0.8258 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9200 - g_loss: 2.0244 - d_accuracy: 0.8096 Class 1 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.7059 27/27 [==============================] - 1s 41ms/step - d_loss: 0.9227 - g_loss: 2.0787 - d_accuracy: 0.8059 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9212 - g_loss: 1.9458 - d_accuracy: 0.8107Epoch 401: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9204 - g_loss: 1.9297 - d_accuracy: 0.8119 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8753 - g_loss: 1.9734 - d_accuracy: 0.8287Epoch 402: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8773 - g_loss: 1.9773 - d_accuracy: 0.8278 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9366 - g_loss: 2.0049 - d_accuracy: 0.7964Epoch 403: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9419 - g_loss: 2.0374 - d_accuracy: 0.7929 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9179 - g_loss: 1.9381 - d_accuracy: 0.8090Epoch 404: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9286 - g_loss: 1.9040 - d_accuracy: 0.8067 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8935 - g_loss: 1.9835 - d_accuracy: 0.8139Epoch 405: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8947 - g_loss: 1.9692 - d_accuracy: 0.8140 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9168 - g_loss: 1.9020 - d_accuracy: 0.8081Epoch 406: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9197 - g_loss: 1.8779 - d_accuracy: 0.8087 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8718 - g_loss: 1.9874 - d_accuracy: 0.8265Epoch 407: D Accuracy = 0.8309 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8746 - g_loss: 1.9788 - d_accuracy: 0.8266 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8835 - g_loss: 2.0023 - d_accuracy: 0.8239Epoch 408: D Accuracy = 0.8456 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8823 - g_loss: 1.9960 - d_accuracy: 0.8246 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8966 - g_loss: 2.0330 - d_accuracy: 0.8190Epoch 409: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8975 - g_loss: 2.0475 - d_accuracy: 0.8165 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8908 - g_loss: 1.9543 - d_accuracy: 0.8177Epoch 410: D Accuracy = 0.9265 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8854 - g_loss: 1.9555 - d_accuracy: 0.8216 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8670 - g_loss: 1.9652 - d_accuracy: 0.8348Epoch 411: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8677 - g_loss: 1.9534 - d_accuracy: 0.8362 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8619 - g_loss: 2.0137 - d_accuracy: 0.8354Epoch 412: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8640 - g_loss: 2.0173 - d_accuracy: 0.8334 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9011 - g_loss: 2.0120 - d_accuracy: 0.8183Epoch 413: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8988 - g_loss: 2.0300 - d_accuracy: 0.8184 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8971 - g_loss: 1.9949 - d_accuracy: 0.8164Epoch 414: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8927 - g_loss: 1.9859 - d_accuracy: 0.8192 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8813 - g_loss: 2.0136 - d_accuracy: 0.8266Epoch 415: D Accuracy = 0.8529 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8841 - g_loss: 1.9898 - d_accuracy: 0.8275 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8828 - g_loss: 2.0689 - d_accuracy: 0.8224Epoch 416: D Accuracy = 0.7059 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8864 - g_loss: 2.1105 - d_accuracy: 0.8183 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8347 - g_loss: 1.9925 - d_accuracy: 0.8517Epoch 417: D Accuracy = 0.8603 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8354 - g_loss: 1.9961 - d_accuracy: 0.8520 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8592 - g_loss: 1.9907 - d_accuracy: 0.8351Epoch 418: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8652 - g_loss: 1.9582 - d_accuracy: 0.8341 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8671 - g_loss: 2.0203 - d_accuracy: 0.8301Epoch 419: D Accuracy = 0.8456 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8692 - g_loss: 2.0030 - d_accuracy: 0.8306 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8775 - g_loss: 2.0208 - d_accuracy: 0.8298Epoch 420: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8797 - g_loss: 2.0517 - d_accuracy: 0.8275 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8677 - g_loss: 2.0740 - d_accuracy: 0.8310Epoch 421: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8693 - g_loss: 2.1137 - d_accuracy: 0.8284 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8851 - g_loss: 2.0342 - d_accuracy: 0.8249Epoch 422: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8931 - g_loss: 2.0675 - d_accuracy: 0.8190 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8841 - g_loss: 2.0232 - d_accuracy: 0.8231Epoch 423: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8866 - g_loss: 2.0100 - d_accuracy: 0.8239 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8565 - g_loss: 2.0533 - d_accuracy: 0.8312Epoch 424: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8578 - g_loss: 2.0430 - d_accuracy: 0.8299 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8637 - g_loss: 2.0314 - d_accuracy: 0.8369Epoch 425: D Accuracy = 0.8897 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8599 - g_loss: 2.0493 - d_accuracy: 0.8388 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8331 - g_loss: 2.0474 - d_accuracy: 0.8481Epoch 426: D Accuracy = 0.8676 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8352 - g_loss: 2.0244 - d_accuracy: 0.8488 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9306 - g_loss: 2.0923 - d_accuracy: 0.8056Epoch 427: D Accuracy = 0.8971 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9226 - g_loss: 2.0982 - d_accuracy: 0.8089 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9420 - g_loss: 2.0181 - d_accuracy: 0.8028Epoch 428: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9426 - g_loss: 2.0209 - d_accuracy: 0.8009 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8511 - g_loss: 2.0266 - d_accuracy: 0.8329Epoch 429: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8516 - g_loss: 2.0168 - d_accuracy: 0.8320 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8684 - g_loss: 2.0407 - d_accuracy: 0.8302Epoch 430: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8647 - g_loss: 2.0512 - d_accuracy: 0.8318 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8545 - g_loss: 2.0649 - d_accuracy: 0.8384Epoch 431: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8562 - g_loss: 2.0849 - d_accuracy: 0.8369 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9019 - g_loss: 2.0351 - d_accuracy: 0.8154Epoch 432: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9062 - g_loss: 2.0110 - d_accuracy: 0.8154 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8467 - g_loss: 2.0838 - d_accuracy: 0.8374Epoch 433: D Accuracy = 0.7647 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8501 - g_loss: 2.0889 - d_accuracy: 0.8348 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8900 - g_loss: 2.0840 - d_accuracy: 0.8178Epoch 434: D Accuracy = 0.8971 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8872 - g_loss: 2.0711 - d_accuracy: 0.8206 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8721 - g_loss: 2.0476 - d_accuracy: 0.8314Epoch 435: D Accuracy = 0.9559 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8665 - g_loss: 2.0468 - d_accuracy: 0.8359 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8763 - g_loss: 2.0489 - d_accuracy: 0.8281Epoch 436: D Accuracy = 0.8162 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8783 - g_loss: 2.0326 - d_accuracy: 0.8277 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8784 - g_loss: 2.0591 - d_accuracy: 0.8248Epoch 437: D Accuracy = 0.8897 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8752 - g_loss: 2.0454 - d_accuracy: 0.8271 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8860 - g_loss: 2.0849 - d_accuracy: 0.8182Epoch 438: D Accuracy = 0.8382 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8866 - g_loss: 2.0886 - d_accuracy: 0.8189 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8960 - g_loss: 2.0614 - d_accuracy: 0.8130Epoch 439: D Accuracy = 0.8309 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8935 - g_loss: 2.0574 - d_accuracy: 0.8137 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8442 - g_loss: 2.0641 - d_accuracy: 0.8434Epoch 440: D Accuracy = 0.8235 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8455 - g_loss: 2.0647 - d_accuracy: 0.8427 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8679 - g_loss: 2.0875 - d_accuracy: 0.8299Epoch 441: D Accuracy = 0.8603 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8681 - g_loss: 2.0713 - d_accuracy: 0.8310 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8329 - g_loss: 2.0800 - d_accuracy: 0.8475Epoch 442: D Accuracy = 0.8603 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8299 - g_loss: 2.0853 - d_accuracy: 0.8480 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8477 - g_loss: 2.0987 - d_accuracy: 0.8427Epoch 443: D Accuracy = 0.9338 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8403 - g_loss: 2.1117 - d_accuracy: 0.8460 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8553 - g_loss: 2.0658 - d_accuracy: 0.8370Epoch 444: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8558 - g_loss: 2.0598 - d_accuracy: 0.8371 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8671 - g_loss: 2.1034 - d_accuracy: 0.8335Epoch 445: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8681 - g_loss: 2.0876 - d_accuracy: 0.8342 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8586 - g_loss: 2.1496 - d_accuracy: 0.8341Epoch 446: D Accuracy = 0.9044 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8562 - g_loss: 2.1426 - d_accuracy: 0.8366 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8527 - g_loss: 2.0994 - d_accuracy: 0.8353Epoch 447: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8527 - g_loss: 2.1010 - d_accuracy: 0.8349 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8421 - g_loss: 2.1053 - d_accuracy: 0.8442Epoch 448: D Accuracy = 0.8162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8405 - g_loss: 2.1299 - d_accuracy: 0.8432 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9175 - g_loss: 2.0750 - d_accuracy: 0.8135Epoch 449: D Accuracy = 0.8603 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9173 - g_loss: 2.0582 - d_accuracy: 0.8152 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8442 - g_loss: 2.1199 - d_accuracy: 0.8391Epoch 450: D Accuracy = 0.8309 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8451 - g_loss: 2.1412 - d_accuracy: 0.8388 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8236 - g_loss: 2.0742 - d_accuracy: 0.8556Epoch 451: D Accuracy = 0.8603 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8203 - g_loss: 2.0810 - d_accuracy: 0.8558 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8540 - g_loss: 2.1302 - d_accuracy: 0.8321Epoch 452: D Accuracy = 0.8603 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8558 - g_loss: 2.1095 - d_accuracy: 0.8331 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8901 - g_loss: 2.1436 - d_accuracy: 0.8221Epoch 453: D Accuracy = 0.8015 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9014 - g_loss: 2.1081 - d_accuracy: 0.8213 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8593 - g_loss: 2.1357 - d_accuracy: 0.8308Epoch 454: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8597 - g_loss: 2.1197 - d_accuracy: 0.8313 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8188 - g_loss: 2.1584 - d_accuracy: 0.8451Epoch 455: D Accuracy = 0.7941 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8207 - g_loss: 2.1541 - d_accuracy: 0.8433 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9911 - g_loss: 2.1714 - d_accuracy: 0.8119Epoch 456: D Accuracy = 0.8235 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9849 - g_loss: 2.1887 - d_accuracy: 0.8123 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8416 - g_loss: 2.0888 - d_accuracy: 0.8438Epoch 457: D Accuracy = 0.8971 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8406 - g_loss: 2.0814 - d_accuracy: 0.8457 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8112 - g_loss: 2.1148 - d_accuracy: 0.8573Epoch 458: D Accuracy = 0.8824 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8093 - g_loss: 2.1236 - d_accuracy: 0.8582 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8255 - g_loss: 2.1726 - d_accuracy: 0.8426Epoch 459: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8306 - g_loss: 2.1950 - d_accuracy: 0.8367 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8491 - g_loss: 2.1549 - d_accuracy: 0.8406Epoch 460: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8568 - g_loss: 2.1894 - d_accuracy: 0.8350 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8792 - g_loss: 2.1325 - d_accuracy: 0.8282Epoch 461: D Accuracy = 0.8971 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8728 - g_loss: 2.1429 - d_accuracy: 0.8307 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8208 - g_loss: 2.1515 - d_accuracy: 0.8562Epoch 462: D Accuracy = 0.8162 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8223 - g_loss: 2.1812 - d_accuracy: 0.8548 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8338 - g_loss: 2.1765 - d_accuracy: 0.8443Epoch 463: D Accuracy = 0.7574 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8355 - g_loss: 2.2136 - d_accuracy: 0.8412
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8474 - g_loss: 2.1833 - d_accuracy: 0.8413Epoch 464: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8499 - g_loss: 2.1925 - d_accuracy: 0.8396 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8616 - g_loss: 2.1283 - d_accuracy: 0.8373Epoch 465: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8583 - g_loss: 2.1250 - d_accuracy: 0.8383 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8189 - g_loss: 2.1562 - d_accuracy: 0.8508Epoch 466: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8183 - g_loss: 2.1718 - d_accuracy: 0.8506 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8385 - g_loss: 2.1808 - d_accuracy: 0.8395Epoch 467: D Accuracy = 0.9044 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8348 - g_loss: 2.1758 - d_accuracy: 0.8418 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8151 - g_loss: 2.1258 - d_accuracy: 0.8572Epoch 468: D Accuracy = 0.9191 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8142 - g_loss: 2.1139 - d_accuracy: 0.8595 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8474 - g_loss: 2.1874 - d_accuracy: 0.8378Epoch 469: D Accuracy = 0.8971 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8464 - g_loss: 2.1687 - d_accuracy: 0.8399 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8186 - g_loss: 2.2168 - d_accuracy: 0.8442Epoch 470: D Accuracy = 0.8015 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8212 - g_loss: 2.2312 - d_accuracy: 0.8427 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8364 - g_loss: 2.1587 - d_accuracy: 0.8414Epoch 471: D Accuracy = 0.7794 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8396 - g_loss: 2.1502 - d_accuracy: 0.8392 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8145 - g_loss: 2.2268 - d_accuracy: 0.8497Epoch 472: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8132 - g_loss: 2.2267 - d_accuracy: 0.8508 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8133 - g_loss: 2.1635 - d_accuracy: 0.8541Epoch 473: D Accuracy = 0.8382 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8195 - g_loss: 2.1370 - d_accuracy: 0.8535 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8251 - g_loss: 2.1487 - d_accuracy: 0.8469Epoch 474: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8250 - g_loss: 2.1359 - d_accuracy: 0.8479 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8519 - g_loss: 2.2051 - d_accuracy: 0.8352Epoch 475: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8470 - g_loss: 2.2077 - d_accuracy: 0.8369 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8734 - g_loss: 2.1847 - d_accuracy: 0.8260Epoch 476: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8725 - g_loss: 2.1751 - d_accuracy: 0.8267 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8263 - g_loss: 2.1612 - d_accuracy: 0.8490Epoch 477: D Accuracy = 0.9338 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8227 - g_loss: 2.1527 - d_accuracy: 0.8520 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8283 - g_loss: 2.1937 - d_accuracy: 0.8434Epoch 478: D Accuracy = 0.8456 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8275 - g_loss: 2.1901 - d_accuracy: 0.8435 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8385 - g_loss: 2.1979 - d_accuracy: 0.8410Epoch 479: D Accuracy = 0.8015 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8420 - g_loss: 2.1826 - d_accuracy: 0.8396 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8408 - g_loss: 2.1827 - d_accuracy: 0.8406Epoch 480: D Accuracy = 0.8603 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8412 - g_loss: 2.1757 - d_accuracy: 0.8413 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8654 - g_loss: 2.2270 - d_accuracy: 0.8309Epoch 481: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8643 - g_loss: 2.2141 - d_accuracy: 0.8315 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8944 - g_loss: 2.1716 - d_accuracy: 0.8217Epoch 482: D Accuracy = 0.9044 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8911 - g_loss: 2.1608 - d_accuracy: 0.8246 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8192 - g_loss: 2.2071 - d_accuracy: 0.8500Epoch 483: D Accuracy = 0.9338 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8142 - g_loss: 2.2079 - d_accuracy: 0.8530 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8069 - g_loss: 2.2258 - d_accuracy: 0.8534Epoch 484: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8086 - g_loss: 2.2405 - d_accuracy: 0.8507 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8318 - g_loss: 2.1526 - d_accuracy: 0.8458Epoch 485: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8274 - g_loss: 2.1675 - d_accuracy: 0.8471 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7911 - g_loss: 2.2232 - d_accuracy: 0.8621Epoch 486: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7897 - g_loss: 2.2648 - d_accuracy: 0.8602 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8449 - g_loss: 2.2040 - d_accuracy: 0.8427Epoch 487: D Accuracy = 0.8897 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8424 - g_loss: 2.1999 - d_accuracy: 0.8444 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8389 - g_loss: 2.1659 - d_accuracy: 0.8386Epoch 488: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8439 - g_loss: 2.1440 - d_accuracy: 0.8363 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8288 - g_loss: 2.1980 - d_accuracy: 0.8448Epoch 489: D Accuracy = 0.8382 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8305 - g_loss: 2.1927 - d_accuracy: 0.8446 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8093 - g_loss: 2.2042 - d_accuracy: 0.8537Epoch 490: D Accuracy = 0.8897 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8101 - g_loss: 2.1800 - d_accuracy: 0.8550 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8210 - g_loss: 2.2470 - d_accuracy: 0.8456Epoch 491: D Accuracy = 0.7132 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8269 - g_loss: 2.2715 - d_accuracy: 0.8408 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8336 - g_loss: 2.1953 - d_accuracy: 0.8379Epoch 492: D Accuracy = 0.8971 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8303 - g_loss: 2.1843 - d_accuracy: 0.8400 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7984 - g_loss: 2.2121 - d_accuracy: 0.8590Epoch 493: D Accuracy = 0.8456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7988 - g_loss: 2.2261 - d_accuracy: 0.8585 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8281 - g_loss: 2.2525 - d_accuracy: 0.8430Epoch 494: D Accuracy = 0.7721 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8299 - g_loss: 2.2791 - d_accuracy: 0.8404 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8042 - g_loss: 2.2331 - d_accuracy: 0.8570Epoch 495: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8042 - g_loss: 2.2450 - d_accuracy: 0.8558
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8070 - g_loss: 2.2132 - d_accuracy: 0.8582Epoch 496: D Accuracy = 0.8897 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8074 - g_loss: 2.1945 - d_accuracy: 0.8593 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8126 - g_loss: 2.2824 - d_accuracy: 0.8520Epoch 497: D Accuracy = 0.8603 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8120 - g_loss: 2.2683 - d_accuracy: 0.8523 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7978 - g_loss: 2.2732 - d_accuracy: 0.8551Epoch 498: D Accuracy = 0.9191 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7928 - g_loss: 2.2777 - d_accuracy: 0.8574 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8007 - g_loss: 2.2273 - d_accuracy: 0.8589Epoch 499: D Accuracy = 0.8162 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8030 - g_loss: 2.2353 - d_accuracy: 0.8574 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8396 - g_loss: 2.2780 - d_accuracy: 0.8414 Class 1 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.8088 27/27 [==============================] - 1s 41ms/step - d_loss: 0.8385 - g_loss: 2.3042 - d_accuracy: 0.8403 Training DCGAN for class 2... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.0748 - g_loss: 1.4150 - d_accuracy: 0.7500WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0159s vs `on_train_batch_end` time: 0.0178s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.7549 - g_loss: 2.4693 - d_accuracy: 0.8796 Epoch 1: Generator loss improved from inf to 3.5175. Saving weights. Epoch 1: D Accuracy = 0.8929 27/27 [==============================] - 2s 42ms/step - d_loss: 0.7506 - g_loss: 2.5068 - d_accuracy: 0.8800 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4998 - g_loss: 3.4106 - d_accuracy: 0.9652Epoch 2: D Accuracy = 0.9929 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4978 - g_loss: 3.4304 - d_accuracy: 0.9661 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7797 - g_loss: 3.6183 - d_accuracy: 0.8727 Epoch 3: Generator loss improved from 3.5175 to 0.9447. Saving weights. Epoch 3: D Accuracy = 0.5857 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8011 - g_loss: 3.5228 - d_accuracy: 0.8624 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1657 - g_loss: 1.4424 - d_accuracy: 0.7351Epoch 4: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1597 - g_loss: 1.4428 - d_accuracy: 0.7369 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1407 - g_loss: 1.3159 - d_accuracy: 0.7215Epoch 5: D Accuracy = 0.7429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1391 - g_loss: 1.3111 - d_accuracy: 0.7223 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1904 - g_loss: 1.1858 - d_accuracy: 0.6941Epoch 6: D Accuracy = 0.6714 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1899 - g_loss: 1.1821 - d_accuracy: 0.6933 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1929 - g_loss: 1.1513 - d_accuracy: 0.6925Epoch 7: D Accuracy = 0.6786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1933 - g_loss: 1.1596 - d_accuracy: 0.6920 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1783 - g_loss: 1.1849 - d_accuracy: 0.7013Epoch 8: D Accuracy = 0.7643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1778 - g_loss: 1.1766 - d_accuracy: 0.7036 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1110 - g_loss: 1.2773 - d_accuracy: 0.7314Epoch 9: D Accuracy = 0.7786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1095 - g_loss: 1.2725 - d_accuracy: 0.7331 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0830 - g_loss: 1.3333 - d_accuracy: 0.7605Epoch 10: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0791 - g_loss: 1.3312 - d_accuracy: 0.7619 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0633 - g_loss: 1.4415 - d_accuracy: 0.7586Epoch 11: D Accuracy = 0.7357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0596 - g_loss: 1.4501 - d_accuracy: 0.7578 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9858 - g_loss: 1.4913 - d_accuracy: 0.8017Epoch 12: D Accuracy = 0.8143 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9843 - g_loss: 1.5001 - d_accuracy: 0.8022 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9982 - g_loss: 1.6102 - d_accuracy: 0.7867Epoch 13: D Accuracy = 0.6286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0107 - g_loss: 1.6697 - d_accuracy: 0.7811 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9278 - g_loss: 1.6287 - d_accuracy: 0.8182Epoch 14: D Accuracy = 0.8714 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9262 - g_loss: 1.6225 - d_accuracy: 0.8201 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9467 - g_loss: 1.7485 - d_accuracy: 0.8075Epoch 15: D Accuracy = 0.7857 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9453 - g_loss: 1.7500 - d_accuracy: 0.8067 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9014 - g_loss: 1.8052 - d_accuracy: 0.8238Epoch 16: D Accuracy = 0.6643 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9110 - g_loss: 1.8521 - d_accuracy: 0.8181 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9014 - g_loss: 1.7717 - d_accuracy: 0.8286Epoch 17: D Accuracy = 0.8143 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9024 - g_loss: 1.7574 - d_accuracy: 0.8281 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8940 - g_loss: 1.8878 - d_accuracy: 0.8280Epoch 18: D Accuracy = 0.8643 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8911 - g_loss: 1.8796 - d_accuracy: 0.8293 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9140 - g_loss: 1.9462 - d_accuracy: 0.8118Epoch 19: D Accuracy = 0.7071 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9181 - g_loss: 1.9778 - d_accuracy: 0.8080 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8213 - g_loss: 1.8958 - d_accuracy: 0.8563Epoch 20: D Accuracy = 0.8929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8193 - g_loss: 1.8879 - d_accuracy: 0.8576 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9190 - g_loss: 1.9521 - d_accuracy: 0.8150Epoch 21: D Accuracy = 0.8357 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9200 - g_loss: 1.9227 - d_accuracy: 0.8157 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8905 - g_loss: 1.8720 - d_accuracy: 0.8200Epoch 22: D Accuracy = 0.7429 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8930 - g_loss: 1.9008 - d_accuracy: 0.8173 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9626 - g_loss: 1.7298 - d_accuracy: 0.7971Epoch 23: D Accuracy = 0.9000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9568 - g_loss: 1.7261 - d_accuracy: 0.8008 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0186 - g_loss: 1.6646 - d_accuracy: 0.7714Epoch 24: D Accuracy = 0.7643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0197 - g_loss: 1.6662 - d_accuracy: 0.7711 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0108 - g_loss: 1.5656 - d_accuracy: 0.7786Epoch 25: D Accuracy = 0.7714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0120 - g_loss: 1.5451 - d_accuracy: 0.7783 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0244 - g_loss: 1.5626 - d_accuracy: 0.7720Epoch 26: D Accuracy = 0.8286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0218 - g_loss: 1.5527 - d_accuracy: 0.7740 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0576 - g_loss: 1.5419 - d_accuracy: 0.7565Epoch 27: D Accuracy = 0.7929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0538 - g_loss: 1.5415 - d_accuracy: 0.7578 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9958 - g_loss: 1.5377 - d_accuracy: 0.7816Epoch 28: D Accuracy = 0.7429 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9998 - g_loss: 1.5411 - d_accuracy: 0.7802 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0515 - g_loss: 1.5255 - d_accuracy: 0.7625Epoch 29: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0488 - g_loss: 1.5175 - d_accuracy: 0.7633 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0329 - g_loss: 1.5300 - d_accuracy: 0.7668Epoch 30: D Accuracy = 0.8214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0307 - g_loss: 1.5185 - d_accuracy: 0.7688
Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0767 - g_loss: 1.5442 - d_accuracy: 0.7481Epoch 31: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0719 - g_loss: 1.5601 - d_accuracy: 0.7495 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0309 - g_loss: 1.5081 - d_accuracy: 0.7680Epoch 32: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0344 - g_loss: 1.5308 - d_accuracy: 0.7636 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0147 - g_loss: 1.5054 - d_accuracy: 0.7766Epoch 33: D Accuracy = 0.8286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0119 - g_loss: 1.5039 - d_accuracy: 0.7785 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0333 - g_loss: 1.5335 - d_accuracy: 0.7650Epoch 34: D Accuracy = 0.7643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0333 - g_loss: 1.5261 - d_accuracy: 0.7650 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0840 - g_loss: 1.5100 - d_accuracy: 0.7457Epoch 35: D Accuracy = 0.8500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0759 - g_loss: 1.5131 - d_accuracy: 0.7495 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0488 - g_loss: 1.5148 - d_accuracy: 0.7578Epoch 36: D Accuracy = 0.7571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0495 - g_loss: 1.5087 - d_accuracy: 0.7578 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0213 - g_loss: 1.4951 - d_accuracy: 0.7757Epoch 37: D Accuracy = 0.8571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0179 - g_loss: 1.4884 - d_accuracy: 0.7786 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0615 - g_loss: 1.4812 - d_accuracy: 0.7555Epoch 38: D Accuracy = 0.7786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0596 - g_loss: 1.4810 - d_accuracy: 0.7564 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0648 - g_loss: 1.4940 - d_accuracy: 0.7505Epoch 39: D Accuracy = 0.8071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0614 - g_loss: 1.5052 - d_accuracy: 0.7525 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0210 - g_loss: 1.4819 - d_accuracy: 0.7746 Epoch 40: Generator loss improved from 0.9447 to 0.8050. Saving weights. Epoch 40: D Accuracy = 0.7357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0263 - g_loss: 1.4578 - d_accuracy: 0.7733 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0601 - g_loss: 1.4920 - d_accuracy: 0.7565Epoch 41: D Accuracy = 0.7071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0625 - g_loss: 1.4896 - d_accuracy: 0.7548 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0897 - g_loss: 1.4726 - d_accuracy: 0.7404Epoch 42: D Accuracy = 0.6929 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0886 - g_loss: 1.4911 - d_accuracy: 0.7387 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0688 - g_loss: 1.4504 - d_accuracy: 0.7542Epoch 43: D Accuracy = 0.7571 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0711 - g_loss: 1.4335 - d_accuracy: 0.7543 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0545 - g_loss: 1.4484 - d_accuracy: 0.7567Epoch 44: D Accuracy = 0.8286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0515 - g_loss: 1.4492 - d_accuracy: 0.7592 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0860 - g_loss: 1.4367 - d_accuracy: 0.7318Epoch 45: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0873 - g_loss: 1.4237 - d_accuracy: 0.7311 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1278 - g_loss: 1.4450 - d_accuracy: 0.7162Epoch 46: D Accuracy = 0.7714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1266 - g_loss: 1.4328 - d_accuracy: 0.7182 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0710 - g_loss: 1.4162 - d_accuracy: 0.7501Epoch 47: D Accuracy = 0.7929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0675 - g_loss: 1.4209 - d_accuracy: 0.7517 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1046 - g_loss: 1.4416 - d_accuracy: 0.7276Epoch 48: D Accuracy = 0.6929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1046 - g_loss: 1.4471 - d_accuracy: 0.7264 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.4159 - d_accuracy: 0.7496Epoch 49: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0808 - g_loss: 1.4245 - d_accuracy: 0.7478 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1039 - g_loss: 1.3916 - d_accuracy: 0.7263Epoch 50: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1036 - g_loss: 1.3930 - d_accuracy: 0.7254 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0980 - g_loss: 1.3736 - d_accuracy: 0.7391Epoch 51: D Accuracy = 0.7286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0999 - g_loss: 1.3611 - d_accuracy: 0.7387 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0970 - g_loss: 1.3944 - d_accuracy: 0.7305Epoch 52: D Accuracy = 0.7929 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0951 - g_loss: 1.3909 - d_accuracy: 0.7327 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0970 - g_loss: 1.3830 - d_accuracy: 0.7349Epoch 53: D Accuracy = 0.6857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0978 - g_loss: 1.3912 - d_accuracy: 0.7331 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0876 - g_loss: 1.4117 - d_accuracy: 0.7370Epoch 54: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0862 - g_loss: 1.4280 - d_accuracy: 0.7361 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1416 - g_loss: 1.3921 - d_accuracy: 0.7130Epoch 55: D Accuracy = 0.6857 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1438 - g_loss: 1.4155 - d_accuracy: 0.7121 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1127 - g_loss: 1.3424 - d_accuracy: 0.7292Epoch 56: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1126 - g_loss: 1.3471 - d_accuracy: 0.7282 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0886 - g_loss: 1.3630 - d_accuracy: 0.7414Epoch 57: D Accuracy = 0.6786 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0898 - g_loss: 1.3706 - d_accuracy: 0.7392 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1225 - g_loss: 1.3473 - d_accuracy: 0.7266Epoch 58: D Accuracy = 0.7286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1194 - g_loss: 1.3472 - d_accuracy: 0.7267 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0973 - g_loss: 1.3622 - d_accuracy: 0.7369Epoch 59: D Accuracy = 0.7429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0963 - g_loss: 1.3597 - d_accuracy: 0.7371 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1235 - g_loss: 1.3365 - d_accuracy: 0.7205Epoch 60: D Accuracy = 0.8286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1179 - g_loss: 1.3370 - d_accuracy: 0.7244 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1026 - g_loss: 1.3563 - d_accuracy: 0.7340Epoch 61: D Accuracy = 0.7357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1031 - g_loss: 1.3573 - d_accuracy: 0.7341 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1394 - g_loss: 1.3684 - d_accuracy: 0.7179Epoch 62: D Accuracy = 0.7571 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1352 - g_loss: 1.3720 - d_accuracy: 0.7193
Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1288 - g_loss: 1.3536 - d_accuracy: 0.7204Epoch 63: D Accuracy = 0.7286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1272 - g_loss: 1.3696 - d_accuracy: 0.7207 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0636 - g_loss: 1.3522 - d_accuracy: 0.7486Epoch 64: D Accuracy = 0.7786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0633 - g_loss: 1.3438 - d_accuracy: 0.7497 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1424 - g_loss: 1.3852 - d_accuracy: 0.7096Epoch 65: D Accuracy = 0.7071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1420 - g_loss: 1.3886 - d_accuracy: 0.7096 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1313 - g_loss: 1.3527 - d_accuracy: 0.7167Epoch 66: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1294 - g_loss: 1.3403 - d_accuracy: 0.7197 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0811 - g_loss: 1.3425 - d_accuracy: 0.7437Epoch 67: D Accuracy = 0.8071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0780 - g_loss: 1.3375 - d_accuracy: 0.7460 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0998 - g_loss: 1.3628 - d_accuracy: 0.7301Epoch 68: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0993 - g_loss: 1.3676 - d_accuracy: 0.7303 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1545 - g_loss: 1.3711 - d_accuracy: 0.6990Epoch 69: D Accuracy = 0.5571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1611 - g_loss: 1.3891 - d_accuracy: 0.6940 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1298 - g_loss: 1.3142 - d_accuracy: 0.7199Epoch 70: D Accuracy = 0.7429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1320 - g_loss: 1.3042 - d_accuracy: 0.7208 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0993 - g_loss: 1.3462 - d_accuracy: 0.7342Epoch 71: D Accuracy = 0.7214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0992 - g_loss: 1.3556 - d_accuracy: 0.7337 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1018 - g_loss: 1.3102 - d_accuracy: 0.7338Epoch 72: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1017 - g_loss: 1.3189 - d_accuracy: 0.7326 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1135 - g_loss: 1.3088 - d_accuracy: 0.7276Epoch 73: D Accuracy = 0.7071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1147 - g_loss: 1.2944 - d_accuracy: 0.7268 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1127 - g_loss: 1.3635 - d_accuracy: 0.7335Epoch 74: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1101 - g_loss: 1.3669 - d_accuracy: 0.7359 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1204 - g_loss: 1.3328 - d_accuracy: 0.7280Epoch 75: D Accuracy = 0.7214 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1206 - g_loss: 1.3345 - d_accuracy: 0.7277 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1281 - g_loss: 1.3355 - d_accuracy: 0.7226Epoch 76: D Accuracy = 0.7786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1279 - g_loss: 1.3351 - d_accuracy: 0.7246 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1227 - g_loss: 1.3582 - d_accuracy: 0.7195Epoch 77: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1213 - g_loss: 1.3641 - d_accuracy: 0.7193 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1295 - g_loss: 1.2952 - d_accuracy: 0.7190Epoch 78: D Accuracy = 0.7714 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1280 - g_loss: 1.2935 - d_accuracy: 0.7208 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1376 - g_loss: 1.3303 - d_accuracy: 0.7097Epoch 79: D Accuracy = 0.6429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1422 - g_loss: 1.3413 - d_accuracy: 0.7073 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1336 - g_loss: 1.2863 - d_accuracy: 0.7206Epoch 80: D Accuracy = 0.7643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1323 - g_loss: 1.2854 - d_accuracy: 0.7221 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1375 - g_loss: 1.3549 - d_accuracy: 0.7141Epoch 81: D Accuracy = 0.7286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1323 - g_loss: 1.3674 - d_accuracy: 0.7146 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1359 - g_loss: 1.3608 - d_accuracy: 0.7168Epoch 82: D Accuracy = 0.6929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1347 - g_loss: 1.3718 - d_accuracy: 0.7159 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1418 - g_loss: 1.3071 - d_accuracy: 0.7101Epoch 83: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1416 - g_loss: 1.3229 - d_accuracy: 0.7080 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1120 - g_loss: 1.3079 - d_accuracy: 0.7243Epoch 84: D Accuracy = 0.7714 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1090 - g_loss: 1.2973 - d_accuracy: 0.7260 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1413 - g_loss: 1.3478 - d_accuracy: 0.7080Epoch 85: D Accuracy = 0.6357 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1409 - g_loss: 1.3650 - d_accuracy: 0.7054 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1369 - g_loss: 1.3050 - d_accuracy: 0.7194Epoch 86: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1381 - g_loss: 1.3027 - d_accuracy: 0.7187 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1423 - g_loss: 1.3364 - d_accuracy: 0.7175Epoch 87: D Accuracy = 0.6643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1450 - g_loss: 1.3409 - d_accuracy: 0.7156 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1458 - g_loss: 1.2981 - d_accuracy: 0.7165Epoch 88: D Accuracy = 0.7357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1446 - g_loss: 1.2877 - d_accuracy: 0.7172 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1274 - g_loss: 1.3216 - d_accuracy: 0.7184Epoch 89: D Accuracy = 0.6786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1300 - g_loss: 1.3144 - d_accuracy: 0.7170 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1083 - g_loss: 1.3327 - d_accuracy: 0.7285Epoch 90: D Accuracy = 0.7429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1088 - g_loss: 1.3172 - d_accuracy: 0.7290 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1488 - g_loss: 1.3346 - d_accuracy: 0.7110Epoch 91: D Accuracy = 0.7429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1471 - g_loss: 1.3317 - d_accuracy: 0.7121 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1297 - g_loss: 1.3238 - d_accuracy: 0.7186Epoch 92: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1320 - g_loss: 1.3302 - d_accuracy: 0.7164 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1348 - g_loss: 1.2841 - d_accuracy: 0.7134Epoch 93: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1331 - g_loss: 1.2798 - d_accuracy: 0.7142 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1208 - g_loss: 1.3514 - d_accuracy: 0.7200Epoch 94: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1189 - g_loss: 1.3606 - d_accuracy: 0.7198 Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1415 - g_loss: 1.3299 - d_accuracy: 0.7130Epoch 95: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1391 - g_loss: 1.3381 - d_accuracy: 0.7143 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1161 - g_loss: 1.3147 - d_accuracy: 0.7272Epoch 96: D Accuracy = 0.7429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1138 - g_loss: 1.3193 - d_accuracy: 0.7277 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1200 - g_loss: 1.3186 - d_accuracy: 0.7186Epoch 97: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1191 - g_loss: 1.3154 - d_accuracy: 0.7197 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0979 - g_loss: 1.3463 - d_accuracy: 0.7395Epoch 98: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0949 - g_loss: 1.3460 - d_accuracy: 0.7411 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1732 - g_loss: 1.3438 - d_accuracy: 0.6968Epoch 99: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1674 - g_loss: 1.3455 - d_accuracy: 0.7000 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1320 - g_loss: 1.3091 - d_accuracy: 0.7162 Class 2 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.7429 27/27 [==============================] - 1s 40ms/step - d_loss: 1.1305 - g_loss: 1.3117 - d_accuracy: 0.7171 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1513 - g_loss: 1.2964 - d_accuracy: 0.7059Epoch 101: D Accuracy = 0.6643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1529 - g_loss: 1.3039 - d_accuracy: 0.7044 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1239 - g_loss: 1.3171 - d_accuracy: 0.7236Epoch 102: D Accuracy = 0.8071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1226 - g_loss: 1.3043 - d_accuracy: 0.7266 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1174 - g_loss: 1.3062 - d_accuracy: 0.7252Epoch 103: D Accuracy = 0.7357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1169 - g_loss: 1.3084 - d_accuracy: 0.7255 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1372 - g_loss: 1.2869 - d_accuracy: 0.7131Epoch 104: D Accuracy = 0.7429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1359 - g_loss: 1.2793 - d_accuracy: 0.7142 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1562 - g_loss: 1.3543 - d_accuracy: 0.7011Epoch 105: D Accuracy = 0.7786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1511 - g_loss: 1.3561 - d_accuracy: 0.7039 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1521 - g_loss: 1.3118 - d_accuracy: 0.7073Epoch 106: D Accuracy = 0.6714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1564 - g_loss: 1.2946 - d_accuracy: 0.7060 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1437 - g_loss: 1.3379 - d_accuracy: 0.7082Epoch 107: D Accuracy = 0.8214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1381 - g_loss: 1.3334 - d_accuracy: 0.7123 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1232 - g_loss: 1.3312 - d_accuracy: 0.7198Epoch 108: D Accuracy = 0.7286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1216 - g_loss: 1.3392 - d_accuracy: 0.7201 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1296 - g_loss: 1.3052 - d_accuracy: 0.7190 Epoch 109: Generator loss improved from 0.8050 to 0.6894. Saving weights. Epoch 109: D Accuracy = 0.6643 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1374 - g_loss: 1.2832 - d_accuracy: 0.7171 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1351 - g_loss: 1.3364 - d_accuracy: 0.7124Epoch 110: D Accuracy = 0.7143 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1353 - g_loss: 1.3272 - d_accuracy: 0.7124 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1107 - g_loss: 1.3060 - d_accuracy: 0.7255Epoch 111: D Accuracy = 0.8357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1052 - g_loss: 1.3069 - d_accuracy: 0.7295 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1373 - g_loss: 1.3416 - d_accuracy: 0.7065Epoch 112: D Accuracy = 0.6500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1385 - g_loss: 1.3374 - d_accuracy: 0.7045 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1146 - g_loss: 1.3348 - d_accuracy: 0.7251Epoch 113: D Accuracy = 0.6786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1179 - g_loss: 1.3524 - d_accuracy: 0.7234 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1521 - g_loss: 1.3576 - d_accuracy: 0.7029Epoch 114: D Accuracy = 0.6857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1486 - g_loss: 1.3685 - d_accuracy: 0.7023 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1214 - g_loss: 1.3283 - d_accuracy: 0.7147Epoch 115: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1179 - g_loss: 1.3445 - d_accuracy: 0.7147 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1024 - g_loss: 1.3314 - d_accuracy: 0.7272Epoch 116: D Accuracy = 0.8214 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0967 - g_loss: 1.3388 - d_accuracy: 0.7305 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1129 - g_loss: 1.3398 - d_accuracy: 0.7257Epoch 117: D Accuracy = 0.7571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1127 - g_loss: 1.3262 - d_accuracy: 0.7268 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1592 - g_loss: 1.3539 - d_accuracy: 0.6939Epoch 118: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1612 - g_loss: 1.3379 - d_accuracy: 0.6941 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1063 - g_loss: 1.3240 - d_accuracy: 0.7219Epoch 119: D Accuracy = 0.7214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1068 - g_loss: 1.3126 - d_accuracy: 0.7219 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1294 - g_loss: 1.3703 - d_accuracy: 0.7161Epoch 120: D Accuracy = 0.6429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1289 - g_loss: 1.3906 - d_accuracy: 0.7135 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1049 - g_loss: 1.3316 - d_accuracy: 0.7289Epoch 121: D Accuracy = 0.6929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1048 - g_loss: 1.3458 - d_accuracy: 0.7276 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1789 - g_loss: 1.3582 - d_accuracy: 0.6937Epoch 122: D Accuracy = 0.6857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1809 - g_loss: 1.3407 - d_accuracy: 0.6934 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1391 - g_loss: 1.3187 - d_accuracy: 0.7130Epoch 123: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1349 - g_loss: 1.3224 - d_accuracy: 0.7156 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1135 - g_loss: 1.3195 - d_accuracy: 0.7270Epoch 124: D Accuracy = 0.6714 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1163 - g_loss: 1.3163 - d_accuracy: 0.7250 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1124 - g_loss: 1.3341 - d_accuracy: 0.7245Epoch 125: D Accuracy = 0.7571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1139 - g_loss: 1.3243 - d_accuracy: 0.7257 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1494 - g_loss: 1.3502 - d_accuracy: 0.7116Epoch 126: D Accuracy = 0.7714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1451 - g_loss: 1.3595 - d_accuracy: 0.7137 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1203 - g_loss: 1.3558 - d_accuracy: 0.7236Epoch 127: D Accuracy = 0.7214 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1180 - g_loss: 1.3725 - d_accuracy: 0.7235 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1210 - g_loss: 1.3350 - d_accuracy: 0.7212Epoch 128: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1224 - g_loss: 1.3492 - d_accuracy: 0.7196 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1319 - g_loss: 1.3589 - d_accuracy: 0.7215Epoch 129: D Accuracy = 0.6643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1345 - g_loss: 1.3568 - d_accuracy: 0.7195 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0990 - g_loss: 1.3355 - d_accuracy: 0.7294Epoch 130: D Accuracy = 0.7714 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1012 - g_loss: 1.3209 - d_accuracy: 0.7309 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0976 - g_loss: 1.3997 - d_accuracy: 0.7283Epoch 131: D Accuracy = 0.5786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1018 - g_loss: 1.4435 - d_accuracy: 0.7230 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1105 - g_loss: 1.3308 - d_accuracy: 0.7270Epoch 132: D Accuracy = 0.6643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1171 - g_loss: 1.3108 - d_accuracy: 0.7248 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1332 - g_loss: 1.3424 - d_accuracy: 0.7129Epoch 133: D Accuracy = 0.7286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1316 - g_loss: 1.3297 - d_accuracy: 0.7135 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1194 - g_loss: 1.3540 - d_accuracy: 0.7187Epoch 134: D Accuracy = 0.7929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1171 - g_loss: 1.3454 - d_accuracy: 0.7214 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3896 - d_accuracy: 0.7345Epoch 135: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0915 - g_loss: 1.4035 - d_accuracy: 0.7325 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1066 - g_loss: 1.3602 - d_accuracy: 0.7336Epoch 136: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1051 - g_loss: 1.3518 - d_accuracy: 0.7360 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1218 - g_loss: 1.3751 - d_accuracy: 0.7189Epoch 137: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1220 - g_loss: 1.3621 - d_accuracy: 0.7200 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1070 - g_loss: 1.3659 - d_accuracy: 0.7302Epoch 138: D Accuracy = 0.8286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1057 - g_loss: 1.3596 - d_accuracy: 0.7337 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0721 - g_loss: 1.3463 - d_accuracy: 0.7492Epoch 139: D Accuracy = 0.7286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0740 - g_loss: 1.3347 - d_accuracy: 0.7485 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1228 - g_loss: 1.3824 - d_accuracy: 0.7178Epoch 140: D Accuracy = 0.7214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1250 - g_loss: 1.3663 - d_accuracy: 0.7180 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0817 - g_loss: 1.3703 - d_accuracy: 0.7381Epoch 141: D Accuracy = 0.7643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0791 - g_loss: 1.3701 - d_accuracy: 0.7390 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0909 - g_loss: 1.3788 - d_accuracy: 0.7294Epoch 142: D Accuracy = 0.7786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0883 - g_loss: 1.3774 - d_accuracy: 0.7311 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1201 - g_loss: 1.3930 - d_accuracy: 0.7220Epoch 143: D Accuracy = 0.7857 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1179 - g_loss: 1.3890 - d_accuracy: 0.7242 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0698 - g_loss: 1.3680 - d_accuracy: 0.7477Epoch 144: D Accuracy = 0.8214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0686 - g_loss: 1.3603 - d_accuracy: 0.7504 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.3936 - d_accuracy: 0.7374Epoch 145: D Accuracy = 0.8071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0841 - g_loss: 1.3976 - d_accuracy: 0.7399 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0941 - g_loss: 1.3877 - d_accuracy: 0.7365Epoch 146: D Accuracy = 0.7714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0923 - g_loss: 1.3944 - d_accuracy: 0.7377 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0767 - g_loss: 1.3870 - d_accuracy: 0.7488Epoch 147: D Accuracy = 0.8071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0760 - g_loss: 1.3757 - d_accuracy: 0.7509 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1206 - g_loss: 1.4511 - d_accuracy: 0.7130Epoch 148: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1182 - g_loss: 1.4460 - d_accuracy: 0.7143 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0865 - g_loss: 1.3970 - d_accuracy: 0.7387Epoch 149: D Accuracy = 0.8286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0822 - g_loss: 1.3990 - d_accuracy: 0.7419 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1302 - g_loss: 1.3847 - d_accuracy: 0.7211Epoch 150: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1273 - g_loss: 1.3757 - d_accuracy: 0.7234 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0702 - g_loss: 1.4213 - d_accuracy: 0.7430Epoch 151: D Accuracy = 0.6786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0758 - g_loss: 1.4011 - d_accuracy: 0.7407 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0833 - g_loss: 1.3872 - d_accuracy: 0.7389Epoch 152: D Accuracy = 0.7429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0858 - g_loss: 1.3715 - d_accuracy: 0.7390 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0879 - g_loss: 1.4139 - d_accuracy: 0.7338Epoch 153: D Accuracy = 0.7143 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0943 - g_loss: 1.3914 - d_accuracy: 0.7331 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0929 - g_loss: 1.4404 - d_accuracy: 0.7356Epoch 154: D Accuracy = 0.7357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0913 - g_loss: 1.4473 - d_accuracy: 0.7356 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0922 - g_loss: 1.4203 - d_accuracy: 0.7305Epoch 155: D Accuracy = 0.8143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0861 - g_loss: 1.4236 - d_accuracy: 0.7335 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0931 - g_loss: 1.4091 - d_accuracy: 0.7310Epoch 156: D Accuracy = 0.6286 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0996 - g_loss: 1.4301 - d_accuracy: 0.7274 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0667 - g_loss: 1.3862 - d_accuracy: 0.7500Epoch 157: D Accuracy = 0.7429 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0663 - g_loss: 1.3855 - d_accuracy: 0.7498 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0457 - g_loss: 1.4241 - d_accuracy: 0.7596Epoch 158: D Accuracy = 0.8286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0436 - g_loss: 1.4210 - d_accuracy: 0.7620 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0818 - g_loss: 1.4260 - d_accuracy: 0.7364Epoch 159: D Accuracy = 0.7643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0820 - g_loss: 1.4143 - d_accuracy: 0.7373 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0803 - g_loss: 1.4250 - d_accuracy: 0.7419Epoch 160: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0819 - g_loss: 1.4081 - d_accuracy: 0.7435 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1231 - g_loss: 1.4802 - d_accuracy: 0.7257Epoch 161: D Accuracy = 0.6786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1212 - g_loss: 1.5028 - d_accuracy: 0.7240 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0796 - g_loss: 1.4075 - d_accuracy: 0.7421Epoch 162: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0842 - g_loss: 1.4302 - d_accuracy: 0.7371 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0974 - g_loss: 1.4222 - d_accuracy: 0.7348Epoch 163: D Accuracy = 0.6643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1005 - g_loss: 1.4453 - d_accuracy: 0.7323
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0523 - g_loss: 1.4341 - d_accuracy: 0.7524Epoch 164: D Accuracy = 0.6714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0559 - g_loss: 1.4415 - d_accuracy: 0.7495 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0562 - g_loss: 1.4270 - d_accuracy: 0.7562 Epoch 165: Generator loss improved from 0.6894 to 0.6097. Saving weights. Epoch 165: D Accuracy = 0.6857 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0678 - g_loss: 1.3978 - d_accuracy: 0.7536 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0910 - g_loss: 1.4271 - d_accuracy: 0.7336Epoch 166: D Accuracy = 0.7643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0906 - g_loss: 1.4122 - d_accuracy: 0.7347 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0652 - g_loss: 1.4368 - d_accuracy: 0.7439Epoch 167: D Accuracy = 0.6714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0702 - g_loss: 1.4120 - d_accuracy: 0.7413 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0732 - g_loss: 1.4665 - d_accuracy: 0.7446Epoch 168: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0816 - g_loss: 1.4883 - d_accuracy: 0.7394 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1025 - g_loss: 1.4600 - d_accuracy: 0.7285Epoch 169: D Accuracy = 0.9143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0929 - g_loss: 1.4601 - d_accuracy: 0.7351 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0914 - g_loss: 1.4439 - d_accuracy: 0.7380Epoch 170: D Accuracy = 0.6786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0947 - g_loss: 1.4289 - d_accuracy: 0.7358 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0469 - g_loss: 1.4546 - d_accuracy: 0.7576Epoch 171: D Accuracy = 0.8143 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0444 - g_loss: 1.4517 - d_accuracy: 0.7596 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0548 - g_loss: 1.4187 - d_accuracy: 0.7517Epoch 172: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0579 - g_loss: 1.4052 - d_accuracy: 0.7504 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0482 - g_loss: 1.4769 - d_accuracy: 0.7547Epoch 173: D Accuracy = 0.7786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0492 - g_loss: 1.4679 - d_accuracy: 0.7555 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0835 - g_loss: 1.4847 - d_accuracy: 0.7409Epoch 174: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0800 - g_loss: 1.4937 - d_accuracy: 0.7412 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0542 - g_loss: 1.5026 - d_accuracy: 0.7482Epoch 175: D Accuracy = 0.7571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0512 - g_loss: 1.5123 - d_accuracy: 0.7486 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0615 - g_loss: 1.4643 - d_accuracy: 0.7500Epoch 176: D Accuracy = 0.7143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0623 - g_loss: 1.4688 - d_accuracy: 0.7487 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0658 - g_loss: 1.4864 - d_accuracy: 0.7472Epoch 177: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0623 - g_loss: 1.4910 - d_accuracy: 0.7491 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0445 - g_loss: 1.4906 - d_accuracy: 0.7565Epoch 178: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0422 - g_loss: 1.4958 - d_accuracy: 0.7576 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0603 - g_loss: 1.4725 - d_accuracy: 0.7516Epoch 179: D Accuracy = 0.8286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0581 - g_loss: 1.4629 - d_accuracy: 0.7544 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0397 - g_loss: 1.4996 - d_accuracy: 0.7544Epoch 180: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0349 - g_loss: 1.5061 - d_accuracy: 0.7555 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1075 - g_loss: 1.4725 - d_accuracy: 0.7165Epoch 181: D Accuracy = 0.7429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1057 - g_loss: 1.4579 - d_accuracy: 0.7174 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0473 - g_loss: 1.4627 - d_accuracy: 0.7551Epoch 182: D Accuracy = 0.8143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0456 - g_loss: 1.4546 - d_accuracy: 0.7572 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0468 - g_loss: 1.4616 - d_accuracy: 0.7525Epoch 183: D Accuracy = 0.7857 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0449 - g_loss: 1.4584 - d_accuracy: 0.7537 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0383 - g_loss: 1.5143 - d_accuracy: 0.7540Epoch 184: D Accuracy = 0.6357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0426 - g_loss: 1.5412 - d_accuracy: 0.7498 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0357 - g_loss: 1.4733 - d_accuracy: 0.7656Epoch 185: D Accuracy = 0.8357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0314 - g_loss: 1.4782 - d_accuracy: 0.7681 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0663 - g_loss: 1.4547 - d_accuracy: 0.7419Epoch 186: D Accuracy = 0.7786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0629 - g_loss: 1.4534 - d_accuracy: 0.7433 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0603 - g_loss: 1.5225 - d_accuracy: 0.7526Epoch 187: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0586 - g_loss: 1.5090 - d_accuracy: 0.7543 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0441 - g_loss: 1.5013 - d_accuracy: 0.7576Epoch 188: D Accuracy = 0.7571 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0430 - g_loss: 1.5150 - d_accuracy: 0.7576 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0681 - g_loss: 1.4857 - d_accuracy: 0.7404Epoch 189: D Accuracy = 0.7643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0674 - g_loss: 1.4772 - d_accuracy: 0.7413 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0143 - g_loss: 1.5107 - d_accuracy: 0.7666Epoch 190: D Accuracy = 0.8071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0129 - g_loss: 1.5040 - d_accuracy: 0.7680 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0800 - g_loss: 1.4881 - d_accuracy: 0.7427Epoch 191: D Accuracy = 0.7714 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0786 - g_loss: 1.4879 - d_accuracy: 0.7437 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0485 - g_loss: 1.4535 - d_accuracy: 0.7589Epoch 192: D Accuracy = 0.7643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0480 - g_loss: 1.4447 - d_accuracy: 0.7591 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0482 - g_loss: 1.5175 - d_accuracy: 0.7522Epoch 193: D Accuracy = 0.5786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0571 - g_loss: 1.5525 - d_accuracy: 0.7460 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0716 - g_loss: 1.4477 - d_accuracy: 0.7511Epoch 194: D Accuracy = 0.7643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0718 - g_loss: 1.4409 - d_accuracy: 0.7516 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0499 - g_loss: 1.4701 - d_accuracy: 0.7596Epoch 195: D Accuracy = 0.8143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0507 - g_loss: 1.4527 - d_accuracy: 0.7616
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0453 - g_loss: 1.4955 - d_accuracy: 0.7515Epoch 196: D Accuracy = 0.7714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0427 - g_loss: 1.5045 - d_accuracy: 0.7522 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0445 - g_loss: 1.5017 - d_accuracy: 0.7559Epoch 197: D Accuracy = 0.8071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0401 - g_loss: 1.5113 - d_accuracy: 0.7577 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0481 - g_loss: 1.5248 - d_accuracy: 0.7515Epoch 198: D Accuracy = 0.8286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0458 - g_loss: 1.5203 - d_accuracy: 0.7542 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0342 - g_loss: 1.5188 - d_accuracy: 0.7633Epoch 199: D Accuracy = 0.8643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0299 - g_loss: 1.5193 - d_accuracy: 0.7670 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0189 - g_loss: 1.5074 - d_accuracy: 0.7663 Class 2 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.8143 27/27 [==============================] - 1s 40ms/step - d_loss: 1.0151 - g_loss: 1.5080 - d_accuracy: 0.7680 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0779 - g_loss: 1.5352 - d_accuracy: 0.7321Epoch 201: D Accuracy = 0.6857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0759 - g_loss: 1.5484 - d_accuracy: 0.7305 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0423 - g_loss: 1.4856 - d_accuracy: 0.7549Epoch 202: D Accuracy = 0.7143 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0423 - g_loss: 1.4921 - d_accuracy: 0.7534 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0461 - g_loss: 1.4986 - d_accuracy: 0.7507Epoch 203: D Accuracy = 0.8357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0420 - g_loss: 1.4996 - d_accuracy: 0.7538 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0644 - g_loss: 1.5150 - d_accuracy: 0.7520Epoch 204: D Accuracy = 0.7857 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0644 - g_loss: 1.5067 - d_accuracy: 0.7532 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0259 - g_loss: 1.5738 - d_accuracy: 0.7606Epoch 205: D Accuracy = 0.6429 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0275 - g_loss: 1.5965 - d_accuracy: 0.7564 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0468 - g_loss: 1.5131 - d_accuracy: 0.7574Epoch 206: D Accuracy = 0.8286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0428 - g_loss: 1.5185 - d_accuracy: 0.7599 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0315 - g_loss: 1.5245 - d_accuracy: 0.7656Epoch 207: D Accuracy = 0.7571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0318 - g_loss: 1.5224 - d_accuracy: 0.7653 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0518 - g_loss: 1.5435 - d_accuracy: 0.7484Epoch 208: D Accuracy = 0.7214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0510 - g_loss: 1.5510 - d_accuracy: 0.7474 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0172 - g_loss: 1.5494 - d_accuracy: 0.7748Epoch 209: D Accuracy = 0.8143 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0142 - g_loss: 1.5640 - d_accuracy: 0.7762 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0101 - g_loss: 1.5279 - d_accuracy: 0.7689Epoch 210: D Accuracy = 0.6857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0134 - g_loss: 1.5251 - d_accuracy: 0.7659 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0605 - g_loss: 1.5535 - d_accuracy: 0.7596Epoch 211: D Accuracy = 0.7357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0648 - g_loss: 1.5304 - d_accuracy: 0.7587 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0163 - g_loss: 1.5192 - d_accuracy: 0.7713Epoch 212: D Accuracy = 0.8643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0090 - g_loss: 1.5278 - d_accuracy: 0.7746 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0057 - g_loss: 1.5705 - d_accuracy: 0.7733Epoch 213: D Accuracy = 0.8714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0002 - g_loss: 1.5738 - d_accuracy: 0.7768 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0801 - g_loss: 1.5857 - d_accuracy: 0.7498Epoch 214: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0776 - g_loss: 1.5784 - d_accuracy: 0.7516 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0027 - g_loss: 1.5256 - d_accuracy: 0.7793Epoch 215: D Accuracy = 0.8571 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9984 - g_loss: 1.5321 - d_accuracy: 0.7821 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0216 - g_loss: 1.5475 - d_accuracy: 0.7633Epoch 216: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0250 - g_loss: 1.5701 - d_accuracy: 0.7596 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0063 - g_loss: 1.5445 - d_accuracy: 0.7787Epoch 217: D Accuracy = 0.7286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0088 - g_loss: 1.5426 - d_accuracy: 0.7769 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0255 - g_loss: 1.5419 - d_accuracy: 0.7623Epoch 218: D Accuracy = 0.7929 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0251 - g_loss: 1.5396 - d_accuracy: 0.7634 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0264 - g_loss: 1.5573 - d_accuracy: 0.7663Epoch 219: D Accuracy = 0.8071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0231 - g_loss: 1.5585 - d_accuracy: 0.7678 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0419 - g_loss: 1.5499 - d_accuracy: 0.7565Epoch 220: D Accuracy = 0.8071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0401 - g_loss: 1.5403 - d_accuracy: 0.7583 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0086 - g_loss: 1.5268 - d_accuracy: 0.7712Epoch 221: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0097 - g_loss: 1.5228 - d_accuracy: 0.7692 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0202 - g_loss: 1.5540 - d_accuracy: 0.7675Epoch 222: D Accuracy = 0.7929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0189 - g_loss: 1.5509 - d_accuracy: 0.7684 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0217 - g_loss: 1.5922 - d_accuracy: 0.7675Epoch 223: D Accuracy = 0.7571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0196 - g_loss: 1.6074 - d_accuracy: 0.7671 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0355 - g_loss: 1.5712 - d_accuracy: 0.7675Epoch 224: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0348 - g_loss: 1.5618 - d_accuracy: 0.7686 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0107 - g_loss: 1.5614 - d_accuracy: 0.7717Epoch 225: D Accuracy = 0.6357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0171 - g_loss: 1.5756 - d_accuracy: 0.7668 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0040 - g_loss: 1.5703 - d_accuracy: 0.7690Epoch 226: D Accuracy = 0.8071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0026 - g_loss: 1.5615 - d_accuracy: 0.7704 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0093 - g_loss: 1.6078 - d_accuracy: 0.7664Epoch 227: D Accuracy = 0.8071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0060 - g_loss: 1.6094 - d_accuracy: 0.7679 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0319 - g_loss: 1.5584 - d_accuracy: 0.7616Epoch 228: D Accuracy = 0.7429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0322 - g_loss: 1.5602 - d_accuracy: 0.7609 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0160 - g_loss: 1.6015 - d_accuracy: 0.7671Epoch 229: D Accuracy = 0.7286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0212 - g_loss: 1.5729 - d_accuracy: 0.7658 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9955 - g_loss: 1.5853 - d_accuracy: 0.7820Epoch 230: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9992 - g_loss: 1.5705 - d_accuracy: 0.7804 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0693 - g_loss: 1.5704 - d_accuracy: 0.7452Epoch 231: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0640 - g_loss: 1.5713 - d_accuracy: 0.7472 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0189 - g_loss: 1.5597 - d_accuracy: 0.7677Epoch 232: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0246 - g_loss: 1.5378 - d_accuracy: 0.7670 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0081 - g_loss: 1.6095 - d_accuracy: 0.7729Epoch 233: D Accuracy = 0.8071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0090 - g_loss: 1.5903 - d_accuracy: 0.7742 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9898 - g_loss: 1.6080 - d_accuracy: 0.7809Epoch 234: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9897 - g_loss: 1.6316 - d_accuracy: 0.7786 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0331 - g_loss: 1.5715 - d_accuracy: 0.7656Epoch 235: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0310 - g_loss: 1.5665 - d_accuracy: 0.7668 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0004 - g_loss: 1.6008 - d_accuracy: 0.7688Epoch 236: D Accuracy = 0.7643 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9988 - g_loss: 1.6161 - d_accuracy: 0.7686 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0108 - g_loss: 1.5620 - d_accuracy: 0.7757Epoch 237: D Accuracy = 0.8929 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0063 - g_loss: 1.5541 - d_accuracy: 0.7799 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0203 - g_loss: 1.5984 - d_accuracy: 0.7658Epoch 238: D Accuracy = 0.7429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0211 - g_loss: 1.6010 - d_accuracy: 0.7650 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0265 - g_loss: 1.5967 - d_accuracy: 0.7672Epoch 239: D Accuracy = 0.7643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0262 - g_loss: 1.6063 - d_accuracy: 0.7671 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9875 - g_loss: 1.5840 - d_accuracy: 0.7829Epoch 240: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9925 - g_loss: 1.5856 - d_accuracy: 0.7792 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0381 - g_loss: 1.6124 - d_accuracy: 0.7541Epoch 241: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0366 - g_loss: 1.6426 - d_accuracy: 0.7521 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9930 - g_loss: 1.5706 - d_accuracy: 0.7805Epoch 242: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9935 - g_loss: 1.5560 - d_accuracy: 0.7812 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9767 - g_loss: 1.6393 - d_accuracy: 0.7844Epoch 243: D Accuracy = 0.7643 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9792 - g_loss: 1.6273 - d_accuracy: 0.7837 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0869 - g_loss: 1.6639 - d_accuracy: 0.7472Epoch 244: D Accuracy = 0.7929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0807 - g_loss: 1.6847 - d_accuracy: 0.7489 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9919 - g_loss: 1.5912 - d_accuracy: 0.7799Epoch 245: D Accuracy = 0.8071 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9896 - g_loss: 1.5925 - d_accuracy: 0.7809 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0040 - g_loss: 1.6049 - d_accuracy: 0.7746Epoch 246: D Accuracy = 0.8214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0029 - g_loss: 1.5953 - d_accuracy: 0.7763 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9826 - g_loss: 1.6153 - d_accuracy: 0.7893Epoch 247: D Accuracy = 0.8786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9778 - g_loss: 1.6123 - d_accuracy: 0.7925 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0201 - g_loss: 1.6322 - d_accuracy: 0.7676Epoch 248: D Accuracy = 0.8357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0174 - g_loss: 1.6193 - d_accuracy: 0.7701 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0696 - g_loss: 1.6270 - d_accuracy: 0.7465Epoch 249: D Accuracy = 0.8500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0620 - g_loss: 1.6310 - d_accuracy: 0.7502 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9825 - g_loss: 1.5877 - d_accuracy: 0.7913Epoch 250: D Accuracy = 0.8143 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9831 - g_loss: 1.5729 - d_accuracy: 0.7921 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0087 - g_loss: 1.6226 - d_accuracy: 0.7737Epoch 251: D Accuracy = 0.6857 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0103 - g_loss: 1.6416 - d_accuracy: 0.7705 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9636 - g_loss: 1.6329 - d_accuracy: 0.7987Epoch 252: D Accuracy = 0.7714 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9651 - g_loss: 1.6403 - d_accuracy: 0.7977 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.6731 - d_accuracy: 0.7684Epoch 253: D Accuracy = 0.8214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0294 - g_loss: 1.6913 - d_accuracy: 0.7703 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9871 - g_loss: 1.6106 - d_accuracy: 0.7784Epoch 254: D Accuracy = 0.7071 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9880 - g_loss: 1.6256 - d_accuracy: 0.7758 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9895 - g_loss: 1.5963 - d_accuracy: 0.7761Epoch 255: D Accuracy = 0.7714 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9902 - g_loss: 1.5986 - d_accuracy: 0.7759 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9796 - g_loss: 1.6582 - d_accuracy: 0.7861Epoch 256: D Accuracy = 0.5643 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9934 - g_loss: 1.6977 - d_accuracy: 0.7782 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0340 - g_loss: 1.6484 - d_accuracy: 0.7667Epoch 257: D Accuracy = 0.7786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0336 - g_loss: 1.6401 - d_accuracy: 0.7671 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9765 - g_loss: 1.6341 - d_accuracy: 0.7920Epoch 258: D Accuracy = 0.7357 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9781 - g_loss: 1.6490 - d_accuracy: 0.7900 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0081 - g_loss: 1.6880 - d_accuracy: 0.7716Epoch 259: D Accuracy = 0.6929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0101 - g_loss: 1.7149 - d_accuracy: 0.7688 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9510 - g_loss: 1.6488 - d_accuracy: 0.7987Epoch 260: D Accuracy = 0.8214 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9521 - g_loss: 1.6366 - d_accuracy: 0.7995 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9689 - g_loss: 1.6437 - d_accuracy: 0.7857Epoch 261: D Accuracy = 0.7714 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9730 - g_loss: 1.6242 - d_accuracy: 0.7852 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9697 - g_loss: 1.6685 - d_accuracy: 0.7924Epoch 262: D Accuracy = 0.8857 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9646 - g_loss: 1.6722 - d_accuracy: 0.7957 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0272 - g_loss: 1.6947 - d_accuracy: 0.7658Epoch 263: D Accuracy = 0.7857 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0262 - g_loss: 1.6775 - d_accuracy: 0.7665
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9946 - g_loss: 1.6933 - d_accuracy: 0.7721Epoch 264: D Accuracy = 0.8429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9902 - g_loss: 1.6996 - d_accuracy: 0.7746 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0174 - g_loss: 1.6630 - d_accuracy: 0.7638Epoch 265: D Accuracy = 0.7643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0182 - g_loss: 1.6445 - d_accuracy: 0.7639 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9965 - g_loss: 1.6951 - d_accuracy: 0.7779Epoch 266: D Accuracy = 0.6429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0033 - g_loss: 1.7285 - d_accuracy: 0.7730 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9752 - g_loss: 1.6459 - d_accuracy: 0.7850Epoch 267: D Accuracy = 0.7071 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9784 - g_loss: 1.6709 - d_accuracy: 0.7822 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9908 - g_loss: 1.6369 - d_accuracy: 0.7839Epoch 268: D Accuracy = 0.7786 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9897 - g_loss: 1.6459 - d_accuracy: 0.7837 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9871 - g_loss: 1.6562 - d_accuracy: 0.7862Epoch 269: D Accuracy = 0.8643 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9858 - g_loss: 1.6429 - d_accuracy: 0.7890 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9812 - g_loss: 1.6632 - d_accuracy: 0.7853Epoch 270: D Accuracy = 0.8357 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9809 - g_loss: 1.6492 - d_accuracy: 0.7871 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9829 - g_loss: 1.7127 - d_accuracy: 0.7777Epoch 271: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9855 - g_loss: 1.7377 - d_accuracy: 0.7749 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9783 - g_loss: 1.6320 - d_accuracy: 0.7874Epoch 272: D Accuracy = 0.8071 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9753 - g_loss: 1.6291 - d_accuracy: 0.7881 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9810 - g_loss: 1.6665 - d_accuracy: 0.7829Epoch 273: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9796 - g_loss: 1.6732 - d_accuracy: 0.7830 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9280 - g_loss: 1.6957 - d_accuracy: 0.8149Epoch 274: D Accuracy = 0.7714 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9378 - g_loss: 1.6665 - d_accuracy: 0.8133 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9984 - g_loss: 1.7096 - d_accuracy: 0.7759Epoch 275: D Accuracy = 0.7786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9960 - g_loss: 1.7058 - d_accuracy: 0.7760 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9948 - g_loss: 1.6869 - d_accuracy: 0.7766Epoch 276: D Accuracy = 0.7143 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9957 - g_loss: 1.6961 - d_accuracy: 0.7744 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9795 - g_loss: 1.7005 - d_accuracy: 0.7810Epoch 277: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9835 - g_loss: 1.7264 - d_accuracy: 0.7761 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9638 - g_loss: 1.6889 - d_accuracy: 0.7938Epoch 278: D Accuracy = 0.8071 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9631 - g_loss: 1.6831 - d_accuracy: 0.7943 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9607 - g_loss: 1.7207 - d_accuracy: 0.7946Epoch 279: D Accuracy = 0.7929 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9591 - g_loss: 1.7353 - d_accuracy: 0.7945 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9566 - g_loss: 1.7138 - d_accuracy: 0.7934Epoch 280: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9584 - g_loss: 1.7334 - d_accuracy: 0.7901 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9820 - g_loss: 1.6891 - d_accuracy: 0.7824Epoch 281: D Accuracy = 0.7857 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9812 - g_loss: 1.6738 - d_accuracy: 0.7825 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9283 - g_loss: 1.7078 - d_accuracy: 0.8119Epoch 282: D Accuracy = 0.8357 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9261 - g_loss: 1.7043 - d_accuracy: 0.8128 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9795 - g_loss: 1.6949 - d_accuracy: 0.7937Epoch 283: D Accuracy = 0.7571 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9814 - g_loss: 1.6867 - d_accuracy: 0.7924 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9894 - g_loss: 1.7536 - d_accuracy: 0.7749Epoch 284: D Accuracy = 0.8714 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9832 - g_loss: 1.7534 - d_accuracy: 0.7783 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9584 - g_loss: 1.6932 - d_accuracy: 0.7939Epoch 285: D Accuracy = 0.8429 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9566 - g_loss: 1.6871 - d_accuracy: 0.7957 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9410 - g_loss: 1.7330 - d_accuracy: 0.8046Epoch 286: D Accuracy = 0.7714 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9483 - g_loss: 1.7025 - d_accuracy: 0.8034 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9840 - g_loss: 1.7227 - d_accuracy: 0.7797Epoch 287: D Accuracy = 0.7786 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9879 - g_loss: 1.6986 - d_accuracy: 0.7797 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9692 - g_loss: 1.7207 - d_accuracy: 0.7885Epoch 288: D Accuracy = 0.8643 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9670 - g_loss: 1.7091 - d_accuracy: 0.7912 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9561 - g_loss: 1.7267 - d_accuracy: 0.7955Epoch 289: D Accuracy = 0.8143 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9581 - g_loss: 1.7076 - d_accuracy: 0.7962 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9790 - g_loss: 1.7579 - d_accuracy: 0.7792Epoch 290: D Accuracy = 0.7214 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9886 - g_loss: 1.7252 - d_accuracy: 0.7771 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0268 - g_loss: 1.7678 - d_accuracy: 0.7631Epoch 291: D Accuracy = 0.8071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0255 - g_loss: 1.7561 - d_accuracy: 0.7647 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9450 - g_loss: 1.7302 - d_accuracy: 0.7981Epoch 292: D Accuracy = 0.8571 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9417 - g_loss: 1.7320 - d_accuracy: 0.8002 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9313 - g_loss: 1.7402 - d_accuracy: 0.8087Epoch 293: D Accuracy = 0.8357 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9303 - g_loss: 1.7239 - d_accuracy: 0.8097 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9399 - g_loss: 1.7589 - d_accuracy: 0.7994Epoch 294: D Accuracy = 0.8643 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9373 - g_loss: 1.7578 - d_accuracy: 0.8017 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9601 - g_loss: 1.8347 - d_accuracy: 0.7903Epoch 295: D Accuracy = 0.6857 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9644 - g_loss: 1.8671 - d_accuracy: 0.7866
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9610 - g_loss: 1.7449 - d_accuracy: 0.7864Epoch 296: D Accuracy = 0.8786 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9559 - g_loss: 1.7446 - d_accuracy: 0.7897 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9211 - g_loss: 1.7674 - d_accuracy: 0.8118Epoch 297: D Accuracy = 0.8357 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9223 - g_loss: 1.7555 - d_accuracy: 0.8126 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9359 - g_loss: 1.7701 - d_accuracy: 0.8023Epoch 298: D Accuracy = 0.7714 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9336 - g_loss: 1.7837 - d_accuracy: 0.8012 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9460 - g_loss: 1.7660 - d_accuracy: 0.8027Epoch 299: D Accuracy = 0.8357 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9460 - g_loss: 1.7469 - d_accuracy: 0.8038 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9457 - g_loss: 1.7875 - d_accuracy: 0.7954 Class 2 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.8071 27/27 [==============================] - 1s 40ms/step - d_loss: 0.9496 - g_loss: 1.7615 - d_accuracy: 0.7958 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9875 - g_loss: 1.7887 - d_accuracy: 0.7800Epoch 301: D Accuracy = 0.7643 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9855 - g_loss: 1.7911 - d_accuracy: 0.7795 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8984 - g_loss: 1.7987 - d_accuracy: 0.8214Epoch 302: D Accuracy = 0.8929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8978 - g_loss: 1.7914 - d_accuracy: 0.8240 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9908 - g_loss: 1.8112 - d_accuracy: 0.7770Epoch 303: D Accuracy = 0.8071 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9935 - g_loss: 1.7883 - d_accuracy: 0.7781 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9517 - g_loss: 1.7803 - d_accuracy: 0.7967Epoch 304: D Accuracy = 0.8143 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9543 - g_loss: 1.7596 - d_accuracy: 0.7973 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0323 - g_loss: 1.8047 - d_accuracy: 0.7771Epoch 305: D Accuracy = 0.8571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0282 - g_loss: 1.7938 - d_accuracy: 0.7800 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9221 - g_loss: 1.7591 - d_accuracy: 0.8102Epoch 306: D Accuracy = 0.8429 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9222 - g_loss: 1.7425 - d_accuracy: 0.8113 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9061 - g_loss: 1.7931 - d_accuracy: 0.8209Epoch 307: D Accuracy = 0.8286 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9055 - g_loss: 1.7945 - d_accuracy: 0.8212 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9277 - g_loss: 1.8047 - d_accuracy: 0.8053Epoch 308: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9291 - g_loss: 1.8157 - d_accuracy: 0.8033 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9757 - g_loss: 1.7644 - d_accuracy: 0.7900Epoch 309: D Accuracy = 0.8214 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9777 - g_loss: 1.7417 - d_accuracy: 0.7911 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9642 - g_loss: 1.8398 - d_accuracy: 0.7974Epoch 310: D Accuracy = 0.7214 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9693 - g_loss: 1.8737 - d_accuracy: 0.7947 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9366 - g_loss: 1.7855 - d_accuracy: 0.7977Epoch 311: D Accuracy = 0.7643 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9364 - g_loss: 1.7882 - d_accuracy: 0.7965 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9313 - g_loss: 1.7737 - d_accuracy: 0.8005Epoch 312: D Accuracy = 0.8214 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9303 - g_loss: 1.7629 - d_accuracy: 0.8013 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9338 - g_loss: 1.8076 - d_accuracy: 0.8061Epoch 313: D Accuracy = 0.8857 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9276 - g_loss: 1.8145 - d_accuracy: 0.8089 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9203 - g_loss: 1.8505 - d_accuracy: 0.8077Epoch 314: D Accuracy = 0.8929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9153 - g_loss: 1.8483 - d_accuracy: 0.8107 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9575 - g_loss: 1.8358 - d_accuracy: 0.7919Epoch 315: D Accuracy = 0.7357 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9564 - g_loss: 1.8576 - d_accuracy: 0.7899 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8862 - g_loss: 1.8327 - d_accuracy: 0.8299Epoch 316: D Accuracy = 0.9000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8856 - g_loss: 1.8227 - d_accuracy: 0.8324 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9345 - g_loss: 1.8432 - d_accuracy: 0.8009Epoch 317: D Accuracy = 0.8500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9328 - g_loss: 1.8372 - d_accuracy: 0.8026 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9135 - g_loss: 1.8012 - d_accuracy: 0.8216Epoch 318: D Accuracy = 0.8071 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9117 - g_loss: 1.8053 - d_accuracy: 0.8210 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9188 - g_loss: 1.8836 - d_accuracy: 0.8112Epoch 319: D Accuracy = 0.8429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9171 - g_loss: 1.8862 - d_accuracy: 0.8123 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9114 - g_loss: 1.8377 - d_accuracy: 0.8143Epoch 320: D Accuracy = 0.8500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9128 - g_loss: 1.8201 - d_accuracy: 0.8156 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9673 - g_loss: 1.8664 - d_accuracy: 0.7904Epoch 321: D Accuracy = 0.8714 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9636 - g_loss: 1.8545 - d_accuracy: 0.7933 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9115 - g_loss: 1.8321 - d_accuracy: 0.8162Epoch 322: D Accuracy = 0.8643 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9106 - g_loss: 1.8282 - d_accuracy: 0.8179 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9577 - g_loss: 1.8475 - d_accuracy: 0.7948Epoch 323: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9652 - g_loss: 1.8167 - d_accuracy: 0.7926 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8905 - g_loss: 1.8767 - d_accuracy: 0.8204Epoch 324: D Accuracy = 0.8571 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8920 - g_loss: 1.8538 - d_accuracy: 0.8217 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9519 - g_loss: 1.8813 - d_accuracy: 0.7930Epoch 325: D Accuracy = 0.8786 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9454 - g_loss: 1.8852 - d_accuracy: 0.7960 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9230 - g_loss: 1.8508 - d_accuracy: 0.8029Epoch 326: D Accuracy = 0.8143 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9255 - g_loss: 1.8349 - d_accuracy: 0.8033 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8965 - g_loss: 1.8507 - d_accuracy: 0.8238Epoch 327: D Accuracy = 0.7929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8999 - g_loss: 1.8465 - d_accuracy: 0.8227 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9422 - g_loss: 1.8476 - d_accuracy: 0.8007Epoch 328: D Accuracy = 0.8857 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9380 - g_loss: 1.8349 - d_accuracy: 0.8038 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9370 - g_loss: 1.8694 - d_accuracy: 0.7994Epoch 329: D Accuracy = 0.8643 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9342 - g_loss: 1.8582 - d_accuracy: 0.8017 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9425 - g_loss: 1.8930 - d_accuracy: 0.7974Epoch 330: D Accuracy = 0.7786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9431 - g_loss: 1.8927 - d_accuracy: 0.7967 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8890 - g_loss: 1.8547 - d_accuracy: 0.8246Epoch 331: D Accuracy = 0.7643 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8899 - g_loss: 1.8740 - d_accuracy: 0.8224 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9205 - g_loss: 1.8622 - d_accuracy: 0.8075Epoch 332: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9231 - g_loss: 1.8789 - d_accuracy: 0.8049 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9256 - g_loss: 1.8622 - d_accuracy: 0.8108Epoch 333: D Accuracy = 0.8214 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9271 - g_loss: 1.8494 - d_accuracy: 0.8112 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9198 - g_loss: 1.8915 - d_accuracy: 0.8095Epoch 334: D Accuracy = 0.8929 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9167 - g_loss: 1.8855 - d_accuracy: 0.8125 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8691 - g_loss: 1.8882 - d_accuracy: 0.8335Epoch 335: D Accuracy = 0.9071 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8652 - g_loss: 1.8844 - d_accuracy: 0.8361 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9041 - g_loss: 1.8920 - d_accuracy: 0.8158Epoch 336: D Accuracy = 0.8714 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9022 - g_loss: 1.8765 - d_accuracy: 0.8178 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8646 - g_loss: 1.9151 - d_accuracy: 0.8377Epoch 337: D Accuracy = 0.8643 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8654 - g_loss: 1.9077 - d_accuracy: 0.8387 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9210 - g_loss: 1.9251 - d_accuracy: 0.8089Epoch 338: D Accuracy = 0.6500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9294 - g_loss: 1.9731 - d_accuracy: 0.8033 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9908 - g_loss: 1.8688 - d_accuracy: 0.7850Epoch 339: D Accuracy = 0.7643 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9905 - g_loss: 1.8534 - d_accuracy: 0.7842 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9170 - g_loss: 1.8810 - d_accuracy: 0.8128Epoch 340: D Accuracy = 0.8429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9144 - g_loss: 1.8862 - d_accuracy: 0.8138 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9047 - g_loss: 1.8949 - d_accuracy: 0.8156Epoch 341: D Accuracy = 0.7643 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9141 - g_loss: 1.8683 - d_accuracy: 0.8138 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9063 - g_loss: 1.8880 - d_accuracy: 0.8111Epoch 342: D Accuracy = 0.8214 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9042 - g_loss: 1.8907 - d_accuracy: 0.8115 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9000 - g_loss: 1.8990 - d_accuracy: 0.8166Epoch 343: D Accuracy = 0.8571 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9002 - g_loss: 1.8853 - d_accuracy: 0.8181 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9042 - g_loss: 1.9548 - d_accuracy: 0.8175Epoch 344: D Accuracy = 0.7786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9048 - g_loss: 1.9467 - d_accuracy: 0.8161 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8829 - g_loss: 1.9507 - d_accuracy: 0.8234Epoch 345: D Accuracy = 0.8286 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8801 - g_loss: 1.9711 - d_accuracy: 0.8236 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8685 - g_loss: 1.8985 - d_accuracy: 0.8370Epoch 346: D Accuracy = 0.8929 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8677 - g_loss: 1.8838 - d_accuracy: 0.8390 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9747 - g_loss: 1.9935 - d_accuracy: 0.7855Epoch 347: D Accuracy = 0.6429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9806 - g_loss: 2.0382 - d_accuracy: 0.7804 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9016 - g_loss: 1.9136 - d_accuracy: 0.8203Epoch 348: D Accuracy = 0.8429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9011 - g_loss: 1.9106 - d_accuracy: 0.8211 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8870 - g_loss: 1.9363 - d_accuracy: 0.8240Epoch 349: D Accuracy = 0.8143 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8871 - g_loss: 1.9306 - d_accuracy: 0.8236 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8648 - g_loss: 1.9826 - d_accuracy: 0.8309Epoch 350: D Accuracy = 0.7857 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8662 - g_loss: 2.0158 - d_accuracy: 0.8293 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8864 - g_loss: 1.9351 - d_accuracy: 0.8257Epoch 351: D Accuracy = 0.8286 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8833 - g_loss: 1.9443 - d_accuracy: 0.8258 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9175 - g_loss: 1.9530 - d_accuracy: 0.8052Epoch 352: D Accuracy = 0.7571 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9192 - g_loss: 1.9671 - d_accuracy: 0.8035 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8895 - g_loss: 1.9548 - d_accuracy: 0.8248Epoch 353: D Accuracy = 0.8786 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8867 - g_loss: 1.9621 - d_accuracy: 0.8267 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8640 - g_loss: 1.9413 - d_accuracy: 0.8339Epoch 354: D Accuracy = 0.8786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8610 - g_loss: 1.9391 - d_accuracy: 0.8355 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8995 - g_loss: 1.9574 - d_accuracy: 0.8170Epoch 355: D Accuracy = 0.9000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8926 - g_loss: 1.9716 - d_accuracy: 0.8200 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8456 - g_loss: 1.9429 - d_accuracy: 0.8473Epoch 356: D Accuracy = 0.9286 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8422 - g_loss: 1.9331 - d_accuracy: 0.8502 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8772 - g_loss: 1.9117 - d_accuracy: 0.8290Epoch 357: D Accuracy = 0.8714 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8770 - g_loss: 1.8906 - d_accuracy: 0.8305 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8802 - g_loss: 1.9843 - d_accuracy: 0.8227Epoch 358: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8858 - g_loss: 1.9983 - d_accuracy: 0.8183 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0473 - g_loss: 2.0427 - d_accuracy: 0.7728Epoch 359: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0403 - g_loss: 2.0474 - d_accuracy: 0.7738 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8696 - g_loss: 1.9092 - d_accuracy: 0.8354Epoch 360: D Accuracy = 0.8714 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8657 - g_loss: 1.9251 - d_accuracy: 0.8367 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8640 - g_loss: 1.9516 - d_accuracy: 0.8321Epoch 361: D Accuracy = 0.9000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8616 - g_loss: 1.9529 - d_accuracy: 0.8345 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8632 - g_loss: 2.0259 - d_accuracy: 0.8308Epoch 362: D Accuracy = 0.8500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8623 - g_loss: 2.0241 - d_accuracy: 0.8315 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8618 - g_loss: 1.9925 - d_accuracy: 0.8378Epoch 363: D Accuracy = 0.9286 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8570 - g_loss: 1.9949 - d_accuracy: 0.8410
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8717 - g_loss: 2.0146 - d_accuracy: 0.8273Epoch 364: D Accuracy = 0.8214 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8710 - g_loss: 2.0197 - d_accuracy: 0.8271 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8820 - g_loss: 1.9570 - d_accuracy: 0.8259Epoch 365: D Accuracy = 0.8500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8812 - g_loss: 1.9573 - d_accuracy: 0.8268 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8739 - g_loss: 2.0202 - d_accuracy: 0.8268Epoch 366: D Accuracy = 0.8714 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8749 - g_loss: 2.0006 - d_accuracy: 0.8284 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9079 - g_loss: 2.0109 - d_accuracy: 0.8160Epoch 367: D Accuracy = 0.8786 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9043 - g_loss: 1.9992 - d_accuracy: 0.8182 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8420 - g_loss: 2.0304 - d_accuracy: 0.8465Epoch 368: D Accuracy = 0.8286 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8429 - g_loss: 2.0345 - d_accuracy: 0.8459 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8380 - g_loss: 1.9943 - d_accuracy: 0.8511Epoch 369: D Accuracy = 0.8286 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8402 - g_loss: 1.9880 - d_accuracy: 0.8503 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8386 - g_loss: 2.0090 - d_accuracy: 0.8470Epoch 370: D Accuracy = 0.9000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8365 - g_loss: 2.0002 - d_accuracy: 0.8489 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8786 - g_loss: 1.9911 - d_accuracy: 0.8305Epoch 371: D Accuracy = 0.9071 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8752 - g_loss: 1.9891 - d_accuracy: 0.8332 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8762 - g_loss: 2.0799 - d_accuracy: 0.8273Epoch 372: D Accuracy = 0.7929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8774 - g_loss: 2.0801 - d_accuracy: 0.8260 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8939 - g_loss: 1.9961 - d_accuracy: 0.8269Epoch 373: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8977 - g_loss: 1.9644 - d_accuracy: 0.8260 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8902 - g_loss: 2.0311 - d_accuracy: 0.8217Epoch 374: D Accuracy = 0.9214 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8853 - g_loss: 2.0299 - d_accuracy: 0.8253 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8699 - g_loss: 2.0537 - d_accuracy: 0.8284Epoch 375: D Accuracy = 0.8786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8671 - g_loss: 2.0453 - d_accuracy: 0.8302 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8226 - g_loss: 2.0549 - d_accuracy: 0.8554Epoch 376: D Accuracy = 0.8571 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8195 - g_loss: 2.0657 - d_accuracy: 0.8554 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8667 - g_loss: 2.0798 - d_accuracy: 0.8332Epoch 377: D Accuracy = 0.8429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8669 - g_loss: 2.0746 - d_accuracy: 0.8335 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8630 - g_loss: 2.0341 - d_accuracy: 0.8304Epoch 378: D Accuracy = 0.8500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8600 - g_loss: 2.0393 - d_accuracy: 0.8311 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9011 - g_loss: 2.0679 - d_accuracy: 0.8176Epoch 379: D Accuracy = 0.8786 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8991 - g_loss: 2.0527 - d_accuracy: 0.8197 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8606 - g_loss: 2.0589 - d_accuracy: 0.8360Epoch 380: D Accuracy = 0.8286 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8592 - g_loss: 2.0617 - d_accuracy: 0.8357 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8829 - g_loss: 2.0362 - d_accuracy: 0.8223Epoch 381: D Accuracy = 0.7286 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8855 - g_loss: 2.0664 - d_accuracy: 0.8189 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8843 - g_loss: 2.0782 - d_accuracy: 0.8253Epoch 382: D Accuracy = 0.6357 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8985 - g_loss: 2.1248 - d_accuracy: 0.8186 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8678 - g_loss: 1.9988 - d_accuracy: 0.8308Epoch 383: D Accuracy = 0.7286 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8717 - g_loss: 2.0257 - d_accuracy: 0.8272 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8928 - g_loss: 2.1273 - d_accuracy: 0.8170Epoch 384: D Accuracy = 0.7429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8948 - g_loss: 2.1750 - d_accuracy: 0.8144 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8391 - g_loss: 2.0322 - d_accuracy: 0.8474Epoch 385: D Accuracy = 0.8357 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8394 - g_loss: 2.0353 - d_accuracy: 0.8469 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8552 - g_loss: 2.0336 - d_accuracy: 0.8403Epoch 386: D Accuracy = 0.8643 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8553 - g_loss: 2.0101 - d_accuracy: 0.8412 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8163 - g_loss: 2.1186 - d_accuracy: 0.8503Epoch 387: D Accuracy = 0.8571 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8151 - g_loss: 2.1142 - d_accuracy: 0.8506 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8726 - g_loss: 2.0711 - d_accuracy: 0.8256Epoch 388: D Accuracy = 0.8571 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8716 - g_loss: 2.0692 - d_accuracy: 0.8267 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8952 - g_loss: 2.1427 - d_accuracy: 0.8115Epoch 389: D Accuracy = 0.8357 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8937 - g_loss: 2.1244 - d_accuracy: 0.8123 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8760 - g_loss: 2.0565 - d_accuracy: 0.8262Epoch 390: D Accuracy = 0.8429 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8775 - g_loss: 2.0348 - d_accuracy: 0.8268 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8620 - g_loss: 2.0694 - d_accuracy: 0.8332Epoch 391: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8648 - g_loss: 2.0590 - d_accuracy: 0.8320 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8106 - g_loss: 2.0992 - d_accuracy: 0.8554Epoch 392: D Accuracy = 0.8571 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8097 - g_loss: 2.1123 - d_accuracy: 0.8554 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9007 - g_loss: 2.1066 - d_accuracy: 0.8191Epoch 393: D Accuracy = 0.8214 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8989 - g_loss: 2.0993 - d_accuracy: 0.8191 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8084 - g_loss: 2.1088 - d_accuracy: 0.8585Epoch 394: D Accuracy = 0.8714 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8071 - g_loss: 2.1227 - d_accuracy: 0.8590 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8724 - g_loss: 2.0977 - d_accuracy: 0.8272Epoch 395: D Accuracy = 0.8357 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8707 - g_loss: 2.1004 - d_accuracy: 0.8276
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8454 - g_loss: 2.1278 - d_accuracy: 0.8351Epoch 396: D Accuracy = 0.8786 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8425 - g_loss: 2.1292 - d_accuracy: 0.8366 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8163 - g_loss: 2.1208 - d_accuracy: 0.8534Epoch 397: D Accuracy = 0.8429 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8173 - g_loss: 2.1358 - d_accuracy: 0.8530 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8033 - g_loss: 2.1143 - d_accuracy: 0.8618Epoch 398: D Accuracy = 0.8714 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8011 - g_loss: 2.1401 - d_accuracy: 0.8622 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8685 - g_loss: 2.0953 - d_accuracy: 0.8283Epoch 399: D Accuracy = 0.8214 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8696 - g_loss: 2.0797 - d_accuracy: 0.8281 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8432 - g_loss: 2.1444 - d_accuracy: 0.8406 Class 2 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.8357 27/27 [==============================] - 1s 40ms/step - d_loss: 0.8432 - g_loss: 2.1378 - d_accuracy: 0.8404 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7984 - g_loss: 2.1338 - d_accuracy: 0.8599Epoch 401: D Accuracy = 0.8786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8016 - g_loss: 2.1109 - d_accuracy: 0.8606 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9035 - g_loss: 2.1670 - d_accuracy: 0.8140Epoch 402: D Accuracy = 0.8214 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9027 - g_loss: 2.1548 - d_accuracy: 0.8143 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8267 - g_loss: 2.1430 - d_accuracy: 0.8485Epoch 403: D Accuracy = 0.8786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8278 - g_loss: 2.1193 - d_accuracy: 0.8496 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8597 - g_loss: 2.1308 - d_accuracy: 0.8305Epoch 404: D Accuracy = 0.7786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8605 - g_loss: 2.1369 - d_accuracy: 0.8286 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7907 - g_loss: 2.1505 - d_accuracy: 0.8632Epoch 405: D Accuracy = 0.8071 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7942 - g_loss: 2.1635 - d_accuracy: 0.8612 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8610 - g_loss: 2.2166 - d_accuracy: 0.8319Epoch 406: D Accuracy = 0.9214 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8584 - g_loss: 2.1992 - d_accuracy: 0.8351 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9130 - g_loss: 2.1531 - d_accuracy: 0.8140Epoch 407: D Accuracy = 0.8571 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9109 - g_loss: 2.1414 - d_accuracy: 0.8155 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8153 - g_loss: 2.1438 - d_accuracy: 0.8556Epoch 408: D Accuracy = 0.7571 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8235 - g_loss: 2.1711 - d_accuracy: 0.8521 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8540 - g_loss: 2.1461 - d_accuracy: 0.8353Epoch 409: D Accuracy = 0.8857 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8546 - g_loss: 2.1357 - d_accuracy: 0.8371 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 2.2250 - d_accuracy: 0.7830Epoch 410: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0820 - g_loss: 2.2306 - d_accuracy: 0.7831 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8124 - g_loss: 2.1199 - d_accuracy: 0.8536Epoch 411: D Accuracy = 0.8643 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8113 - g_loss: 2.1123 - d_accuracy: 0.8540 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8270 - g_loss: 2.1755 - d_accuracy: 0.8435Epoch 412: D Accuracy = 0.8714 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8261 - g_loss: 2.1831 - d_accuracy: 0.8445 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8100 - g_loss: 2.1245 - d_accuracy: 0.8564Epoch 413: D Accuracy = 0.7714 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8126 - g_loss: 2.1382 - d_accuracy: 0.8534 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8260 - g_loss: 2.1514 - d_accuracy: 0.8461Epoch 414: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8276 - g_loss: 2.1883 - d_accuracy: 0.8422 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8605 - g_loss: 2.1543 - d_accuracy: 0.8297Epoch 415: D Accuracy = 0.8357 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8625 - g_loss: 2.1304 - d_accuracy: 0.8299 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7926 - g_loss: 2.1839 - d_accuracy: 0.8640Epoch 416: D Accuracy = 0.8357 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7971 - g_loss: 2.1827 - d_accuracy: 0.8630 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8283 - g_loss: 2.1715 - d_accuracy: 0.8467Epoch 417: D Accuracy = 0.8714 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8272 - g_loss: 2.1626 - d_accuracy: 0.8475 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8421 - g_loss: 2.2052 - d_accuracy: 0.8400Epoch 418: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8468 - g_loss: 2.2178 - d_accuracy: 0.8363 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8399 - g_loss: 2.1938 - d_accuracy: 0.8350Epoch 419: D Accuracy = 0.7714 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8389 - g_loss: 2.2251 - d_accuracy: 0.8327 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8189 - g_loss: 2.1708 - d_accuracy: 0.8498Epoch 420: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8242 - g_loss: 2.2033 - d_accuracy: 0.8463 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8105 - g_loss: 2.1894 - d_accuracy: 0.8549Epoch 421: D Accuracy = 0.8286 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8119 - g_loss: 2.2038 - d_accuracy: 0.8540 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8184 - g_loss: 2.2013 - d_accuracy: 0.8562Epoch 422: D Accuracy = 0.8857 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8158 - g_loss: 2.2063 - d_accuracy: 0.8572 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8266 - g_loss: 2.1762 - d_accuracy: 0.8464Epoch 423: D Accuracy = 0.8500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8249 - g_loss: 2.1749 - d_accuracy: 0.8466 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8150 - g_loss: 2.2408 - d_accuracy: 0.8559Epoch 424: D Accuracy = 0.8429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8132 - g_loss: 2.2456 - d_accuracy: 0.8554 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8012 - g_loss: 2.2319 - d_accuracy: 0.8552Epoch 425: D Accuracy = 0.8714 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7993 - g_loss: 2.2427 - d_accuracy: 0.8558 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7838 - g_loss: 2.2486 - d_accuracy: 0.8666Epoch 426: D Accuracy = 0.9071 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7836 - g_loss: 2.2366 - d_accuracy: 0.8681 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8751 - g_loss: 2.2202 - d_accuracy: 0.8242Epoch 427: D Accuracy = 0.8929 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8681 - g_loss: 2.2265 - d_accuracy: 0.8266 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8516 - g_loss: 2.2732 - d_accuracy: 0.8310Epoch 428: D Accuracy = 0.7929 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8532 - g_loss: 2.2820 - d_accuracy: 0.8297 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8014 - g_loss: 2.2425 - d_accuracy: 0.8583Epoch 429: D Accuracy = 0.8929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7976 - g_loss: 2.2632 - d_accuracy: 0.8595 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8242 - g_loss: 2.1948 - d_accuracy: 0.8512Epoch 430: D Accuracy = 0.9000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8229 - g_loss: 2.1765 - d_accuracy: 0.8529 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8017 - g_loss: 2.1859 - d_accuracy: 0.8594Epoch 431: D Accuracy = 0.9214 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7999 - g_loss: 2.1718 - d_accuracy: 0.8616 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8495 - g_loss: 2.2466 - d_accuracy: 0.8321Epoch 432: D Accuracy = 0.9357 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8432 - g_loss: 2.2478 - d_accuracy: 0.8358 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7898 - g_loss: 2.2746 - d_accuracy: 0.8578Epoch 433: D Accuracy = 0.9143 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7844 - g_loss: 2.3024 - d_accuracy: 0.8598 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7958 - g_loss: 2.2646 - d_accuracy: 0.8594Epoch 434: D Accuracy = 0.8143 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7992 - g_loss: 2.2602 - d_accuracy: 0.8578 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8193 - g_loss: 2.3027 - d_accuracy: 0.8506Epoch 435: D Accuracy = 0.8929 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8171 - g_loss: 2.2892 - d_accuracy: 0.8521 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7755 - g_loss: 2.2734 - d_accuracy: 0.8692Epoch 436: D Accuracy = 0.8500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7754 - g_loss: 2.2804 - d_accuracy: 0.8685 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8307 - g_loss: 2.2437 - d_accuracy: 0.8504Epoch 437: D Accuracy = 0.8714 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8272 - g_loss: 2.2553 - d_accuracy: 0.8512 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8007 - g_loss: 2.2402 - d_accuracy: 0.8550Epoch 438: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8009 - g_loss: 2.2483 - d_accuracy: 0.8530 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8019 - g_loss: 2.2448 - d_accuracy: 0.8598Epoch 439: D Accuracy = 0.8643 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8021 - g_loss: 2.2399 - d_accuracy: 0.8600 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8086 - g_loss: 2.2888 - d_accuracy: 0.8555Epoch 440: D Accuracy = 0.9000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8079 - g_loss: 2.2719 - d_accuracy: 0.8571 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7817 - g_loss: 2.2621 - d_accuracy: 0.8716Epoch 441: D Accuracy = 0.8429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7902 - g_loss: 2.2227 - d_accuracy: 0.8706 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8608 - g_loss: 2.3083 - d_accuracy: 0.8278Epoch 442: D Accuracy = 0.8571 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8604 - g_loss: 2.2859 - d_accuracy: 0.8288 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8222 - g_loss: 2.2758 - d_accuracy: 0.8462Epoch 443: D Accuracy = 0.7929 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8222 - g_loss: 2.2938 - d_accuracy: 0.8443 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7920 - g_loss: 2.2614 - d_accuracy: 0.8673Epoch 444: D Accuracy = 0.8857 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7912 - g_loss: 2.2615 - d_accuracy: 0.8680 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7951 - g_loss: 2.3400 - d_accuracy: 0.8603Epoch 445: D Accuracy = 0.7714 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7978 - g_loss: 2.3671 - d_accuracy: 0.8571 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8646 - g_loss: 2.2804 - d_accuracy: 0.8277Epoch 446: D Accuracy = 0.9071 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8622 - g_loss: 2.2665 - d_accuracy: 0.8306 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7986 - g_loss: 2.2821 - d_accuracy: 0.8575Epoch 447: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8006 - g_loss: 2.2792 - d_accuracy: 0.8554 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8401 - g_loss: 2.2955 - d_accuracy: 0.8417Epoch 448: D Accuracy = 0.7929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8505 - g_loss: 2.2539 - d_accuracy: 0.8400 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8025 - g_loss: 2.3083 - d_accuracy: 0.8541Epoch 449: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8040 - g_loss: 2.3251 - d_accuracy: 0.8522 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7872 - g_loss: 2.3022 - d_accuracy: 0.8629Epoch 450: D Accuracy = 0.9786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7806 - g_loss: 2.3041 - d_accuracy: 0.8671 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7971 - g_loss: 2.2770 - d_accuracy: 0.8589Epoch 451: D Accuracy = 0.8857 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7983 - g_loss: 2.2633 - d_accuracy: 0.8599 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7997 - g_loss: 2.3152 - d_accuracy: 0.8581Epoch 452: D Accuracy = 0.9071 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7982 - g_loss: 2.2949 - d_accuracy: 0.8599 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7886 - g_loss: 2.3442 - d_accuracy: 0.8576Epoch 453: D Accuracy = 0.8143 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7894 - g_loss: 2.3586 - d_accuracy: 0.8560 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7883 - g_loss: 2.3091 - d_accuracy: 0.8582Epoch 454: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7929 - g_loss: 2.3370 - d_accuracy: 0.8544 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8121 - g_loss: 2.3250 - d_accuracy: 0.8532Epoch 455: D Accuracy = 0.8071 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8146 - g_loss: 2.3316 - d_accuracy: 0.8516 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8356 - g_loss: 2.3372 - d_accuracy: 0.8444Epoch 456: D Accuracy = 0.8929 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8330 - g_loss: 2.3220 - d_accuracy: 0.8461 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7928 - g_loss: 2.3325 - d_accuracy: 0.8637Epoch 457: D Accuracy = 0.8714 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7923 - g_loss: 2.3202 - d_accuracy: 0.8640 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8022 - g_loss: 2.3172 - d_accuracy: 0.8567Epoch 458: D Accuracy = 0.8214 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8061 - g_loss: 2.3055 - d_accuracy: 0.8554 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8479 - g_loss: 2.3232 - d_accuracy: 0.8294Epoch 459: D Accuracy = 0.7214 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8525 - g_loss: 2.3345 - d_accuracy: 0.8255 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7906 - g_loss: 2.3062 - d_accuracy: 0.8582Epoch 460: D Accuracy = 0.8786 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7901 - g_loss: 2.2938 - d_accuracy: 0.8589 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8147 - g_loss: 2.3376 - d_accuracy: 0.8526Epoch 461: D Accuracy = 0.8714 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8129 - g_loss: 2.3403 - d_accuracy: 0.8533 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8265 - g_loss: 2.3312 - d_accuracy: 0.8457Epoch 462: D Accuracy = 0.8643 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8260 - g_loss: 2.3235 - d_accuracy: 0.8463 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7773 - g_loss: 2.3390 - d_accuracy: 0.8652Epoch 463: D Accuracy = 0.8357 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7756 - g_loss: 2.3677 - d_accuracy: 0.8641
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7739 - g_loss: 2.3165 - d_accuracy: 0.8734Epoch 464: D Accuracy = 0.8857 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7739 - g_loss: 2.3047 - d_accuracy: 0.8738 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7760 - g_loss: 2.3588 - d_accuracy: 0.8632Epoch 465: D Accuracy = 0.8071 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7806 - g_loss: 2.3324 - d_accuracy: 0.8612 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7776 - g_loss: 2.3539 - d_accuracy: 0.8685Epoch 466: D Accuracy = 0.8857 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7758 - g_loss: 2.3644 - d_accuracy: 0.8691 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8067 - g_loss: 2.3035 - d_accuracy: 0.8564Epoch 467: D Accuracy = 0.8571 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8064 - g_loss: 2.2988 - d_accuracy: 0.8564 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7500 - g_loss: 2.3959 - d_accuracy: 0.8806Epoch 468: D Accuracy = 0.8786 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7522 - g_loss: 2.3781 - d_accuracy: 0.8806 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7956 - g_loss: 2.4025 - d_accuracy: 0.8567Epoch 469: D Accuracy = 0.8643 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7956 - g_loss: 2.3993 - d_accuracy: 0.8569 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7880 - g_loss: 2.3912 - d_accuracy: 0.8626Epoch 470: D Accuracy = 0.9000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7827 - g_loss: 2.4129 - d_accuracy: 0.8640 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8554 - g_loss: 2.3283 - d_accuracy: 0.8282Epoch 471: D Accuracy = 0.8857 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8531 - g_loss: 2.3107 - d_accuracy: 0.8303 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7801 - g_loss: 2.3673 - d_accuracy: 0.8683Epoch 472: D Accuracy = 0.9429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7769 - g_loss: 2.3565 - d_accuracy: 0.8709 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8324 - g_loss: 2.4243 - d_accuracy: 0.8429Epoch 473: D Accuracy = 0.6929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8389 - g_loss: 2.4694 - d_accuracy: 0.8376 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8441 - g_loss: 2.3356 - d_accuracy: 0.8442Epoch 474: D Accuracy = 0.9500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8360 - g_loss: 2.3463 - d_accuracy: 0.8480 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7609 - g_loss: 2.3735 - d_accuracy: 0.8748Epoch 475: D Accuracy = 0.8071 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7617 - g_loss: 2.3927 - d_accuracy: 0.8724 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7688 - g_loss: 2.3890 - d_accuracy: 0.8699Epoch 476: D Accuracy = 0.8429 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7687 - g_loss: 2.4031 - d_accuracy: 0.8689 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7449 - g_loss: 2.3798 - d_accuracy: 0.8795Epoch 477: D Accuracy = 0.8286 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7481 - g_loss: 2.3700 - d_accuracy: 0.8777 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7694 - g_loss: 2.4313 - d_accuracy: 0.8694Epoch 478: D Accuracy = 0.9143 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7669 - g_loss: 2.4366 - d_accuracy: 0.8710 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7494 - g_loss: 2.3535 - d_accuracy: 0.8805Epoch 479: D Accuracy = 0.9071 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7479 - g_loss: 2.3501 - d_accuracy: 0.8815 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8370 - g_loss: 2.4233 - d_accuracy: 0.8453Epoch 480: D Accuracy = 0.8429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8387 - g_loss: 2.4102 - d_accuracy: 0.8452 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7462 - g_loss: 2.4609 - d_accuracy: 0.8800Epoch 481: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7475 - g_loss: 2.5024 - d_accuracy: 0.8772 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7869 - g_loss: 2.3908 - d_accuracy: 0.8632Epoch 482: D Accuracy = 0.7786 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7990 - g_loss: 2.3507 - d_accuracy: 0.8602 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7800 - g_loss: 2.4765 - d_accuracy: 0.8636Epoch 483: D Accuracy = 0.8786 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7822 - g_loss: 2.4488 - d_accuracy: 0.8641 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7676 - g_loss: 2.4615 - d_accuracy: 0.8718Epoch 484: D Accuracy = 0.8786 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7659 - g_loss: 2.4592 - d_accuracy: 0.8720 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8113 - g_loss: 2.3910 - d_accuracy: 0.8470Epoch 485: D Accuracy = 0.8929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8079 - g_loss: 2.4017 - d_accuracy: 0.8487 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7778 - g_loss: 2.4168 - d_accuracy: 0.8658Epoch 486: D Accuracy = 0.9500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7711 - g_loss: 2.4277 - d_accuracy: 0.8688 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7893 - g_loss: 2.4181 - d_accuracy: 0.8630Epoch 487: D Accuracy = 0.9214 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7845 - g_loss: 2.4293 - d_accuracy: 0.8651 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7938 - g_loss: 2.4008 - d_accuracy: 0.8607Epoch 488: D Accuracy = 0.8786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7916 - g_loss: 2.4100 - d_accuracy: 0.8613 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7829 - g_loss: 2.4255 - d_accuracy: 0.8624Epoch 489: D Accuracy = 0.8786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7817 - g_loss: 2.4270 - d_accuracy: 0.8630 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7659 - g_loss: 2.3754 - d_accuracy: 0.8701Epoch 490: D Accuracy = 0.8357 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7698 - g_loss: 2.3807 - d_accuracy: 0.8688 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7776 - g_loss: 2.4007 - d_accuracy: 0.8676Epoch 491: D Accuracy = 0.8857 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7789 - g_loss: 2.3757 - d_accuracy: 0.8682 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7817 - g_loss: 2.4703 - d_accuracy: 0.8613Epoch 492: D Accuracy = 0.9000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7760 - g_loss: 2.5013 - d_accuracy: 0.8627 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7743 - g_loss: 2.4386 - d_accuracy: 0.8678Epoch 493: D Accuracy = 0.9429 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7703 - g_loss: 2.4329 - d_accuracy: 0.8705 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7531 - g_loss: 2.4486 - d_accuracy: 0.8770Epoch 494: D Accuracy = 0.9286 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7485 - g_loss: 2.4480 - d_accuracy: 0.8788 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7318 - g_loss: 2.4571 - d_accuracy: 0.8909Epoch 495: D Accuracy = 0.8714 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7369 - g_loss: 2.4398 - d_accuracy: 0.8902
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7450 - g_loss: 2.4422 - d_accuracy: 0.8786Epoch 496: D Accuracy = 0.8786 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7461 - g_loss: 2.4480 - d_accuracy: 0.8786 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7440 - g_loss: 2.4666 - d_accuracy: 0.8819Epoch 497: D Accuracy = 0.8429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7442 - g_loss: 2.4768 - d_accuracy: 0.8805 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8381 - g_loss: 2.4737 - d_accuracy: 0.8423Epoch 498: D Accuracy = 0.9143 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8328 - g_loss: 2.4787 - d_accuracy: 0.8449 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7616 - g_loss: 2.4728 - d_accuracy: 0.8748Epoch 499: D Accuracy = 0.8857 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7603 - g_loss: 2.4943 - d_accuracy: 0.8752 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7311 - g_loss: 2.4622 - d_accuracy: 0.8849 Class 2 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.8286 27/27 [==============================] - 1s 45ms/step - d_loss: 0.7340 - g_loss: 2.4635 - d_accuracy: 0.8828 Training DCGAN for class 3... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.2043 - g_loss: 1.1744 - d_accuracy: 0.7297WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0166s vs `on_train_batch_end` time: 0.0188s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.8284 - g_loss: 1.9719 - d_accuracy: 0.8688 Epoch 1: Generator loss improved from inf to 1.1074. Saving weights. Epoch 1: D Accuracy = 0.8119 27/27 [==============================] - 2s 44ms/step - d_loss: 0.8359 - g_loss: 1.9410 - d_accuracy: 0.8667 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1602 - g_loss: 1.5598 - d_accuracy: 0.7374 Epoch 2: Generator loss improved from 1.1074 to 1.0177. Saving weights. Epoch 2: D Accuracy = 0.7431 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1583 - g_loss: 1.5404 - d_accuracy: 0.7377 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2278 - g_loss: 1.2458 - d_accuracy: 0.6853Epoch 3: D Accuracy = 0.6606 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2273 - g_loss: 1.2487 - d_accuracy: 0.6845 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 1.0280 - d_accuracy: 0.6439Epoch 4: D Accuracy = 0.6147 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2750 - g_loss: 1.0356 - d_accuracy: 0.6428 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3068 - g_loss: 0.9733 - d_accuracy: 0.6165 Epoch 5: Generator loss improved from 1.0177 to 0.9915. Saving weights. Epoch 5: D Accuracy = 0.6606 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3059 - g_loss: 0.9739 - d_accuracy: 0.6181 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.9299 - d_accuracy: 0.6078 Epoch 6: Generator loss improved from 0.9915 to 0.9088. Saving weights. Epoch 6: D Accuracy = 0.5872 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3207 - g_loss: 0.9292 - d_accuracy: 0.6071 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9377 - d_accuracy: 0.6127Epoch 7: D Accuracy = 0.6514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2994 - g_loss: 0.9395 - d_accuracy: 0.6140 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2906 - g_loss: 0.9441 - d_accuracy: 0.6256 Epoch 8: Generator loss improved from 0.9088 to 0.8614. Saving weights. Epoch 8: D Accuracy = 0.5826 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2928 - g_loss: 0.9411 - d_accuracy: 0.6241 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9813 - d_accuracy: 0.6388Epoch 9: D Accuracy = 0.5917 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2838 - g_loss: 0.9854 - d_accuracy: 0.6371 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2484 - g_loss: 1.0144 - d_accuracy: 0.6593Epoch 10: D Accuracy = 0.6147 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2480 - g_loss: 1.0292 - d_accuracy: 0.6577 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2520 - g_loss: 1.0329 - d_accuracy: 0.6666Epoch 11: D Accuracy = 0.6697 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2507 - g_loss: 1.0336 - d_accuracy: 0.6667 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2252 - g_loss: 1.0483 - d_accuracy: 0.6761Epoch 12: D Accuracy = 0.6881 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2231 - g_loss: 1.0496 - d_accuracy: 0.6765 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2356 - g_loss: 1.0728 - d_accuracy: 0.6811Epoch 13: D Accuracy = 0.7752 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2327 - g_loss: 1.0658 - d_accuracy: 0.6844 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2064 - g_loss: 1.1095 - d_accuracy: 0.6773Epoch 14: D Accuracy = 0.6651 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2065 - g_loss: 1.1060 - d_accuracy: 0.6768 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1862 - g_loss: 1.1251 - d_accuracy: 0.6959Epoch 15: D Accuracy = 0.7064 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1867 - g_loss: 1.1192 - d_accuracy: 0.6962 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1967 - g_loss: 1.0997 - d_accuracy: 0.6888Epoch 16: D Accuracy = 0.6560 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1967 - g_loss: 1.1020 - d_accuracy: 0.6876 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 1.1043 - d_accuracy: 0.6754Epoch 17: D Accuracy = 0.6927 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2249 - g_loss: 1.1039 - d_accuracy: 0.6760 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1791 - g_loss: 1.1401 - d_accuracy: 0.6929Epoch 18: D Accuracy = 0.7202 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1759 - g_loss: 1.1483 - d_accuracy: 0.6939 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1787 - g_loss: 1.1326 - d_accuracy: 0.6993Epoch 19: D Accuracy = 0.7339 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1769 - g_loss: 1.1346 - d_accuracy: 0.7006 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1650 - g_loss: 1.1708 - d_accuracy: 0.7030Epoch 20: D Accuracy = 0.6560 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1658 - g_loss: 1.1781 - d_accuracy: 0.7013 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1697 - g_loss: 1.1793 - d_accuracy: 0.6969 Epoch 21: Generator loss improved from 0.8614 to 0.6816. Saving weights. Epoch 21: D Accuracy = 0.6330 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1752 - g_loss: 1.1615 - d_accuracy: 0.6946 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1637 - g_loss: 1.1697 - d_accuracy: 0.7028Epoch 22: D Accuracy = 0.7615 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1644 - g_loss: 1.1613 - d_accuracy: 0.7049 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1811 - g_loss: 1.2142 - d_accuracy: 0.6967Epoch 23: D Accuracy = 0.5505 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1877 - g_loss: 1.2381 - d_accuracy: 0.6915 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1657 - g_loss: 1.1541 - d_accuracy: 0.7134Epoch 24: D Accuracy = 0.7569 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1659 - g_loss: 1.1419 - d_accuracy: 0.7149 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1547 - g_loss: 1.2160 - d_accuracy: 0.7100Epoch 25: D Accuracy = 0.7064 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1561 - g_loss: 1.2030 - d_accuracy: 0.7099 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1703 - g_loss: 1.2111 - d_accuracy: 0.7111Epoch 26: D Accuracy = 0.7156 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1702 - g_loss: 1.2110 - d_accuracy: 0.7113 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1290 - g_loss: 1.1750 - d_accuracy: 0.7255Epoch 27: D Accuracy = 0.7477 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1291 - g_loss: 1.1680 - d_accuracy: 0.7263 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1539 - g_loss: 1.2400 - d_accuracy: 0.7114Epoch 28: D Accuracy = 0.7248 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1538 - g_loss: 1.2380 - d_accuracy: 0.7119 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1535 - g_loss: 1.2014 - d_accuracy: 0.7131Epoch 29: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1543 - g_loss: 1.2007 - d_accuracy: 0.7127
Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1833 - g_loss: 1.1908 - d_accuracy: 0.6976Epoch 30: D Accuracy = 0.6835 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1865 - g_loss: 1.1779 - d_accuracy: 0.6971 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1577 - g_loss: 1.1976 - d_accuracy: 0.7067Epoch 31: D Accuracy = 0.7523 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1551 - g_loss: 1.1928 - d_accuracy: 0.7083 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1583 - g_loss: 1.2126 - d_accuracy: 0.7048Epoch 32: D Accuracy = 0.8394 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1536 - g_loss: 1.2073 - d_accuracy: 0.7097 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1496 - g_loss: 1.1926 - d_accuracy: 0.7084Epoch 33: D Accuracy = 0.7523 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1473 - g_loss: 1.1931 - d_accuracy: 0.7100 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1995 - g_loss: 1.1861 - d_accuracy: 0.6873Epoch 34: D Accuracy = 0.6697 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2010 - g_loss: 1.1765 - d_accuracy: 0.6866 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1617 - g_loss: 1.1746 - d_accuracy: 0.7036Epoch 35: D Accuracy = 0.7936 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1573 - g_loss: 1.1764 - d_accuracy: 0.7068 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2055 - g_loss: 1.1672 - d_accuracy: 0.6833Epoch 36: D Accuracy = 0.7294 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2026 - g_loss: 1.1652 - d_accuracy: 0.6849 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1826 - g_loss: 1.1584 - d_accuracy: 0.6864Epoch 37: D Accuracy = 0.7248 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1824 - g_loss: 1.1489 - d_accuracy: 0.6878 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1822 - g_loss: 1.1741 - d_accuracy: 0.6940Epoch 38: D Accuracy = 0.6514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1838 - g_loss: 1.1829 - d_accuracy: 0.6925 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2036 - g_loss: 1.1437 - d_accuracy: 0.6844Epoch 39: D Accuracy = 0.7477 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2015 - g_loss: 1.1439 - d_accuracy: 0.6866 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1758 - g_loss: 1.1593 - d_accuracy: 0.6986Epoch 40: D Accuracy = 0.6239 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1798 - g_loss: 1.1638 - d_accuracy: 0.6959 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2186 - g_loss: 1.1452 - d_accuracy: 0.6737Epoch 41: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2170 - g_loss: 1.1426 - d_accuracy: 0.6747 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.1523 - d_accuracy: 0.6785Epoch 42: D Accuracy = 0.7339 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1948 - g_loss: 1.1596 - d_accuracy: 0.6805 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2183 - g_loss: 1.1362 - d_accuracy: 0.6696Epoch 43: D Accuracy = 0.6972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2165 - g_loss: 1.1389 - d_accuracy: 0.6706 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1886 - g_loss: 1.1258 - d_accuracy: 0.6852Epoch 44: D Accuracy = 0.7064 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1880 - g_loss: 1.1301 - d_accuracy: 0.6859 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2078 - g_loss: 1.1255 - d_accuracy: 0.6732Epoch 45: D Accuracy = 0.6376 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2102 - g_loss: 1.1201 - d_accuracy: 0.6719 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 1.1585 - d_accuracy: 0.6703Epoch 46: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2411 - g_loss: 1.1572 - d_accuracy: 0.6688 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2191 - g_loss: 1.1223 - d_accuracy: 0.6720Epoch 47: D Accuracy = 0.7294 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2153 - g_loss: 1.1273 - d_accuracy: 0.6740 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2113 - g_loss: 1.1013 - d_accuracy: 0.6695Epoch 48: D Accuracy = 0.6422 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2124 - g_loss: 1.1023 - d_accuracy: 0.6685 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2206 - g_loss: 1.1424 - d_accuracy: 0.6688Epoch 49: D Accuracy = 0.7110 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2161 - g_loss: 1.1522 - d_accuracy: 0.6703 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 1.0923 - d_accuracy: 0.6577Epoch 50: D Accuracy = 0.5734 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2503 - g_loss: 1.0824 - d_accuracy: 0.6547 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2166 - g_loss: 1.0812 - d_accuracy: 0.6700Epoch 51: D Accuracy = 0.6055 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2213 - g_loss: 1.0689 - d_accuracy: 0.6677 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2204 - g_loss: 1.1068 - d_accuracy: 0.6666Epoch 52: D Accuracy = 0.5917 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2231 - g_loss: 1.1121 - d_accuracy: 0.6639 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 1.0924 - d_accuracy: 0.6675Epoch 53: D Accuracy = 0.6560 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2312 - g_loss: 1.0930 - d_accuracy: 0.6671 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0796 - d_accuracy: 0.6743Epoch 54: D Accuracy = 0.6789 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2164 - g_loss: 1.0786 - d_accuracy: 0.6745 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2268 - g_loss: 1.0882 - d_accuracy: 0.6592Epoch 55: D Accuracy = 0.6606 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2281 - g_loss: 1.0827 - d_accuracy: 0.6592 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2172 - g_loss: 1.1056 - d_accuracy: 0.6710Epoch 56: D Accuracy = 0.5505 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2242 - g_loss: 1.1255 - d_accuracy: 0.6667 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2357 - g_loss: 1.0749 - d_accuracy: 0.6613Epoch 57: D Accuracy = 0.7294 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2325 - g_loss: 1.0738 - d_accuracy: 0.6637 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 1.0878 - d_accuracy: 0.6672Epoch 58: D Accuracy = 0.7064 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2264 - g_loss: 1.0841 - d_accuracy: 0.6686 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2273 - g_loss: 1.0919 - d_accuracy: 0.6634Epoch 59: D Accuracy = 0.6743 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2261 - g_loss: 1.0950 - d_accuracy: 0.6638 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 1.0789 - d_accuracy: 0.6486Epoch 60: D Accuracy = 0.7110 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2464 - g_loss: 1.0760 - d_accuracy: 0.6508 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2237 - g_loss: 1.0673 - d_accuracy: 0.6599Epoch 61: D Accuracy = 0.7156 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2224 - g_loss: 1.0630 - d_accuracy: 0.6619 Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2188 - g_loss: 1.0873 - d_accuracy: 0.6688Epoch 62: D Accuracy = 0.6514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2202 - g_loss: 1.0816 - d_accuracy: 0.6682 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2439 - g_loss: 1.0697 - d_accuracy: 0.6551Epoch 63: D Accuracy = 0.6606 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2442 - g_loss: 1.0656 - d_accuracy: 0.6553 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2363 - g_loss: 1.0578 - d_accuracy: 0.6569Epoch 64: D Accuracy = 0.6697 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2378 - g_loss: 1.0477 - d_accuracy: 0.6574 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2468 - g_loss: 1.0741 - d_accuracy: 0.6453Epoch 65: D Accuracy = 0.6697 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2443 - g_loss: 1.0747 - d_accuracy: 0.6462 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 1.0715 - d_accuracy: 0.6457Epoch 66: D Accuracy = 0.6055 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2553 - g_loss: 1.0761 - d_accuracy: 0.6443 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2509 - g_loss: 1.0872 - d_accuracy: 0.6591Epoch 67: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2487 - g_loss: 1.0823 - d_accuracy: 0.6606 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2332 - g_loss: 1.0700 - d_accuracy: 0.6579Epoch 68: D Accuracy = 0.6927 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2305 - g_loss: 1.0736 - d_accuracy: 0.6591 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2425 - g_loss: 1.0526 - d_accuracy: 0.6503Epoch 69: D Accuracy = 0.7064 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2411 - g_loss: 1.0490 - d_accuracy: 0.6523 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2398 - g_loss: 1.0818 - d_accuracy: 0.6570Epoch 70: D Accuracy = 0.6055 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2410 - g_loss: 1.0809 - d_accuracy: 0.6551 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2281 - g_loss: 1.0555 - d_accuracy: 0.6667Epoch 71: D Accuracy = 0.6560 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2302 - g_loss: 1.0483 - d_accuracy: 0.6663 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 1.0660 - d_accuracy: 0.6529Epoch 72: D Accuracy = 0.7110 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2434 - g_loss: 1.0542 - d_accuracy: 0.6550 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2325 - g_loss: 1.0910 - d_accuracy: 0.6533Epoch 73: D Accuracy = 0.6651 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2322 - g_loss: 1.0923 - d_accuracy: 0.6537 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2191 - g_loss: 1.0781 - d_accuracy: 0.6684Epoch 74: D Accuracy = 0.7294 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2169 - g_loss: 1.0755 - d_accuracy: 0.6705 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2846 - g_loss: 1.1115 - d_accuracy: 0.6414Epoch 75: D Accuracy = 0.6422 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2820 - g_loss: 1.1139 - d_accuracy: 0.6414 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2443 - g_loss: 1.0582 - d_accuracy: 0.6498Epoch 76: D Accuracy = 0.6514 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2464 - g_loss: 1.0479 - d_accuracy: 0.6499 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2271 - g_loss: 1.0659 - d_accuracy: 0.6575Epoch 77: D Accuracy = 0.5872 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2307 - g_loss: 1.0611 - d_accuracy: 0.6549 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2335 - g_loss: 1.0577 - d_accuracy: 0.6558Epoch 78: D Accuracy = 0.6743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2317 - g_loss: 1.0622 - d_accuracy: 0.6564 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0691 - d_accuracy: 0.6556Epoch 79: D Accuracy = 0.7248 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2247 - g_loss: 1.0708 - d_accuracy: 0.6581 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 1.0835 - d_accuracy: 0.6562Epoch 80: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2413 - g_loss: 1.0787 - d_accuracy: 0.6578 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2296 - g_loss: 1.0788 - d_accuracy: 0.6586Epoch 81: D Accuracy = 0.6972 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2284 - g_loss: 1.0837 - d_accuracy: 0.6600 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2483 - g_loss: 1.0785 - d_accuracy: 0.6512Epoch 82: D Accuracy = 0.6835 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2470 - g_loss: 1.0753 - d_accuracy: 0.6523 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2282 - g_loss: 1.0702 - d_accuracy: 0.6643Epoch 83: D Accuracy = 0.6789 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2283 - g_loss: 1.0629 - d_accuracy: 0.6648 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2449 - g_loss: 1.0994 - d_accuracy: 0.6550Epoch 84: D Accuracy = 0.7156 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2416 - g_loss: 1.0994 - d_accuracy: 0.6571 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 1.0521 - d_accuracy: 0.6507Epoch 85: D Accuracy = 0.6835 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2413 - g_loss: 1.0521 - d_accuracy: 0.6519 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2176 - g_loss: 1.0813 - d_accuracy: 0.6633Epoch 86: D Accuracy = 0.6055 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2178 - g_loss: 1.0936 - d_accuracy: 0.6613 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2422 - g_loss: 1.0651 - d_accuracy: 0.6553Epoch 87: D Accuracy = 0.6514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2418 - g_loss: 1.0712 - d_accuracy: 0.6552 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2205 - g_loss: 1.0653 - d_accuracy: 0.6630Epoch 88: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2226 - g_loss: 1.0606 - d_accuracy: 0.6618 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2342 - g_loss: 1.0653 - d_accuracy: 0.6546Epoch 89: D Accuracy = 0.6697 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2352 - g_loss: 1.0568 - d_accuracy: 0.6551 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2538 - g_loss: 1.0840 - d_accuracy: 0.6534Epoch 90: D Accuracy = 0.6606 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2555 - g_loss: 1.0728 - d_accuracy: 0.6536 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0797 - d_accuracy: 0.6679Epoch 91: D Accuracy = 0.6927 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2175 - g_loss: 1.0749 - d_accuracy: 0.6688 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2344 - g_loss: 1.0946 - d_accuracy: 0.6574Epoch 92: D Accuracy = 0.6560 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2345 - g_loss: 1.0940 - d_accuracy: 0.6573 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 1.0559 - d_accuracy: 0.6539Epoch 93: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2400 - g_loss: 1.0557 - d_accuracy: 0.6530 Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 1.0962 - d_accuracy: 0.6612Epoch 94: D Accuracy = 0.7110 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2346 - g_loss: 1.1017 - d_accuracy: 0.6630 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2501 - g_loss: 1.0756 - d_accuracy: 0.6503Epoch 95: D Accuracy = 0.6055 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2497 - g_loss: 1.0849 - d_accuracy: 0.6487 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2146 - g_loss: 1.0596 - d_accuracy: 0.6684Epoch 96: D Accuracy = 0.6514 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2163 - g_loss: 1.0530 - d_accuracy: 0.6678 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2388 - g_loss: 1.0992 - d_accuracy: 0.6541Epoch 97: D Accuracy = 0.5780 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2409 - g_loss: 1.0992 - d_accuracy: 0.6514 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2158 - g_loss: 1.0682 - d_accuracy: 0.6713Epoch 98: D Accuracy = 0.7294 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2125 - g_loss: 1.0693 - d_accuracy: 0.6733 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2480 - g_loss: 1.1094 - d_accuracy: 0.6456Epoch 99: D Accuracy = 0.6468 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2490 - g_loss: 1.1065 - d_accuracy: 0.6457 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2194 - g_loss: 1.0659 - d_accuracy: 0.6683 Class 3 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.6468 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2204 - g_loss: 1.0647 - d_accuracy: 0.6676 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 1.0863 - d_accuracy: 0.6512Epoch 101: D Accuracy = 0.5826 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2412 - g_loss: 1.0879 - d_accuracy: 0.6488 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2148 - g_loss: 1.1116 - d_accuracy: 0.6722Epoch 102: D Accuracy = 0.6606 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2136 - g_loss: 1.1238 - d_accuracy: 0.6718 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2168 - g_loss: 1.1025 - d_accuracy: 0.6726Epoch 103: D Accuracy = 0.6606 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2147 - g_loss: 1.1144 - d_accuracy: 0.6722 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2177 - g_loss: 1.0946 - d_accuracy: 0.6733Epoch 104: D Accuracy = 0.7248 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2162 - g_loss: 1.0988 - d_accuracy: 0.6751 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2098 - g_loss: 1.0940 - d_accuracy: 0.6763Epoch 105: D Accuracy = 0.7202 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2081 - g_loss: 1.0952 - d_accuracy: 0.6778 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2240 - g_loss: 1.1243 - d_accuracy: 0.6683Epoch 106: D Accuracy = 0.7523 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2208 - g_loss: 1.1191 - d_accuracy: 0.6713 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2176 - g_loss: 1.1009 - d_accuracy: 0.6730Epoch 107: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2185 - g_loss: 1.0943 - d_accuracy: 0.6740 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2265 - g_loss: 1.0997 - d_accuracy: 0.6580Epoch 108: D Accuracy = 0.6835 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2260 - g_loss: 1.0964 - d_accuracy: 0.6589 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2089 - g_loss: 1.1212 - d_accuracy: 0.6743Epoch 109: D Accuracy = 0.5780 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2123 - g_loss: 1.1388 - d_accuracy: 0.6709 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1953 - g_loss: 1.0927 - d_accuracy: 0.6813Epoch 110: D Accuracy = 0.7064 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1948 - g_loss: 1.0941 - d_accuracy: 0.6822 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2115 - g_loss: 1.1056 - d_accuracy: 0.6762Epoch 111: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2093 - g_loss: 1.1052 - d_accuracy: 0.6771 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2279 - g_loss: 1.1267 - d_accuracy: 0.6592Epoch 112: D Accuracy = 0.7294 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2266 - g_loss: 1.1159 - d_accuracy: 0.6618 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2098 - g_loss: 1.1124 - d_accuracy: 0.6664Epoch 113: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2100 - g_loss: 1.1141 - d_accuracy: 0.6650 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 1.1256 - d_accuracy: 0.6601Epoch 114: D Accuracy = 0.6743 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2394 - g_loss: 1.1162 - d_accuracy: 0.6606 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1992 - g_loss: 1.1165 - d_accuracy: 0.6782Epoch 115: D Accuracy = 0.7248 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1975 - g_loss: 1.1163 - d_accuracy: 0.6798 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1994 - g_loss: 1.1350 - d_accuracy: 0.6784Epoch 116: D Accuracy = 0.6055 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2005 - g_loss: 1.1439 - d_accuracy: 0.6758 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1996 - g_loss: 1.0959 - d_accuracy: 0.6799Epoch 117: D Accuracy = 0.6743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2003 - g_loss: 1.0850 - d_accuracy: 0.6797 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1988 - g_loss: 1.1309 - d_accuracy: 0.6789Epoch 118: D Accuracy = 0.6743 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1999 - g_loss: 1.1295 - d_accuracy: 0.6787 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.1544 - d_accuracy: 0.6884Epoch 119: D Accuracy = 0.6330 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1862 - g_loss: 1.1447 - d_accuracy: 0.6864 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2139 - g_loss: 1.1380 - d_accuracy: 0.6701Epoch 120: D Accuracy = 0.6972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2126 - g_loss: 1.1352 - d_accuracy: 0.6710 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1981 - g_loss: 1.1134 - d_accuracy: 0.6760Epoch 121: D Accuracy = 0.7477 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1950 - g_loss: 1.1156 - d_accuracy: 0.6785 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2108 - g_loss: 1.1064 - d_accuracy: 0.6724Epoch 122: D Accuracy = 0.6927 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2128 - g_loss: 1.0920 - d_accuracy: 0.6731 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2015 - g_loss: 1.1674 - d_accuracy: 0.6807Epoch 123: D Accuracy = 0.6055 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2032 - g_loss: 1.1844 - d_accuracy: 0.6780 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.1316 - d_accuracy: 0.6757Epoch 124: D Accuracy = 0.6514 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2010 - g_loss: 1.1451 - d_accuracy: 0.6749 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1914 - g_loss: 1.1101 - d_accuracy: 0.6891Epoch 125: D Accuracy = 0.7339 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1882 - g_loss: 1.1138 - d_accuracy: 0.6907 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1844 - g_loss: 1.1414 - d_accuracy: 0.6924Epoch 126: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1822 - g_loss: 1.1403 - d_accuracy: 0.6927 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.1596 - d_accuracy: 0.6787Epoch 127: D Accuracy = 0.5505 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2001 - g_loss: 1.1781 - d_accuracy: 0.6741 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2069 - g_loss: 1.1254 - d_accuracy: 0.6789Epoch 128: D Accuracy = 0.7202 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2070 - g_loss: 1.1144 - d_accuracy: 0.6803 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2010 - g_loss: 1.1247 - d_accuracy: 0.6784Epoch 129: D Accuracy = 0.7569 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1991 - g_loss: 1.1197 - d_accuracy: 0.6812 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1783 - g_loss: 1.1481 - d_accuracy: 0.6848Epoch 130: D Accuracy = 0.6927 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1785 - g_loss: 1.1385 - d_accuracy: 0.6851 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.1466 - d_accuracy: 0.6710Epoch 131: D Accuracy = 0.7156 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2082 - g_loss: 1.1443 - d_accuracy: 0.6726 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1978 - g_loss: 1.1647 - d_accuracy: 0.6821Epoch 132: D Accuracy = 0.7064 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1954 - g_loss: 1.1747 - d_accuracy: 0.6830 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1924 - g_loss: 1.1386 - d_accuracy: 0.6817Epoch 133: D Accuracy = 0.6009 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1946 - g_loss: 1.1486 - d_accuracy: 0.6788 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1772 - g_loss: 1.1479 - d_accuracy: 0.6928Epoch 134: D Accuracy = 0.6560 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1755 - g_loss: 1.1565 - d_accuracy: 0.6915 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1795 - g_loss: 1.1592 - d_accuracy: 0.6951Epoch 135: D Accuracy = 0.7477 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1796 - g_loss: 1.1591 - d_accuracy: 0.6970 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1791 - g_loss: 1.1363 - d_accuracy: 0.6989Epoch 136: D Accuracy = 0.7523 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1786 - g_loss: 1.1295 - d_accuracy: 0.7008 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1896 - g_loss: 1.1856 - d_accuracy: 0.6855Epoch 137: D Accuracy = 0.7752 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1870 - g_loss: 1.1806 - d_accuracy: 0.6887 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1732 - g_loss: 1.1664 - d_accuracy: 0.6953Epoch 138: D Accuracy = 0.6330 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1750 - g_loss: 1.1723 - d_accuracy: 0.6931 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1692 - g_loss: 1.1510 - d_accuracy: 0.7005Epoch 139: D Accuracy = 0.7890 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1644 - g_loss: 1.1522 - d_accuracy: 0.7037 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1701 - g_loss: 1.1657 - d_accuracy: 0.6904Epoch 140: D Accuracy = 0.6789 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1708 - g_loss: 1.1599 - d_accuracy: 0.6900 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2027 - g_loss: 1.1770 - d_accuracy: 0.6788Epoch 141: D Accuracy = 0.6835 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2028 - g_loss: 1.1731 - d_accuracy: 0.6790 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1589 - g_loss: 1.1730 - d_accuracy: 0.6975Epoch 142: D Accuracy = 0.7110 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1585 - g_loss: 1.1756 - d_accuracy: 0.6980 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1638 - g_loss: 1.1714 - d_accuracy: 0.6992Epoch 143: D Accuracy = 0.6881 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1629 - g_loss: 1.1745 - d_accuracy: 0.6988 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1727 - g_loss: 1.1932 - d_accuracy: 0.6994Epoch 144: D Accuracy = 0.6193 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1775 - g_loss: 1.2119 - d_accuracy: 0.6966 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1747 - g_loss: 1.1807 - d_accuracy: 0.6947Epoch 145: D Accuracy = 0.6055 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1760 - g_loss: 1.2020 - d_accuracy: 0.6915 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1544 - g_loss: 1.2025 - d_accuracy: 0.7029Epoch 146: D Accuracy = 0.6881 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1518 - g_loss: 1.2155 - d_accuracy: 0.7023 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1635 - g_loss: 1.1786 - d_accuracy: 0.7029Epoch 147: D Accuracy = 0.6651 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1673 - g_loss: 1.1701 - d_accuracy: 0.7015 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1573 - g_loss: 1.1993 - d_accuracy: 0.7018Epoch 148: D Accuracy = 0.7385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1565 - g_loss: 1.1987 - d_accuracy: 0.7031 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1595 - g_loss: 1.2046 - d_accuracy: 0.7055Epoch 149: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1598 - g_loss: 1.1983 - d_accuracy: 0.7054 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1526 - g_loss: 1.2346 - d_accuracy: 0.7081Epoch 150: D Accuracy = 0.8073 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1478 - g_loss: 1.2319 - d_accuracy: 0.7117 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1412 - g_loss: 1.1944 - d_accuracy: 0.7146Epoch 151: D Accuracy = 0.6835 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1452 - g_loss: 1.1820 - d_accuracy: 0.7134 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1442 - g_loss: 1.2215 - d_accuracy: 0.7085Epoch 152: D Accuracy = 0.6972 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1446 - g_loss: 1.2306 - d_accuracy: 0.7081 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1542 - g_loss: 1.2386 - d_accuracy: 0.7113Epoch 153: D Accuracy = 0.7294 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1564 - g_loss: 1.2238 - d_accuracy: 0.7120 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1468 - g_loss: 1.2136 - d_accuracy: 0.7110Epoch 154: D Accuracy = 0.6972 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1497 - g_loss: 1.2026 - d_accuracy: 0.7105 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1546 - g_loss: 1.2147 - d_accuracy: 0.6974Epoch 155: D Accuracy = 0.7477 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1530 - g_loss: 1.2108 - d_accuracy: 0.6992 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1631 - g_loss: 1.2142 - d_accuracy: 0.7018Epoch 156: D Accuracy = 0.7569 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1593 - g_loss: 1.2174 - d_accuracy: 0.7038 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1345 - g_loss: 1.2040 - d_accuracy: 0.7132Epoch 157: D Accuracy = 0.7202 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1350 - g_loss: 1.1962 - d_accuracy: 0.7134 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1635 - g_loss: 1.2415 - d_accuracy: 0.6949Epoch 158: D Accuracy = 0.6881 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1644 - g_loss: 1.2417 - d_accuracy: 0.6947 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1296 - g_loss: 1.2162 - d_accuracy: 0.7250Epoch 159: D Accuracy = 0.7615 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1265 - g_loss: 1.2182 - d_accuracy: 0.7263 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1327 - g_loss: 1.2275 - d_accuracy: 0.7205Epoch 160: D Accuracy = 0.7615 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1320 - g_loss: 1.2193 - d_accuracy: 0.7219 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1417 - g_loss: 1.2471 - d_accuracy: 0.7069Epoch 161: D Accuracy = 0.6835 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1405 - g_loss: 1.2534 - d_accuracy: 0.7060 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1448 - g_loss: 1.2445 - d_accuracy: 0.7095Epoch 162: D Accuracy = 0.6330 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1465 - g_loss: 1.2457 - d_accuracy: 0.7068 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1062 - g_loss: 1.2407 - d_accuracy: 0.7295Epoch 163: D Accuracy = 0.8440 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1018 - g_loss: 1.2378 - d_accuracy: 0.7336
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1563 - g_loss: 1.2579 - d_accuracy: 0.7079Epoch 164: D Accuracy = 0.6560 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1596 - g_loss: 1.2651 - d_accuracy: 0.7060 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1264 - g_loss: 1.2193 - d_accuracy: 0.7144Epoch 165: D Accuracy = 0.7294 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1263 - g_loss: 1.2121 - d_accuracy: 0.7149 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1257 - g_loss: 1.2907 - d_accuracy: 0.7258Epoch 166: D Accuracy = 0.5642 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1341 - g_loss: 1.3184 - d_accuracy: 0.7200 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1519 - g_loss: 1.2573 - d_accuracy: 0.7111Epoch 167: D Accuracy = 0.7156 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1535 - g_loss: 1.2396 - d_accuracy: 0.7113 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1079 - g_loss: 1.2464 - d_accuracy: 0.7322Epoch 168: D Accuracy = 0.7890 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1056 - g_loss: 1.2411 - d_accuracy: 0.7342 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1206 - g_loss: 1.2776 - d_accuracy: 0.7184Epoch 169: D Accuracy = 0.7569 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1193 - g_loss: 1.2739 - d_accuracy: 0.7198 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0974 - g_loss: 1.2823 - d_accuracy: 0.7354Epoch 170: D Accuracy = 0.7202 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0973 - g_loss: 1.2912 - d_accuracy: 0.7349 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1286 - g_loss: 1.2773 - d_accuracy: 0.7183Epoch 171: D Accuracy = 0.6789 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1282 - g_loss: 1.2815 - d_accuracy: 0.7169 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1050 - g_loss: 1.2677 - d_accuracy: 0.7267Epoch 172: D Accuracy = 0.7431 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1052 - g_loss: 1.2569 - d_accuracy: 0.7273 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0972 - g_loss: 1.3012 - d_accuracy: 0.7349Epoch 173: D Accuracy = 0.7844 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0966 - g_loss: 1.2936 - d_accuracy: 0.7367 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1216 - g_loss: 1.2928 - d_accuracy: 0.7175Epoch 174: D Accuracy = 0.7798 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1181 - g_loss: 1.2923 - d_accuracy: 0.7198 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1145 - g_loss: 1.2941 - d_accuracy: 0.7204Epoch 175: D Accuracy = 0.5872 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1195 - g_loss: 1.3199 - d_accuracy: 0.7156 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0867 - g_loss: 1.2777 - d_accuracy: 0.7467Epoch 176: D Accuracy = 0.6881 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0879 - g_loss: 1.2890 - d_accuracy: 0.7446 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1117 - g_loss: 1.2757 - d_accuracy: 0.7311Epoch 177: D Accuracy = 0.7752 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1109 - g_loss: 1.2673 - d_accuracy: 0.7327 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1226 - g_loss: 1.3189 - d_accuracy: 0.7184Epoch 178: D Accuracy = 0.5917 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1283 - g_loss: 1.3433 - d_accuracy: 0.7139 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1024 - g_loss: 1.2985 - d_accuracy: 0.7330Epoch 179: D Accuracy = 0.7248 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1029 - g_loss: 1.2964 - d_accuracy: 0.7327 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1080 - g_loss: 1.3205 - d_accuracy: 0.7326Epoch 180: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1175 - g_loss: 1.3592 - d_accuracy: 0.7267 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0890 - g_loss: 1.3029 - d_accuracy: 0.7371Epoch 181: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0879 - g_loss: 1.3139 - d_accuracy: 0.7358 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0729 - g_loss: 1.3052 - d_accuracy: 0.7513Epoch 182: D Accuracy = 0.7706 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0722 - g_loss: 1.3005 - d_accuracy: 0.7520 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0897 - g_loss: 1.3543 - d_accuracy: 0.7346Epoch 183: D Accuracy = 0.6743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0894 - g_loss: 1.3709 - d_accuracy: 0.7325 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1360 - g_loss: 1.3493 - d_accuracy: 0.7100Epoch 184: D Accuracy = 0.7064 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1389 - g_loss: 1.3279 - d_accuracy: 0.7099 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0702 - g_loss: 1.3462 - d_accuracy: 0.7443Epoch 185: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0669 - g_loss: 1.3513 - d_accuracy: 0.7462 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0966 - g_loss: 1.3511 - d_accuracy: 0.7376Epoch 186: D Accuracy = 0.7982 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0916 - g_loss: 1.3594 - d_accuracy: 0.7398 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0692 - g_loss: 1.3216 - d_accuracy: 0.7540Epoch 187: D Accuracy = 0.7798 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0676 - g_loss: 1.3185 - d_accuracy: 0.7549 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0925 - g_loss: 1.3390 - d_accuracy: 0.7376Epoch 188: D Accuracy = 0.6697 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0980 - g_loss: 1.3175 - d_accuracy: 0.7352 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0711 - g_loss: 1.3819 - d_accuracy: 0.7469Epoch 189: D Accuracy = 0.7523 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0700 - g_loss: 1.3889 - d_accuracy: 0.7471 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0789 - g_loss: 1.3826 - d_accuracy: 0.7409Epoch 190: D Accuracy = 0.6606 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0789 - g_loss: 1.3983 - d_accuracy: 0.7380 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0785 - g_loss: 1.3345 - d_accuracy: 0.7435Epoch 191: D Accuracy = 0.7615 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0800 - g_loss: 1.3224 - d_accuracy: 0.7441 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0655 - g_loss: 1.3299 - d_accuracy: 0.7478Epoch 192: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0720 - g_loss: 1.3082 - d_accuracy: 0.7461 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0601 - g_loss: 1.3862 - d_accuracy: 0.7540Epoch 193: D Accuracy = 0.7569 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0589 - g_loss: 1.3926 - d_accuracy: 0.7541 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0763 - g_loss: 1.3943 - d_accuracy: 0.7441Epoch 194: D Accuracy = 0.7752 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0759 - g_loss: 1.3904 - d_accuracy: 0.7452 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0885 - g_loss: 1.3453 - d_accuracy: 0.7391Epoch 195: D Accuracy = 0.7615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0880 - g_loss: 1.3411 - d_accuracy: 0.7399
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1119 - g_loss: 1.3828 - d_accuracy: 0.7264Epoch 196: D Accuracy = 0.7385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1119 - g_loss: 1.3788 - d_accuracy: 0.7269 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1079 - g_loss: 1.3938 - d_accuracy: 0.7302Epoch 197: D Accuracy = 0.7844 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1034 - g_loss: 1.3948 - d_accuracy: 0.7321 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0389 - g_loss: 1.3706 - d_accuracy: 0.7680Epoch 198: D Accuracy = 0.7752 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0375 - g_loss: 1.3716 - d_accuracy: 0.7683 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0523 - g_loss: 1.3858 - d_accuracy: 0.7526Epoch 199: D Accuracy = 0.7890 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0520 - g_loss: 1.3747 - d_accuracy: 0.7539 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0495 - g_loss: 1.4072 - d_accuracy: 0.7568 Class 3 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.7706 27/27 [==============================] - 1s 41ms/step - d_loss: 1.0484 - g_loss: 1.4100 - d_accuracy: 0.7573 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0499 - g_loss: 1.4237 - d_accuracy: 0.7516Epoch 201: D Accuracy = 0.7110 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0519 - g_loss: 1.4222 - d_accuracy: 0.7501 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0505 - g_loss: 1.4178 - d_accuracy: 0.7531Epoch 202: D Accuracy = 0.7936 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0475 - g_loss: 1.4239 - d_accuracy: 0.7545 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0817 - g_loss: 1.4144 - d_accuracy: 0.7440Epoch 203: D Accuracy = 0.7844 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0828 - g_loss: 1.3951 - d_accuracy: 0.7455 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.4294 - d_accuracy: 0.7612Epoch 204: D Accuracy = 0.7661 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0374 - g_loss: 1.4302 - d_accuracy: 0.7613 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0462 - g_loss: 1.4095 - d_accuracy: 0.7602Epoch 205: D Accuracy = 0.8349 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0425 - g_loss: 1.4124 - d_accuracy: 0.7629 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0420 - g_loss: 1.4524 - d_accuracy: 0.7554Epoch 206: D Accuracy = 0.7202 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0436 - g_loss: 1.4534 - d_accuracy: 0.7541 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0355 - g_loss: 1.4337 - d_accuracy: 0.7677Epoch 207: D Accuracy = 0.7248 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0360 - g_loss: 1.4292 - d_accuracy: 0.7662 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0617 - g_loss: 1.4329 - d_accuracy: 0.7528Epoch 208: D Accuracy = 0.8165 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0611 - g_loss: 1.4181 - d_accuracy: 0.7550 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0310 - g_loss: 1.4485 - d_accuracy: 0.7684Epoch 209: D Accuracy = 0.8486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0284 - g_loss: 1.4391 - d_accuracy: 0.7713 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0477 - g_loss: 1.4376 - d_accuracy: 0.7576Epoch 210: D Accuracy = 0.7569 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0457 - g_loss: 1.4412 - d_accuracy: 0.7576 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0476 - g_loss: 1.4255 - d_accuracy: 0.7647Epoch 211: D Accuracy = 0.7982 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0475 - g_loss: 1.4150 - d_accuracy: 0.7659 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0419 - g_loss: 1.4394 - d_accuracy: 0.7552Epoch 212: D Accuracy = 0.7661 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0401 - g_loss: 1.4475 - d_accuracy: 0.7556 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0137 - g_loss: 1.4480 - d_accuracy: 0.7795Epoch 213: D Accuracy = 0.8119 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0134 - g_loss: 1.4396 - d_accuracy: 0.7807 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0162 - g_loss: 1.4661 - d_accuracy: 0.7689Epoch 214: D Accuracy = 0.8394 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0123 - g_loss: 1.4650 - d_accuracy: 0.7715 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0239 - g_loss: 1.4766 - d_accuracy: 0.7659Epoch 215: D Accuracy = 0.8119 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0223 - g_loss: 1.4708 - d_accuracy: 0.7675 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0317 - g_loss: 1.4465 - d_accuracy: 0.7633Epoch 216: D Accuracy = 0.8211 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0276 - g_loss: 1.4534 - d_accuracy: 0.7654 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0530 - g_loss: 1.4949 - d_accuracy: 0.7520Epoch 217: D Accuracy = 0.6560 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0554 - g_loss: 1.5222 - d_accuracy: 0.7486 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0229 - g_loss: 1.4618 - d_accuracy: 0.7749Epoch 218: D Accuracy = 0.8716 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0175 - g_loss: 1.4598 - d_accuracy: 0.7784 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0299 - g_loss: 1.4987 - d_accuracy: 0.7627Epoch 219: D Accuracy = 0.7523 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0291 - g_loss: 1.5024 - d_accuracy: 0.7623 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0159 - g_loss: 1.4764 - d_accuracy: 0.7722Epoch 220: D Accuracy = 0.7661 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0170 - g_loss: 1.4888 - d_accuracy: 0.7719 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0477 - g_loss: 1.4961 - d_accuracy: 0.7616Epoch 221: D Accuracy = 0.7890 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0451 - g_loss: 1.5000 - d_accuracy: 0.7626 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9815 - g_loss: 1.4762 - d_accuracy: 0.7955Epoch 222: D Accuracy = 0.7798 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9804 - g_loss: 1.4912 - d_accuracy: 0.7950 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0028 - g_loss: 1.4959 - d_accuracy: 0.7836Epoch 223: D Accuracy = 0.8211 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0014 - g_loss: 1.4984 - d_accuracy: 0.7849 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0057 - g_loss: 1.5159 - d_accuracy: 0.7754Epoch 224: D Accuracy = 0.7706 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0062 - g_loss: 1.5185 - d_accuracy: 0.7752 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0082 - g_loss: 1.5162 - d_accuracy: 0.7810Epoch 225: D Accuracy = 0.8028 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0060 - g_loss: 1.5190 - d_accuracy: 0.7818 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0223 - g_loss: 1.5414 - d_accuracy: 0.7622Epoch 226: D Accuracy = 0.6651 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0272 - g_loss: 1.5539 - d_accuracy: 0.7587 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9928 - g_loss: 1.5064 - d_accuracy: 0.7821Epoch 227: D Accuracy = 0.8624 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9930 - g_loss: 1.4943 - d_accuracy: 0.7850 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9933 - g_loss: 1.5417 - d_accuracy: 0.7828Epoch 228: D Accuracy = 0.8257 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9905 - g_loss: 1.5411 - d_accuracy: 0.7843 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9804 - g_loss: 1.5467 - d_accuracy: 0.7952Epoch 229: D Accuracy = 0.7477 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9819 - g_loss: 1.5672 - d_accuracy: 0.7935 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0090 - g_loss: 1.5131 - d_accuracy: 0.7761Epoch 230: D Accuracy = 0.6606 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0135 - g_loss: 1.5409 - d_accuracy: 0.7719 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0097 - g_loss: 1.5063 - d_accuracy: 0.7730Epoch 231: D Accuracy = 0.8119 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0102 - g_loss: 1.4936 - d_accuracy: 0.7744 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9768 - g_loss: 1.5623 - d_accuracy: 0.7943Epoch 232: D Accuracy = 0.8394 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9749 - g_loss: 1.5567 - d_accuracy: 0.7959 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9816 - g_loss: 1.5602 - d_accuracy: 0.7852Epoch 233: D Accuracy = 0.8440 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9807 - g_loss: 1.5503 - d_accuracy: 0.7873 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0022 - g_loss: 1.5727 - d_accuracy: 0.7758Epoch 234: D Accuracy = 0.7752 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0003 - g_loss: 1.5900 - d_accuracy: 0.7758 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0171 - g_loss: 1.5669 - d_accuracy: 0.7745Epoch 235: D Accuracy = 0.8486 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0137 - g_loss: 1.5616 - d_accuracy: 0.7771 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0009 - g_loss: 1.5458 - d_accuracy: 0.7725Epoch 236: D Accuracy = 0.7569 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0014 - g_loss: 1.5592 - d_accuracy: 0.7720 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9815 - g_loss: 1.5819 - d_accuracy: 0.7854Epoch 237: D Accuracy = 0.7615 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9811 - g_loss: 1.5907 - d_accuracy: 0.7846 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9666 - g_loss: 1.5435 - d_accuracy: 0.7941Epoch 238: D Accuracy = 0.8119 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9654 - g_loss: 1.5396 - d_accuracy: 0.7947 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9763 - g_loss: 1.5713 - d_accuracy: 0.7908Epoch 239: D Accuracy = 0.8165 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9783 - g_loss: 1.5517 - d_accuracy: 0.7917 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9970 - g_loss: 1.6100 - d_accuracy: 0.7752Epoch 240: D Accuracy = 0.6697 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0005 - g_loss: 1.6323 - d_accuracy: 0.7715 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9644 - g_loss: 1.5508 - d_accuracy: 0.7980Epoch 241: D Accuracy = 0.8440 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9644 - g_loss: 1.5387 - d_accuracy: 0.7997 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9791 - g_loss: 1.5913 - d_accuracy: 0.7867Epoch 242: D Accuracy = 0.7844 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9779 - g_loss: 1.6032 - d_accuracy: 0.7866 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0034 - g_loss: 1.5687 - d_accuracy: 0.7795Epoch 243: D Accuracy = 0.7798 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0032 - g_loss: 1.5692 - d_accuracy: 0.7795 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0076 - g_loss: 1.5795 - d_accuracy: 0.7797Epoch 244: D Accuracy = 0.8257 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0054 - g_loss: 1.5783 - d_accuracy: 0.7814 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9666 - g_loss: 1.5713 - d_accuracy: 0.7967Epoch 245: D Accuracy = 0.8165 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9655 - g_loss: 1.5767 - d_accuracy: 0.7974 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9788 - g_loss: 1.5806 - d_accuracy: 0.7869Epoch 246: D Accuracy = 0.7615 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9776 - g_loss: 1.5929 - d_accuracy: 0.7860 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9881 - g_loss: 1.5682 - d_accuracy: 0.7850Epoch 247: D Accuracy = 0.8211 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9896 - g_loss: 1.5504 - d_accuracy: 0.7863 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9788 - g_loss: 1.6446 - d_accuracy: 0.7904Epoch 248: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9800 - g_loss: 1.6288 - d_accuracy: 0.7907 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9986 - g_loss: 1.6113 - d_accuracy: 0.7766Epoch 249: D Accuracy = 0.8119 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9986 - g_loss: 1.5961 - d_accuracy: 0.7779 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9639 - g_loss: 1.5848 - d_accuracy: 0.7981Epoch 250: D Accuracy = 0.8028 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9658 - g_loss: 1.5787 - d_accuracy: 0.7983 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9866 - g_loss: 1.6387 - d_accuracy: 0.7865Epoch 251: D Accuracy = 0.7798 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9865 - g_loss: 1.6431 - d_accuracy: 0.7863 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9717 - g_loss: 1.6140 - d_accuracy: 0.7904Epoch 252: D Accuracy = 0.7477 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9735 - g_loss: 1.6204 - d_accuracy: 0.7889 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9291 - g_loss: 1.6371 - d_accuracy: 0.8128Epoch 253: D Accuracy = 0.7844 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9328 - g_loss: 1.6234 - d_accuracy: 0.8117 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9846 - g_loss: 1.6257 - d_accuracy: 0.7810Epoch 254: D Accuracy = 0.8165 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9846 - g_loss: 1.6094 - d_accuracy: 0.7822 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9389 - g_loss: 1.6205 - d_accuracy: 0.8055Epoch 255: D Accuracy = 0.8578 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9368 - g_loss: 1.6118 - d_accuracy: 0.8074 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9484 - g_loss: 1.6530 - d_accuracy: 0.8028Epoch 256: D Accuracy = 0.8486 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9458 - g_loss: 1.6505 - d_accuracy: 0.8045 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9795 - g_loss: 1.6720 - d_accuracy: 0.7851Epoch 257: D Accuracy = 0.8073 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9795 - g_loss: 1.6593 - d_accuracy: 0.7859 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9397 - g_loss: 1.6630 - d_accuracy: 0.8105Epoch 258: D Accuracy = 0.8532 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9366 - g_loss: 1.6603 - d_accuracy: 0.8121 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9939 - g_loss: 1.6919 - d_accuracy: 0.7802Epoch 259: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9906 - g_loss: 1.6833 - d_accuracy: 0.7830 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9446 - g_loss: 1.6072 - d_accuracy: 0.8059Epoch 260: D Accuracy = 0.8028 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9497 - g_loss: 1.5861 - d_accuracy: 0.8058 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9645 - g_loss: 1.6614 - d_accuracy: 0.7965Epoch 261: D Accuracy = 0.8761 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9613 - g_loss: 1.6691 - d_accuracy: 0.7993 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9451 - g_loss: 1.6377 - d_accuracy: 0.8067Epoch 262: D Accuracy = 0.8394 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9464 - g_loss: 1.6237 - d_accuracy: 0.8079 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9612 - g_loss: 1.6986 - d_accuracy: 0.7924Epoch 263: D Accuracy = 0.6927 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9648 - g_loss: 1.7143 - d_accuracy: 0.7889
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9439 - g_loss: 1.6410 - d_accuracy: 0.8034Epoch 264: D Accuracy = 0.8394 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9440 - g_loss: 1.6319 - d_accuracy: 0.8047 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9545 - g_loss: 1.6457 - d_accuracy: 0.7970Epoch 265: D Accuracy = 0.7890 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9539 - g_loss: 1.6501 - d_accuracy: 0.7967 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9671 - g_loss: 1.6586 - d_accuracy: 0.7894Epoch 266: D Accuracy = 0.8807 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9632 - g_loss: 1.6526 - d_accuracy: 0.7927 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9234 - g_loss: 1.7063 - d_accuracy: 0.8129Epoch 267: D Accuracy = 0.8119 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9257 - g_loss: 1.6869 - d_accuracy: 0.8129 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9686 - g_loss: 1.7382 - d_accuracy: 0.7896Epoch 268: D Accuracy = 0.6514 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9719 - g_loss: 1.7808 - d_accuracy: 0.7847 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9395 - g_loss: 1.6559 - d_accuracy: 0.8116Epoch 269: D Accuracy = 0.8119 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9381 - g_loss: 1.6659 - d_accuracy: 0.8116 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9423 - g_loss: 1.6677 - d_accuracy: 0.8101Epoch 270: D Accuracy = 0.7661 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9481 - g_loss: 1.6427 - d_accuracy: 0.8085 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9304 - g_loss: 1.7051 - d_accuracy: 0.8094Epoch 271: D Accuracy = 0.8028 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9313 - g_loss: 1.7010 - d_accuracy: 0.8092 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9190 - g_loss: 1.7121 - d_accuracy: 0.8171Epoch 272: D Accuracy = 0.8807 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9164 - g_loss: 1.7039 - d_accuracy: 0.8193 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9281 - g_loss: 1.7395 - d_accuracy: 0.8066Epoch 273: D Accuracy = 0.8440 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9274 - g_loss: 1.7261 - d_accuracy: 0.8079 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9080 - g_loss: 1.7531 - d_accuracy: 0.8247Epoch 274: D Accuracy = 0.8303 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9078 - g_loss: 1.7553 - d_accuracy: 0.8249 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9637 - g_loss: 1.7101 - d_accuracy: 0.7971Epoch 275: D Accuracy = 0.8349 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9612 - g_loss: 1.6975 - d_accuracy: 0.7985 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9371 - g_loss: 1.7729 - d_accuracy: 0.8083Epoch 276: D Accuracy = 0.7385 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9379 - g_loss: 1.7913 - d_accuracy: 0.8058 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9440 - g_loss: 1.6822 - d_accuracy: 0.8059Epoch 277: D Accuracy = 0.7431 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9527 - g_loss: 1.6523 - d_accuracy: 0.8036 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9943 - g_loss: 1.7503 - d_accuracy: 0.7810Epoch 278: D Accuracy = 0.8440 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9916 - g_loss: 1.7360 - d_accuracy: 0.7832 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9526 - g_loss: 1.7313 - d_accuracy: 0.7986Epoch 279: D Accuracy = 0.8211 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9494 - g_loss: 1.7344 - d_accuracy: 0.7994 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9181 - g_loss: 1.7027 - d_accuracy: 0.8158Epoch 280: D Accuracy = 0.8440 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9180 - g_loss: 1.6900 - d_accuracy: 0.8168 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9661 - g_loss: 1.7122 - d_accuracy: 0.7911Epoch 281: D Accuracy = 0.8532 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9619 - g_loss: 1.7111 - d_accuracy: 0.7934 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9229 - g_loss: 1.7103 - d_accuracy: 0.8144Epoch 282: D Accuracy = 0.8440 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9238 - g_loss: 1.6952 - d_accuracy: 0.8155 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8997 - g_loss: 1.7178 - d_accuracy: 0.8265Epoch 283: D Accuracy = 0.8394 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9006 - g_loss: 1.7138 - d_accuracy: 0.8270 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9145 - g_loss: 1.7463 - d_accuracy: 0.8119Epoch 284: D Accuracy = 0.8349 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9158 - g_loss: 1.7344 - d_accuracy: 0.8127 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9604 - g_loss: 1.7381 - d_accuracy: 0.7941Epoch 285: D Accuracy = 0.6835 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9756 - g_loss: 1.7010 - d_accuracy: 0.7902 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9264 - g_loss: 1.7755 - d_accuracy: 0.8125Epoch 286: D Accuracy = 0.8211 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9274 - g_loss: 1.7574 - d_accuracy: 0.8128 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8965 - g_loss: 1.7369 - d_accuracy: 0.8222Epoch 287: D Accuracy = 0.7569 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8970 - g_loss: 1.7524 - d_accuracy: 0.8198 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8993 - g_loss: 1.7439 - d_accuracy: 0.8229Epoch 288: D Accuracy = 0.8349 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8989 - g_loss: 1.7408 - d_accuracy: 0.8233 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8942 - g_loss: 1.7749 - d_accuracy: 0.8267Epoch 289: D Accuracy = 0.7110 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9004 - g_loss: 1.7849 - d_accuracy: 0.8225 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9988 - g_loss: 1.9393 - d_accuracy: 0.7975Epoch 290: D Accuracy = 0.8440 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9986 - g_loss: 1.9124 - d_accuracy: 0.7991 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9445 - g_loss: 1.7475 - d_accuracy: 0.8055Epoch 291: D Accuracy = 0.7706 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9450 - g_loss: 1.7497 - d_accuracy: 0.8042 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9004 - g_loss: 1.7344 - d_accuracy: 0.8224Epoch 292: D Accuracy = 0.8532 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8967 - g_loss: 1.7514 - d_accuracy: 0.8235 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8893 - g_loss: 1.7842 - d_accuracy: 0.8275Epoch 293: D Accuracy = 0.8670 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8880 - g_loss: 1.7764 - d_accuracy: 0.8289 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9305 - g_loss: 1.7890 - d_accuracy: 0.8046Epoch 294: D Accuracy = 0.7752 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9342 - g_loss: 1.7659 - d_accuracy: 0.8036 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8950 - g_loss: 1.7921 - d_accuracy: 0.8183Epoch 295: D Accuracy = 0.7202 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8965 - g_loss: 1.8163 - d_accuracy: 0.8148
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8989 - g_loss: 1.7745 - d_accuracy: 0.8242Epoch 296: D Accuracy = 0.8073 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9027 - g_loss: 1.7492 - d_accuracy: 0.8236 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9123 - g_loss: 1.8137 - d_accuracy: 0.8120Epoch 297: D Accuracy = 0.8119 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9099 - g_loss: 1.8196 - d_accuracy: 0.8120 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9138 - g_loss: 1.8002 - d_accuracy: 0.8161Epoch 298: D Accuracy = 0.7523 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9148 - g_loss: 1.8249 - d_accuracy: 0.8138 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8836 - g_loss: 1.7801 - d_accuracy: 0.8322Epoch 299: D Accuracy = 0.8486 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8807 - g_loss: 1.8047 - d_accuracy: 0.8328 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9021 - g_loss: 1.8087 - d_accuracy: 0.8185 Class 3 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.8211 27/27 [==============================] - 1s 42ms/step - d_loss: 0.9001 - g_loss: 1.8245 - d_accuracy: 0.8186 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8723 - g_loss: 1.7960 - d_accuracy: 0.8364Epoch 301: D Accuracy = 0.8532 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8712 - g_loss: 1.8055 - d_accuracy: 0.8370 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9035 - g_loss: 1.8135 - d_accuracy: 0.8194Epoch 302: D Accuracy = 0.7248 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9061 - g_loss: 1.8255 - d_accuracy: 0.8160 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9085 - g_loss: 1.7711 - d_accuracy: 0.8199Epoch 303: D Accuracy = 0.8211 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9125 - g_loss: 1.7503 - d_accuracy: 0.8200 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9262 - g_loss: 1.8277 - d_accuracy: 0.8162Epoch 304: D Accuracy = 0.9037 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9219 - g_loss: 1.8229 - d_accuracy: 0.8193 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9035 - g_loss: 1.7863 - d_accuracy: 0.8210Epoch 305: D Accuracy = 0.7798 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9096 - g_loss: 1.7608 - d_accuracy: 0.8195 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8777 - g_loss: 1.8467 - d_accuracy: 0.8355Epoch 306: D Accuracy = 0.8165 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8783 - g_loss: 1.8558 - d_accuracy: 0.8348 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9051 - g_loss: 1.8377 - d_accuracy: 0.8167Epoch 307: D Accuracy = 0.7615 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9068 - g_loss: 1.8433 - d_accuracy: 0.8147 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9083 - g_loss: 1.7964 - d_accuracy: 0.8170Epoch 308: D Accuracy = 0.8761 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9070 - g_loss: 1.7884 - d_accuracy: 0.8191 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8970 - g_loss: 1.8204 - d_accuracy: 0.8157Epoch 309: D Accuracy = 0.8440 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8941 - g_loss: 1.8322 - d_accuracy: 0.8167 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9542 - g_loss: 1.8914 - d_accuracy: 0.8011Epoch 310: D Accuracy = 0.8165 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9525 - g_loss: 1.8885 - d_accuracy: 0.8016 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8794 - g_loss: 1.8404 - d_accuracy: 0.8300Epoch 311: D Accuracy = 0.7890 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8825 - g_loss: 1.8379 - d_accuracy: 0.8285 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8961 - g_loss: 1.8010 - d_accuracy: 0.8287Epoch 312: D Accuracy = 0.8165 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8974 - g_loss: 1.7969 - d_accuracy: 0.8283 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8721 - g_loss: 1.8706 - d_accuracy: 0.8375Epoch 313: D Accuracy = 0.8670 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8705 - g_loss: 1.8714 - d_accuracy: 0.8386 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8698 - g_loss: 1.8475 - d_accuracy: 0.8328Epoch 314: D Accuracy = 0.7431 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8713 - g_loss: 1.8620 - d_accuracy: 0.8296 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9089 - g_loss: 1.8510 - d_accuracy: 0.8165Epoch 315: D Accuracy = 0.9174 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9039 - g_loss: 1.8463 - d_accuracy: 0.8201 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8763 - g_loss: 1.8668 - d_accuracy: 0.8329Epoch 316: D Accuracy = 0.8991 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8747 - g_loss: 1.8546 - d_accuracy: 0.8353 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8802 - g_loss: 1.8838 - d_accuracy: 0.8310Epoch 317: D Accuracy = 0.8165 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8800 - g_loss: 1.8828 - d_accuracy: 0.8305 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8933 - g_loss: 1.8691 - d_accuracy: 0.8241Epoch 318: D Accuracy = 0.8532 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8898 - g_loss: 1.8789 - d_accuracy: 0.8252 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9271 - g_loss: 1.9191 - d_accuracy: 0.8003Epoch 319: D Accuracy = 0.7064 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9309 - g_loss: 1.9350 - d_accuracy: 0.7970 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8686 - g_loss: 1.8167 - d_accuracy: 0.8371Epoch 320: D Accuracy = 0.8716 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8692 - g_loss: 1.8036 - d_accuracy: 0.8383 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8563 - g_loss: 1.8746 - d_accuracy: 0.8395Epoch 321: D Accuracy = 0.9083 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8534 - g_loss: 1.8738 - d_accuracy: 0.8419 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8969 - g_loss: 1.9212 - d_accuracy: 0.8152Epoch 322: D Accuracy = 0.8899 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8931 - g_loss: 1.9190 - d_accuracy: 0.8179 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8818 - g_loss: 1.8701 - d_accuracy: 0.8311Epoch 323: D Accuracy = 0.7339 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8850 - g_loss: 1.8893 - d_accuracy: 0.8277 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8867 - g_loss: 1.8719 - d_accuracy: 0.8267Epoch 324: D Accuracy = 0.8211 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8894 - g_loss: 1.8464 - d_accuracy: 0.8265 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9118 - g_loss: 1.8887 - d_accuracy: 0.8072Epoch 325: D Accuracy = 0.8853 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9074 - g_loss: 1.8855 - d_accuracy: 0.8100 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8784 - g_loss: 1.8764 - d_accuracy: 0.8225Epoch 326: D Accuracy = 0.8486 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8812 - g_loss: 1.8646 - d_accuracy: 0.8235 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8766 - g_loss: 1.9006 - d_accuracy: 0.8303Epoch 327: D Accuracy = 0.7844 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8790 - g_loss: 1.9114 - d_accuracy: 0.8286 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8587 - g_loss: 1.8844 - d_accuracy: 0.8383Epoch 328: D Accuracy = 0.9266 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8549 - g_loss: 1.8819 - d_accuracy: 0.8414 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8852 - g_loss: 1.9279 - d_accuracy: 0.8212Epoch 329: D Accuracy = 0.8257 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8843 - g_loss: 1.9254 - d_accuracy: 0.8214 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8624 - g_loss: 1.9109 - d_accuracy: 0.8368Epoch 330: D Accuracy = 0.8486 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8615 - g_loss: 1.9081 - d_accuracy: 0.8373 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8477 - g_loss: 1.9195 - d_accuracy: 0.8413Epoch 331: D Accuracy = 0.8670 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8458 - g_loss: 1.9170 - d_accuracy: 0.8422 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8786 - g_loss: 1.9413 - d_accuracy: 0.8294Epoch 332: D Accuracy = 0.8119 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8803 - g_loss: 1.9423 - d_accuracy: 0.8288 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8921 - g_loss: 1.9036 - d_accuracy: 0.8219Epoch 333: D Accuracy = 0.8349 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8925 - g_loss: 1.8922 - d_accuracy: 0.8223 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9053 - g_loss: 1.9146 - d_accuracy: 0.8144Epoch 334: D Accuracy = 0.8257 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9042 - g_loss: 1.9261 - d_accuracy: 0.8148 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8826 - g_loss: 1.9214 - d_accuracy: 0.8255Epoch 335: D Accuracy = 0.8394 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8804 - g_loss: 1.9196 - d_accuracy: 0.8260 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8744 - g_loss: 1.9255 - d_accuracy: 0.8314Epoch 336: D Accuracy = 0.8394 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8722 - g_loss: 1.9376 - d_accuracy: 0.8317 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8504 - g_loss: 1.9107 - d_accuracy: 0.8464Epoch 337: D Accuracy = 0.8807 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8508 - g_loss: 1.8946 - d_accuracy: 0.8476 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8668 - g_loss: 1.9699 - d_accuracy: 0.8330Epoch 338: D Accuracy = 0.8945 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8634 - g_loss: 1.9624 - d_accuracy: 0.8352 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8593 - g_loss: 2.0095 - d_accuracy: 0.8325Epoch 339: D Accuracy = 0.8257 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8572 - g_loss: 2.0281 - d_accuracy: 0.8323 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8551 - g_loss: 1.9439 - d_accuracy: 0.8364Epoch 340: D Accuracy = 0.7706 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8559 - g_loss: 1.9657 - d_accuracy: 0.8341 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8580 - g_loss: 1.9284 - d_accuracy: 0.8401Epoch 341: D Accuracy = 0.8807 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8549 - g_loss: 1.9400 - d_accuracy: 0.8415 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9586 - g_loss: 1.9804 - d_accuracy: 0.8012Epoch 342: D Accuracy = 0.8670 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9538 - g_loss: 1.9731 - d_accuracy: 0.8036 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8805 - g_loss: 1.8725 - d_accuracy: 0.8344Epoch 343: D Accuracy = 0.8165 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8842 - g_loss: 1.8485 - d_accuracy: 0.8337 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8174 - g_loss: 1.9686 - d_accuracy: 0.8572Epoch 344: D Accuracy = 0.8624 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8185 - g_loss: 1.9606 - d_accuracy: 0.8574 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8265 - g_loss: 1.9926 - d_accuracy: 0.8554Epoch 345: D Accuracy = 0.8899 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8238 - g_loss: 1.9966 - d_accuracy: 0.8567 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8322 - g_loss: 1.9678 - d_accuracy: 0.8471Epoch 346: D Accuracy = 0.7156 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8383 - g_loss: 1.9914 - d_accuracy: 0.8424 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8538 - g_loss: 1.9611 - d_accuracy: 0.8398Epoch 347: D Accuracy = 0.8349 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8581 - g_loss: 1.9350 - d_accuracy: 0.8396 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8441 - g_loss: 2.0115 - d_accuracy: 0.8422Epoch 348: D Accuracy = 0.8716 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8405 - g_loss: 2.0146 - d_accuracy: 0.8432 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8453 - g_loss: 1.9698 - d_accuracy: 0.8491Epoch 349: D Accuracy = 0.8670 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8471 - g_loss: 1.9495 - d_accuracy: 0.8497 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8744 - g_loss: 2.0164 - d_accuracy: 0.8261Epoch 350: D Accuracy = 0.8211 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8738 - g_loss: 2.0257 - d_accuracy: 0.8259 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8464 - g_loss: 1.9719 - d_accuracy: 0.8445Epoch 351: D Accuracy = 0.8670 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8457 - g_loss: 1.9582 - d_accuracy: 0.8453 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8633 - g_loss: 1.9878 - d_accuracy: 0.8361Epoch 352: D Accuracy = 0.8807 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8607 - g_loss: 1.9893 - d_accuracy: 0.8377 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8351 - g_loss: 1.9920 - d_accuracy: 0.8463Epoch 353: D Accuracy = 0.8257 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8361 - g_loss: 1.9779 - d_accuracy: 0.8455 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8544 - g_loss: 2.0011 - d_accuracy: 0.8368Epoch 354: D Accuracy = 0.8440 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8525 - g_loss: 2.0107 - d_accuracy: 0.8371 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8222 - g_loss: 2.0119 - d_accuracy: 0.8520Epoch 355: D Accuracy = 0.8945 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8187 - g_loss: 2.0107 - d_accuracy: 0.8535 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8760 - g_loss: 2.0680 - d_accuracy: 0.8270Epoch 356: D Accuracy = 0.7477 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8778 - g_loss: 2.0955 - d_accuracy: 0.8242 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8306 - g_loss: 1.9988 - d_accuracy: 0.8517Epoch 357: D Accuracy = 0.8991 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8278 - g_loss: 2.0037 - d_accuracy: 0.8534 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8867 - g_loss: 2.0250 - d_accuracy: 0.8226Epoch 358: D Accuracy = 0.8440 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8836 - g_loss: 2.0384 - d_accuracy: 0.8234 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8766 - g_loss: 1.9851 - d_accuracy: 0.8282Epoch 359: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8753 - g_loss: 1.9842 - d_accuracy: 0.8293 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8168 - g_loss: 2.0231 - d_accuracy: 0.8554Epoch 360: D Accuracy = 0.8257 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8212 - g_loss: 1.9979 - d_accuracy: 0.8543 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8313 - g_loss: 2.0251 - d_accuracy: 0.8469Epoch 361: D Accuracy = 0.8807 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8305 - g_loss: 2.0129 - d_accuracy: 0.8481 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8479 - g_loss: 2.0640 - d_accuracy: 0.8331Epoch 362: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8455 - g_loss: 2.0649 - d_accuracy: 0.8340 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8595 - g_loss: 2.0642 - d_accuracy: 0.8322Epoch 363: D Accuracy = 0.8532 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8608 - g_loss: 2.0473 - d_accuracy: 0.8330
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8606 - g_loss: 1.9997 - d_accuracy: 0.8336Epoch 364: D Accuracy = 0.8578 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8609 - g_loss: 1.9839 - d_accuracy: 0.8344 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8174 - g_loss: 2.0491 - d_accuracy: 0.8597Epoch 365: D Accuracy = 0.8716 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8166 - g_loss: 2.0404 - d_accuracy: 0.8601 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8345 - g_loss: 2.0461 - d_accuracy: 0.8467Epoch 366: D Accuracy = 0.7982 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8355 - g_loss: 2.0574 - d_accuracy: 0.8450 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8090 - g_loss: 2.0608 - d_accuracy: 0.8620Epoch 367: D Accuracy = 0.8486 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8080 - g_loss: 2.0713 - d_accuracy: 0.8615 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8587 - g_loss: 2.1467 - d_accuracy: 0.8359Epoch 368: D Accuracy = 0.9404 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8517 - g_loss: 2.1508 - d_accuracy: 0.8396 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8347 - g_loss: 2.0640 - d_accuracy: 0.8449Epoch 369: D Accuracy = 0.8394 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8327 - g_loss: 2.0758 - d_accuracy: 0.8447 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8388 - g_loss: 2.0422 - d_accuracy: 0.8425Epoch 370: D Accuracy = 0.7523 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8404 - g_loss: 2.0645 - d_accuracy: 0.8393 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8188 - g_loss: 2.0146 - d_accuracy: 0.8572Epoch 371: D Accuracy = 0.8761 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8210 - g_loss: 1.9907 - d_accuracy: 0.8579 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8525 - g_loss: 2.0613 - d_accuracy: 0.8350Epoch 372: D Accuracy = 0.8761 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8506 - g_loss: 2.0666 - d_accuracy: 0.8364 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8128 - g_loss: 2.0641 - d_accuracy: 0.8630Epoch 373: D Accuracy = 0.9037 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8127 - g_loss: 2.0441 - d_accuracy: 0.8645 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9003 - g_loss: 2.0913 - d_accuracy: 0.8152Epoch 374: D Accuracy = 0.8394 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8960 - g_loss: 2.1138 - d_accuracy: 0.8161 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7982 - g_loss: 2.0900 - d_accuracy: 0.8614Epoch 375: D Accuracy = 0.8991 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7937 - g_loss: 2.1044 - d_accuracy: 0.8628 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8385 - g_loss: 2.0596 - d_accuracy: 0.8499Epoch 376: D Accuracy = 0.8532 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8396 - g_loss: 2.0430 - d_accuracy: 0.8500 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8096 - g_loss: 2.1032 - d_accuracy: 0.8575Epoch 377: D Accuracy = 0.8119 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8113 - g_loss: 2.1110 - d_accuracy: 0.8558 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8130 - g_loss: 2.1123 - d_accuracy: 0.8593Epoch 378: D Accuracy = 0.7569 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8162 - g_loss: 2.1401 - d_accuracy: 0.8557 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8906 - g_loss: 2.1162 - d_accuracy: 0.8283Epoch 379: D Accuracy = 0.8532 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8875 - g_loss: 2.1168 - d_accuracy: 0.8292 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8031 - g_loss: 2.0860 - d_accuracy: 0.8598Epoch 380: D Accuracy = 0.8945 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8010 - g_loss: 2.0881 - d_accuracy: 0.8610 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8578 - g_loss: 2.1088 - d_accuracy: 0.8341Epoch 381: D Accuracy = 0.8578 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8553 - g_loss: 2.1208 - d_accuracy: 0.8350 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8550 - g_loss: 2.0658 - d_accuracy: 0.8386Epoch 382: D Accuracy = 0.8807 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8527 - g_loss: 2.0563 - d_accuracy: 0.8401 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8240 - g_loss: 2.0366 - d_accuracy: 0.8516Epoch 383: D Accuracy = 0.8670 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8257 - g_loss: 2.0172 - d_accuracy: 0.8521 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7918 - g_loss: 2.1279 - d_accuracy: 0.8700Epoch 384: D Accuracy = 0.9083 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7915 - g_loss: 2.1112 - d_accuracy: 0.8714 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8288 - g_loss: 2.1277 - d_accuracy: 0.8434Epoch 385: D Accuracy = 0.8761 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8294 - g_loss: 2.1117 - d_accuracy: 0.8445 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8784 - g_loss: 2.1035 - d_accuracy: 0.8269Epoch 386: D Accuracy = 0.8807 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8764 - g_loss: 2.0818 - d_accuracy: 0.8288 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8032 - g_loss: 2.0782 - d_accuracy: 0.8596Epoch 387: D Accuracy = 0.8624 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8048 - g_loss: 2.0603 - d_accuracy: 0.8597 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8673 - g_loss: 2.1241 - d_accuracy: 0.8303Epoch 388: D Accuracy = 0.8899 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8641 - g_loss: 2.1166 - d_accuracy: 0.8324 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8113 - g_loss: 2.0990 - d_accuracy: 0.8555Epoch 389: D Accuracy = 0.8761 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8091 - g_loss: 2.1017 - d_accuracy: 0.8562 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8137 - g_loss: 2.1240 - d_accuracy: 0.8551Epoch 390: D Accuracy = 0.8761 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8111 - g_loss: 2.1396 - d_accuracy: 0.8558 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7921 - g_loss: 2.1205 - d_accuracy: 0.8681Epoch 391: D Accuracy = 0.8532 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7944 - g_loss: 2.1173 - d_accuracy: 0.8676 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8319 - g_loss: 2.1340 - d_accuracy: 0.8514Epoch 392: D Accuracy = 0.8211 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8303 - g_loss: 2.1505 - d_accuracy: 0.8504 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8064 - g_loss: 2.1157 - d_accuracy: 0.8571Epoch 393: D Accuracy = 0.8991 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8040 - g_loss: 2.1213 - d_accuracy: 0.8586 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8131 - g_loss: 2.1508 - d_accuracy: 0.8605Epoch 394: D Accuracy = 0.8394 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8127 - g_loss: 2.1621 - d_accuracy: 0.8598 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7847 - g_loss: 2.1793 - d_accuracy: 0.8669Epoch 395: D Accuracy = 0.9128 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7842 - g_loss: 2.1633 - d_accuracy: 0.8685
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8685 - g_loss: 2.2558 - d_accuracy: 0.8249Epoch 396: D Accuracy = 0.8165 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8652 - g_loss: 2.2876 - d_accuracy: 0.8246 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8486 - g_loss: 2.1228 - d_accuracy: 0.8441Epoch 397: D Accuracy = 0.9037 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8480 - g_loss: 2.1016 - d_accuracy: 0.8462 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8048 - g_loss: 2.1337 - d_accuracy: 0.8596Epoch 398: D Accuracy = 0.8761 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8052 - g_loss: 2.1225 - d_accuracy: 0.8602 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8251 - g_loss: 2.1530 - d_accuracy: 0.8472Epoch 399: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8247 - g_loss: 2.1462 - d_accuracy: 0.8475 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7867 - g_loss: 2.1442 - d_accuracy: 0.8606 Class 3 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.9037 27/27 [==============================] - 1s 44ms/step - d_loss: 0.7833 - g_loss: 2.1467 - d_accuracy: 0.8621 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7966 - g_loss: 2.1686 - d_accuracy: 0.8630Epoch 401: D Accuracy = 0.8670 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7966 - g_loss: 2.1550 - d_accuracy: 0.8631 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7764 - g_loss: 2.1835 - d_accuracy: 0.8729Epoch 402: D Accuracy = 0.9037 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7731 - g_loss: 2.1787 - d_accuracy: 0.8740 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8034 - g_loss: 2.1836 - d_accuracy: 0.8546Epoch 403: D Accuracy = 0.8899 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8042 - g_loss: 2.1629 - d_accuracy: 0.8558 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8735 - g_loss: 2.3098 - d_accuracy: 0.8317Epoch 404: D Accuracy = 0.9312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8654 - g_loss: 2.3100 - d_accuracy: 0.8352 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8098 - g_loss: 2.1375 - d_accuracy: 0.8596Epoch 405: D Accuracy = 0.8349 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8081 - g_loss: 2.1563 - d_accuracy: 0.8587 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7950 - g_loss: 2.1145 - d_accuracy: 0.8658Epoch 406: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7944 - g_loss: 2.1220 - d_accuracy: 0.8655 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7813 - g_loss: 2.1787 - d_accuracy: 0.8686Epoch 407: D Accuracy = 0.9128 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7801 - g_loss: 2.1745 - d_accuracy: 0.8702 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8153 - g_loss: 2.1997 - d_accuracy: 0.8530Epoch 408: D Accuracy = 0.7798 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8180 - g_loss: 2.2155 - d_accuracy: 0.8503 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7927 - g_loss: 2.2004 - d_accuracy: 0.8613Epoch 409: D Accuracy = 0.8486 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7921 - g_loss: 2.1956 - d_accuracy: 0.8608 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8567 - g_loss: 2.1577 - d_accuracy: 0.8313Epoch 410: D Accuracy = 0.8486 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8589 - g_loss: 2.1338 - d_accuracy: 0.8320 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7819 - g_loss: 2.1781 - d_accuracy: 0.8681Epoch 411: D Accuracy = 0.8807 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7807 - g_loss: 2.1729 - d_accuracy: 0.8686 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7854 - g_loss: 2.1526 - d_accuracy: 0.8685Epoch 412: D Accuracy = 0.8716 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7865 - g_loss: 2.1398 - d_accuracy: 0.8686 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7981 - g_loss: 2.2083 - d_accuracy: 0.8571Epoch 413: D Accuracy = 0.7982 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8003 - g_loss: 2.2197 - d_accuracy: 0.8550 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8150 - g_loss: 2.1648 - d_accuracy: 0.8506Epoch 414: D Accuracy = 0.8991 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8103 - g_loss: 2.1699 - d_accuracy: 0.8523 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7941 - g_loss: 2.2360 - d_accuracy: 0.8593Epoch 415: D Accuracy = 0.8853 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7930 - g_loss: 2.2241 - d_accuracy: 0.8603 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8309 - g_loss: 2.2448 - d_accuracy: 0.8466Epoch 416: D Accuracy = 0.8670 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8274 - g_loss: 2.2522 - d_accuracy: 0.8474 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7678 - g_loss: 2.2496 - d_accuracy: 0.8757Epoch 417: D Accuracy = 0.8991 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7659 - g_loss: 2.2507 - d_accuracy: 0.8766 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8150 - g_loss: 2.2437 - d_accuracy: 0.8546Epoch 418: D Accuracy = 0.8119 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8156 - g_loss: 2.2540 - d_accuracy: 0.8531 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8238 - g_loss: 2.1872 - d_accuracy: 0.8524Epoch 419: D Accuracy = 0.8853 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8219 - g_loss: 2.1771 - d_accuracy: 0.8536 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7806 - g_loss: 2.2015 - d_accuracy: 0.8714Epoch 420: D Accuracy = 0.8945 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7793 - g_loss: 2.1982 - d_accuracy: 0.8722 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8426 - g_loss: 2.2301 - d_accuracy: 0.8409Epoch 421: D Accuracy = 0.8761 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8412 - g_loss: 2.2133 - d_accuracy: 0.8422 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8098 - g_loss: 2.2228 - d_accuracy: 0.8520Epoch 422: D Accuracy = 0.8073 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8111 - g_loss: 2.2197 - d_accuracy: 0.8504 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7678 - g_loss: 2.2263 - d_accuracy: 0.8742Epoch 423: D Accuracy = 0.8761 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7671 - g_loss: 2.2227 - d_accuracy: 0.8742 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7674 - g_loss: 2.2426 - d_accuracy: 0.8713Epoch 424: D Accuracy = 0.8991 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7677 - g_loss: 2.2282 - d_accuracy: 0.8723 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7742 - g_loss: 2.2459 - d_accuracy: 0.8712Epoch 425: D Accuracy = 0.8670 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7793 - g_loss: 2.2149 - d_accuracy: 0.8711 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7603 - g_loss: 2.3114 - d_accuracy: 0.8703Epoch 426: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7635 - g_loss: 2.3483 - d_accuracy: 0.8677 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7589 - g_loss: 2.1997 - d_accuracy: 0.8819Epoch 427: D Accuracy = 0.8899 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7607 - g_loss: 2.1802 - d_accuracy: 0.8822 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7532 - g_loss: 2.2780 - d_accuracy: 0.8813Epoch 428: D Accuracy = 0.9128 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7520 - g_loss: 2.2644 - d_accuracy: 0.8824 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8366 - g_loss: 2.2804 - d_accuracy: 0.8405Epoch 429: D Accuracy = 0.9083 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8337 - g_loss: 2.2683 - d_accuracy: 0.8429 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8273 - g_loss: 2.2622 - d_accuracy: 0.8436Epoch 430: D Accuracy = 0.8165 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8264 - g_loss: 2.2835 - d_accuracy: 0.8426 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8036 - g_loss: 2.2625 - d_accuracy: 0.8568Epoch 431: D Accuracy = 0.7982 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8025 - g_loss: 2.2868 - d_accuracy: 0.8547 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7931 - g_loss: 2.2524 - d_accuracy: 0.8603Epoch 432: D Accuracy = 0.9037 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7918 - g_loss: 2.2363 - d_accuracy: 0.8618 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7531 - g_loss: 2.2785 - d_accuracy: 0.8790Epoch 433: D Accuracy = 0.8532 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7514 - g_loss: 2.3102 - d_accuracy: 0.8780 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7645 - g_loss: 2.2417 - d_accuracy: 0.8792Epoch 434: D Accuracy = 0.9541 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7621 - g_loss: 2.2311 - d_accuracy: 0.8819 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7973 - g_loss: 2.3202 - d_accuracy: 0.8553Epoch 435: D Accuracy = 0.8991 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7960 - g_loss: 2.3077 - d_accuracy: 0.8569 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7700 - g_loss: 2.2955 - d_accuracy: 0.8703Epoch 436: D Accuracy = 0.9358 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7660 - g_loss: 2.3056 - d_accuracy: 0.8726 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7587 - g_loss: 2.3374 - d_accuracy: 0.8745Epoch 437: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7595 - g_loss: 2.3644 - d_accuracy: 0.8717 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7805 - g_loss: 2.2025 - d_accuracy: 0.8718Epoch 438: D Accuracy = 0.9128 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7833 - g_loss: 2.1758 - d_accuracy: 0.8732 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8174 - g_loss: 2.3013 - d_accuracy: 0.8473Epoch 439: D Accuracy = 0.7982 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8187 - g_loss: 2.3126 - d_accuracy: 0.8455 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7718 - g_loss: 2.2592 - d_accuracy: 0.8728Epoch 440: D Accuracy = 0.8853 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7709 - g_loss: 2.2526 - d_accuracy: 0.8732 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7566 - g_loss: 2.3208 - d_accuracy: 0.8773Epoch 441: D Accuracy = 0.8945 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7582 - g_loss: 2.3032 - d_accuracy: 0.8779 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7562 - g_loss: 2.2856 - d_accuracy: 0.8758Epoch 442: D Accuracy = 0.8853 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7531 - g_loss: 2.3086 - d_accuracy: 0.8762 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8677 - g_loss: 2.3323 - d_accuracy: 0.8309Epoch 443: D Accuracy = 0.8486 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8632 - g_loss: 2.3491 - d_accuracy: 0.8315 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7339 - g_loss: 2.3194 - d_accuracy: 0.8903Epoch 444: D Accuracy = 0.8899 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7337 - g_loss: 2.3270 - d_accuracy: 0.8903 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7414 - g_loss: 2.3309 - d_accuracy: 0.8840Epoch 445: D Accuracy = 0.8670 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7411 - g_loss: 2.3440 - d_accuracy: 0.8834 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7512 - g_loss: 2.3350 - d_accuracy: 0.8820Epoch 446: D Accuracy = 0.9128 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7511 - g_loss: 2.3218 - d_accuracy: 0.8831 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7536 - g_loss: 2.3461 - d_accuracy: 0.8741Epoch 447: D Accuracy = 0.8716 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7542 - g_loss: 2.3456 - d_accuracy: 0.8741 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7582 - g_loss: 2.3238 - d_accuracy: 0.8727Epoch 448: D Accuracy = 0.7982 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7590 - g_loss: 2.3462 - d_accuracy: 0.8701 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7956 - g_loss: 2.3051 - d_accuracy: 0.8563Epoch 449: D Accuracy = 0.8807 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7927 - g_loss: 2.3128 - d_accuracy: 0.8571 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7747 - g_loss: 2.3011 - d_accuracy: 0.8673Epoch 450: D Accuracy = 0.8165 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7774 - g_loss: 2.3176 - d_accuracy: 0.8655 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7597 - g_loss: 2.3630 - d_accuracy: 0.8764Epoch 451: D Accuracy = 0.9037 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7596 - g_loss: 2.3585 - d_accuracy: 0.8773 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7783 - g_loss: 2.3137 - d_accuracy: 0.8656Epoch 452: D Accuracy = 0.9266 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7773 - g_loss: 2.3056 - d_accuracy: 0.8678 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7332 - g_loss: 2.3514 - d_accuracy: 0.8842Epoch 453: D Accuracy = 0.8853 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7345 - g_loss: 2.3380 - d_accuracy: 0.8842 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8069 - g_loss: 2.3977 - d_accuracy: 0.8501Epoch 454: D Accuracy = 0.9128 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8061 - g_loss: 2.3776 - d_accuracy: 0.8523 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7419 - g_loss: 2.4231 - d_accuracy: 0.8795Epoch 455: D Accuracy = 0.8440 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7421 - g_loss: 2.4511 - d_accuracy: 0.8782 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7614 - g_loss: 2.3382 - d_accuracy: 0.8754Epoch 456: D Accuracy = 0.8807 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7626 - g_loss: 2.3166 - d_accuracy: 0.8755 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0869 - g_loss: 2.4951 - d_accuracy: 0.7975Epoch 457: D Accuracy = 0.8991 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0757 - g_loss: 2.4778 - d_accuracy: 0.8011 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7872 - g_loss: 2.2620 - d_accuracy: 0.8659Epoch 458: D Accuracy = 0.8486 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7887 - g_loss: 2.2714 - d_accuracy: 0.8653 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7442 - g_loss: 2.2562 - d_accuracy: 0.8901Epoch 459: D Accuracy = 0.9312 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7427 - g_loss: 2.2551 - d_accuracy: 0.8916 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7376 - g_loss: 2.3387 - d_accuracy: 0.8839Epoch 460: D Accuracy = 0.9128 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7362 - g_loss: 2.3358 - d_accuracy: 0.8850 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7355 - g_loss: 2.3307 - d_accuracy: 0.8871Epoch 461: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7430 - g_loss: 2.3004 - d_accuracy: 0.8860 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8208 - g_loss: 2.3434 - d_accuracy: 0.8441Epoch 462: D Accuracy = 0.9312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8151 - g_loss: 2.3383 - d_accuracy: 0.8472 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7350 - g_loss: 2.3440 - d_accuracy: 0.8901Epoch 463: D Accuracy = 0.8486 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7404 - g_loss: 2.3236 - d_accuracy: 0.8886
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7593 - g_loss: 2.3643 - d_accuracy: 0.8734Epoch 464: D Accuracy = 0.8899 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7601 - g_loss: 2.3471 - d_accuracy: 0.8740 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7851 - g_loss: 2.3648 - d_accuracy: 0.8645Epoch 465: D Accuracy = 0.9266 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7820 - g_loss: 2.3604 - d_accuracy: 0.8667 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7412 - g_loss: 2.3631 - d_accuracy: 0.8816Epoch 466: D Accuracy = 0.8670 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7411 - g_loss: 2.3628 - d_accuracy: 0.8811 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7529 - g_loss: 2.3869 - d_accuracy: 0.8743Epoch 467: D Accuracy = 0.7982 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7550 - g_loss: 2.4030 - d_accuracy: 0.8716 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7567 - g_loss: 2.3758 - d_accuracy: 0.8731Epoch 468: D Accuracy = 0.7569 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7615 - g_loss: 2.4058 - d_accuracy: 0.8689 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7940 - g_loss: 2.3781 - d_accuracy: 0.8570Epoch 469: D Accuracy = 0.9312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7893 - g_loss: 2.3765 - d_accuracy: 0.8596 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7256 - g_loss: 2.3807 - d_accuracy: 0.8912Epoch 470: D Accuracy = 0.8486 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7308 - g_loss: 2.3540 - d_accuracy: 0.8897 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7545 - g_loss: 2.4102 - d_accuracy: 0.8696Epoch 471: D Accuracy = 0.7339 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7611 - g_loss: 2.4140 - d_accuracy: 0.8648 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7423 - g_loss: 2.4275 - d_accuracy: 0.8846Epoch 472: D Accuracy = 0.9495 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7384 - g_loss: 2.4224 - d_accuracy: 0.8869 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7410 - g_loss: 2.3902 - d_accuracy: 0.8837Epoch 473: D Accuracy = 0.8899 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7452 - g_loss: 2.3614 - d_accuracy: 0.8839 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7977 - g_loss: 2.4346 - d_accuracy: 0.8540Epoch 474: D Accuracy = 0.8716 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8002 - g_loss: 2.4007 - d_accuracy: 0.8547 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7710 - g_loss: 2.4156 - d_accuracy: 0.8658Epoch 475: D Accuracy = 0.7202 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7749 - g_loss: 2.4517 - d_accuracy: 0.8606 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7778 - g_loss: 2.3779 - d_accuracy: 0.8698Epoch 476: D Accuracy = 0.7890 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7910 - g_loss: 2.3306 - d_accuracy: 0.8669 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7409 - g_loss: 2.4834 - d_accuracy: 0.8773Epoch 477: D Accuracy = 0.8394 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7436 - g_loss: 2.4951 - d_accuracy: 0.8759 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7273 - g_loss: 2.3938 - d_accuracy: 0.8879Epoch 478: D Accuracy = 0.8991 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7253 - g_loss: 2.3872 - d_accuracy: 0.8883 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7900 - g_loss: 2.4660 - d_accuracy: 0.8543Epoch 479: D Accuracy = 0.9174 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7825 - g_loss: 2.4883 - d_accuracy: 0.8565 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7531 - g_loss: 2.3896 - d_accuracy: 0.8764Epoch 480: D Accuracy = 0.9358 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7494 - g_loss: 2.3967 - d_accuracy: 0.8785 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7648 - g_loss: 2.4101 - d_accuracy: 0.8715Epoch 481: D Accuracy = 0.9404 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7604 - g_loss: 2.4112 - d_accuracy: 0.8739 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7295 - g_loss: 2.4418 - d_accuracy: 0.8870Epoch 482: D Accuracy = 0.8440 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7284 - g_loss: 2.4813 - d_accuracy: 0.8855 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7231 - g_loss: 2.4562 - d_accuracy: 0.8894Epoch 483: D Accuracy = 0.9083 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7244 - g_loss: 2.4334 - d_accuracy: 0.8901 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7352 - g_loss: 2.4302 - d_accuracy: 0.8828Epoch 484: D Accuracy = 0.9220 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7314 - g_loss: 2.4468 - d_accuracy: 0.8842 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7280 - g_loss: 2.4481 - d_accuracy: 0.8862Epoch 485: D Accuracy = 0.9404 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7254 - g_loss: 2.4447 - d_accuracy: 0.8882 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7139 - g_loss: 2.4256 - d_accuracy: 0.8934Epoch 486: D Accuracy = 0.9220 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7141 - g_loss: 2.4091 - d_accuracy: 0.8944 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7567 - g_loss: 2.5087 - d_accuracy: 0.8695Epoch 487: D Accuracy = 0.7706 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7619 - g_loss: 2.5403 - d_accuracy: 0.8660 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7471 - g_loss: 2.3798 - d_accuracy: 0.8824Epoch 488: D Accuracy = 0.9312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7430 - g_loss: 2.3835 - d_accuracy: 0.8842 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7074 - g_loss: 2.4781 - d_accuracy: 0.8939Epoch 489: D Accuracy = 0.9587 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7042 - g_loss: 2.4751 - d_accuracy: 0.8962 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6933 - g_loss: 2.5702 - d_accuracy: 0.9074Epoch 490: D Accuracy = 0.7615 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7006 - g_loss: 2.6160 - d_accuracy: 0.9022 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7612 - g_loss: 2.5010 - d_accuracy: 0.8724Epoch 491: D Accuracy = 0.9220 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7555 - g_loss: 2.5126 - d_accuracy: 0.8742 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7380 - g_loss: 2.4707 - d_accuracy: 0.8833Epoch 492: D Accuracy = 0.8486 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7385 - g_loss: 2.4814 - d_accuracy: 0.8820 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7164 - g_loss: 2.5119 - d_accuracy: 0.8887Epoch 493: D Accuracy = 0.8945 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7149 - g_loss: 2.5207 - d_accuracy: 0.8889 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7610 - g_loss: 2.5197 - d_accuracy: 0.8686Epoch 494: D Accuracy = 0.8807 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7584 - g_loss: 2.5170 - d_accuracy: 0.8690 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7485 - g_loss: 2.4769 - d_accuracy: 0.8738Epoch 495: D Accuracy = 0.9083 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7478 - g_loss: 2.4591 - d_accuracy: 0.8750
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7088 - g_loss: 2.4616 - d_accuracy: 0.8965Epoch 496: D Accuracy = 0.8532 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7117 - g_loss: 2.4534 - d_accuracy: 0.8949 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7603 - g_loss: 2.5054 - d_accuracy: 0.8719Epoch 497: D Accuracy = 0.8303 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7614 - g_loss: 2.5023 - d_accuracy: 0.8704 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7387 - g_loss: 2.4486 - d_accuracy: 0.8820Epoch 498: D Accuracy = 0.8716 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7390 - g_loss: 2.4551 - d_accuracy: 0.8816 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7115 - g_loss: 2.4554 - d_accuracy: 0.8924Epoch 499: D Accuracy = 0.8165 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7199 - g_loss: 2.4205 - d_accuracy: 0.8897 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7242 - g_loss: 2.5107 - d_accuracy: 0.8854 Class 3 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.8394 27/27 [==============================] - 1s 42ms/step - d_loss: 0.7252 - g_loss: 2.5275 - d_accuracy: 0.8838 Training DCGAN for class 4... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9347 - g_loss: 1.5296 - d_accuracy: 0.7977WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0167s vs `on_train_batch_end` time: 0.0184s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.7343 - g_loss: 2.3840 - d_accuracy: 0.8907 Epoch 1: Generator loss improved from inf to 3.2327. Saving weights. Epoch 1: D Accuracy = 0.7846 27/27 [==============================] - 2s 41ms/step - d_loss: 0.7406 - g_loss: 2.4143 - d_accuracy: 0.8870 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8153 - g_loss: 2.2402 - d_accuracy: 0.8614 Epoch 2: Generator loss improved from 3.2327 to 2.8099. Saving weights. Epoch 2: D Accuracy = 0.9231 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8078 - g_loss: 2.2605 - d_accuracy: 0.8636 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5143 - g_loss: 3.5929 - d_accuracy: 0.9612Epoch 3: D Accuracy = 0.9769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.5105 - g_loss: 3.6424 - d_accuracy: 0.9618 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5746 - g_loss: 4.6583 - d_accuracy: 0.9550 Epoch 4: Generator loss improved from 2.8099 to 0.0543. Saving weights. Epoch 4: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6925 - g_loss: 4.4938 - d_accuracy: 0.9388 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1802 - g_loss: 1.4771 - d_accuracy: 0.7215Epoch 5: D Accuracy = 0.7077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1828 - g_loss: 1.4669 - d_accuracy: 0.7210 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1907 - g_loss: 1.2042 - d_accuracy: 0.6999Epoch 6: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1867 - g_loss: 1.1972 - d_accuracy: 0.7035 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2003 - g_loss: 1.1958 - d_accuracy: 0.6929Epoch 7: D Accuracy = 0.7231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1982 - g_loss: 1.2023 - d_accuracy: 0.6939 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1853 - g_loss: 1.1718 - d_accuracy: 0.6971Epoch 8: D Accuracy = 0.7462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1808 - g_loss: 1.1739 - d_accuracy: 0.6988 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1966 - g_loss: 1.1864 - d_accuracy: 0.6985Epoch 9: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1937 - g_loss: 1.1903 - d_accuracy: 0.6986 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1681 - g_loss: 1.2094 - d_accuracy: 0.7012Epoch 10: D Accuracy = 0.8154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1650 - g_loss: 1.2058 - d_accuracy: 0.7053 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1189 - g_loss: 1.2763 - d_accuracy: 0.7310Epoch 11: D Accuracy = 0.7615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1188 - g_loss: 1.2700 - d_accuracy: 0.7321 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0656 - g_loss: 1.3910 - d_accuracy: 0.7656Epoch 12: D Accuracy = 0.8462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0603 - g_loss: 1.3908 - d_accuracy: 0.7684 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0311 - g_loss: 1.4693 - d_accuracy: 0.7675Epoch 13: D Accuracy = 0.7846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0287 - g_loss: 1.4725 - d_accuracy: 0.7681 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0081 - g_loss: 1.5135 - d_accuracy: 0.7813Epoch 14: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0169 - g_loss: 1.4880 - d_accuracy: 0.7776 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9699 - g_loss: 1.6156 - d_accuracy: 0.7987Epoch 15: D Accuracy = 0.7769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9734 - g_loss: 1.6050 - d_accuracy: 0.7980 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9952 - g_loss: 1.6682 - d_accuracy: 0.7916Epoch 16: D Accuracy = 0.7923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9939 - g_loss: 1.6623 - d_accuracy: 0.7917 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9260 - g_loss: 1.6691 - d_accuracy: 0.8179Epoch 17: D Accuracy = 0.6769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9318 - g_loss: 1.6999 - d_accuracy: 0.8129 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0063 - g_loss: 1.6522 - d_accuracy: 0.7766Epoch 18: D Accuracy = 0.8231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0000 - g_loss: 1.6567 - d_accuracy: 0.7782 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9789 - g_loss: 1.5954 - d_accuracy: 0.7844Epoch 19: D Accuracy = 0.7692 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9804 - g_loss: 1.6025 - d_accuracy: 0.7839 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0592 - g_loss: 1.5303 - d_accuracy: 0.7568Epoch 20: D Accuracy = 0.8154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0541 - g_loss: 1.5396 - d_accuracy: 0.7589 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0875 - g_loss: 1.4729 - d_accuracy: 0.7383Epoch 21: D Accuracy = 0.6692 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0923 - g_loss: 1.4890 - d_accuracy: 0.7359 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1068 - g_loss: 1.3718 - d_accuracy: 0.7324Epoch 22: D Accuracy = 0.7385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1073 - g_loss: 1.3640 - d_accuracy: 0.7326 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0992 - g_loss: 1.3502 - d_accuracy: 0.7336Epoch 23: D Accuracy = 0.7538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0976 - g_loss: 1.3535 - d_accuracy: 0.7344 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1376 - g_loss: 1.3585 - d_accuracy: 0.7203Epoch 24: D Accuracy = 0.6538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1387 - g_loss: 1.3791 - d_accuracy: 0.7179 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1310 - g_loss: 1.3216 - d_accuracy: 0.7214Epoch 25: D Accuracy = 0.7154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1331 - g_loss: 1.3089 - d_accuracy: 0.7212 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0951 - g_loss: 1.3024 - d_accuracy: 0.7377Epoch 26: D Accuracy = 0.7692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0945 - g_loss: 1.2995 - d_accuracy: 0.7388 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1542 - g_loss: 1.3196 - d_accuracy: 0.7099Epoch 27: D Accuracy = 0.7385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1559 - g_loss: 1.3072 - d_accuracy: 0.7110 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1242 - g_loss: 1.3202 - d_accuracy: 0.7237Epoch 28: D Accuracy = 0.6692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1267 - g_loss: 1.3392 - d_accuracy: 0.7218 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0975 - g_loss: 1.3087 - d_accuracy: 0.7354Epoch 29: D Accuracy = 0.7308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0989 - g_loss: 1.3166 - d_accuracy: 0.7352 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1314 - g_loss: 1.3288 - d_accuracy: 0.7223Epoch 30: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1267 - g_loss: 1.3308 - d_accuracy: 0.7251
Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1068 - g_loss: 1.3359 - d_accuracy: 0.7377Epoch 31: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1065 - g_loss: 1.3553 - d_accuracy: 0.7356 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.3041 - d_accuracy: 0.7316Epoch 32: D Accuracy = 0.8154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1050 - g_loss: 1.2980 - d_accuracy: 0.7346 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1302 - g_loss: 1.3418 - d_accuracy: 0.7197Epoch 33: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1339 - g_loss: 1.3228 - d_accuracy: 0.7176 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0993 - g_loss: 1.3563 - d_accuracy: 0.7371Epoch 34: D Accuracy = 0.7692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0990 - g_loss: 1.3448 - d_accuracy: 0.7383 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1104 - g_loss: 1.3439 - d_accuracy: 0.7285Epoch 35: D Accuracy = 0.6538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1110 - g_loss: 1.3550 - d_accuracy: 0.7258 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.3395 - d_accuracy: 0.7400Epoch 36: D Accuracy = 0.7385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0868 - g_loss: 1.3442 - d_accuracy: 0.7400 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0978 - g_loss: 1.3657 - d_accuracy: 0.7369Epoch 37: D Accuracy = 0.6692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0988 - g_loss: 1.3702 - d_accuracy: 0.7345 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1066 - g_loss: 1.3494 - d_accuracy: 0.7349Epoch 38: D Accuracy = 0.6538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1117 - g_loss: 1.3758 - d_accuracy: 0.7320 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1217 - g_loss: 1.3266 - d_accuracy: 0.7258Epoch 39: D Accuracy = 0.7538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1210 - g_loss: 1.3240 - d_accuracy: 0.7268 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1040 - g_loss: 1.3603 - d_accuracy: 0.7360Epoch 40: D Accuracy = 0.7154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1028 - g_loss: 1.3721 - d_accuracy: 0.7353 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0721 - g_loss: 1.3568 - d_accuracy: 0.7511Epoch 41: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0759 - g_loss: 1.3652 - d_accuracy: 0.7476 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1308 - g_loss: 1.3510 - d_accuracy: 0.7224Epoch 42: D Accuracy = 0.7385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1320 - g_loss: 1.3386 - d_accuracy: 0.7229 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1183 - g_loss: 1.3174 - d_accuracy: 0.7252Epoch 43: D Accuracy = 0.6692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1256 - g_loss: 1.2930 - d_accuracy: 0.7232 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1268 - g_loss: 1.3738 - d_accuracy: 0.7158Epoch 44: D Accuracy = 0.6308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1325 - g_loss: 1.3551 - d_accuracy: 0.7127 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0716 - g_loss: 1.3656 - d_accuracy: 0.7498Epoch 45: D Accuracy = 0.7769 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0706 - g_loss: 1.3692 - d_accuracy: 0.7508 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1160 - g_loss: 1.3897 - d_accuracy: 0.7240Epoch 46: D Accuracy = 0.7077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1164 - g_loss: 1.3905 - d_accuracy: 0.7234 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1081 - g_loss: 1.3559 - d_accuracy: 0.7303Epoch 47: D Accuracy = 0.7769 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1053 - g_loss: 1.3523 - d_accuracy: 0.7320 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0868 - g_loss: 1.3571 - d_accuracy: 0.7432Epoch 48: D Accuracy = 0.7923 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0839 - g_loss: 1.3557 - d_accuracy: 0.7449 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1423 - g_loss: 1.3244 - d_accuracy: 0.7159Epoch 49: D Accuracy = 0.7154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1435 - g_loss: 1.3175 - d_accuracy: 0.7159 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1077 - g_loss: 1.3335 - d_accuracy: 0.7298Epoch 50: D Accuracy = 0.6077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1110 - g_loss: 1.3514 - d_accuracy: 0.7255 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1078 - g_loss: 1.3258 - d_accuracy: 0.7274Epoch 51: D Accuracy = 0.7385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1069 - g_loss: 1.3242 - d_accuracy: 0.7278 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1296 - g_loss: 1.3375 - d_accuracy: 0.7154Epoch 52: D Accuracy = 0.7308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1271 - g_loss: 1.3379 - d_accuracy: 0.7160 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1383 - g_loss: 1.3099 - d_accuracy: 0.7183Epoch 53: D Accuracy = 0.7846 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1369 - g_loss: 1.3039 - d_accuracy: 0.7207 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1264 - g_loss: 1.3015 - d_accuracy: 0.7214Epoch 54: D Accuracy = 0.7308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1234 - g_loss: 1.3026 - d_accuracy: 0.7217 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1091 - g_loss: 1.2974 - d_accuracy: 0.7336Epoch 55: D Accuracy = 0.7769 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1068 - g_loss: 1.2891 - d_accuracy: 0.7352 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1209 - g_loss: 1.3073 - d_accuracy: 0.7254Epoch 56: D Accuracy = 0.6923 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1256 - g_loss: 1.2903 - d_accuracy: 0.7243 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1413 - g_loss: 1.3298 - d_accuracy: 0.7105Epoch 57: D Accuracy = 0.6923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1409 - g_loss: 1.3466 - d_accuracy: 0.7099 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1645 - g_loss: 1.2766 - d_accuracy: 0.7062Epoch 58: D Accuracy = 0.7538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1628 - g_loss: 1.2809 - d_accuracy: 0.7079 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1436 - g_loss: 1.2677 - d_accuracy: 0.7077Epoch 59: D Accuracy = 0.7769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1420 - g_loss: 1.2577 - d_accuracy: 0.7102 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1439 - g_loss: 1.2947 - d_accuracy: 0.7108Epoch 60: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1426 - g_loss: 1.3102 - d_accuracy: 0.7091 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.2584 - d_accuracy: 0.6930Epoch 61: D Accuracy = 0.6615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1827 - g_loss: 1.2547 - d_accuracy: 0.6919 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1603 - g_loss: 1.2438 - d_accuracy: 0.7071Epoch 62: D Accuracy = 0.6923 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1611 - g_loss: 1.2572 - d_accuracy: 0.7065 Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1761 - g_loss: 1.2409 - d_accuracy: 0.7007Epoch 63: D Accuracy = 0.6615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1773 - g_loss: 1.2531 - d_accuracy: 0.6993 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1797 - g_loss: 1.2198 - d_accuracy: 0.6973Epoch 64: D Accuracy = 0.7462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1775 - g_loss: 1.2250 - d_accuracy: 0.6991 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1537 - g_loss: 1.2436 - d_accuracy: 0.7069Epoch 65: D Accuracy = 0.7231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1540 - g_loss: 1.2359 - d_accuracy: 0.7075 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1633 - g_loss: 1.2336 - d_accuracy: 0.6981Epoch 66: D Accuracy = 0.7692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1600 - g_loss: 1.2381 - d_accuracy: 0.7006 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1673 - g_loss: 1.2298 - d_accuracy: 0.6975Epoch 67: D Accuracy = 0.6462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1724 - g_loss: 1.2122 - d_accuracy: 0.6957 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1504 - g_loss: 1.2259 - d_accuracy: 0.7069Epoch 68: D Accuracy = 0.7077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1496 - g_loss: 1.2258 - d_accuracy: 0.7069 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2080 - g_loss: 1.2151 - d_accuracy: 0.6784Epoch 69: D Accuracy = 0.6846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2062 - g_loss: 1.2149 - d_accuracy: 0.6786 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1930 - g_loss: 1.1913 - d_accuracy: 0.6774Epoch 70: D Accuracy = 0.6231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1958 - g_loss: 1.2008 - d_accuracy: 0.6755 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1996 - g_loss: 1.1706 - d_accuracy: 0.6763Epoch 71: D Accuracy = 0.6615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2006 - g_loss: 1.1622 - d_accuracy: 0.6757 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.1730 - d_accuracy: 0.6888Epoch 72: D Accuracy = 0.7154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1902 - g_loss: 1.1624 - d_accuracy: 0.6898 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2035 - g_loss: 1.1992 - d_accuracy: 0.6777Epoch 73: D Accuracy = 0.6231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2008 - g_loss: 1.2146 - d_accuracy: 0.6758 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2015 - g_loss: 1.1536 - d_accuracy: 0.6767Epoch 74: D Accuracy = 0.7231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1975 - g_loss: 1.1570 - d_accuracy: 0.6783 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1799 - g_loss: 1.1797 - d_accuracy: 0.6927Epoch 75: D Accuracy = 0.7385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1794 - g_loss: 1.1745 - d_accuracy: 0.6943 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.1881 - d_accuracy: 0.6848Epoch 76: D Accuracy = 0.6769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1798 - g_loss: 1.1861 - d_accuracy: 0.6845 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1972 - g_loss: 1.1964 - d_accuracy: 0.6808Epoch 77: D Accuracy = 0.6385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2011 - g_loss: 1.1947 - d_accuracy: 0.6793 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2085 - g_loss: 1.1770 - d_accuracy: 0.6804Epoch 78: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2063 - g_loss: 1.1827 - d_accuracy: 0.6811 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.1566 - d_accuracy: 0.6794Epoch 79: D Accuracy = 0.7538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2004 - g_loss: 1.1524 - d_accuracy: 0.6821 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1795 - g_loss: 1.1708 - d_accuracy: 0.6913Epoch 80: D Accuracy = 0.6462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1838 - g_loss: 1.1561 - d_accuracy: 0.6897 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2067 - g_loss: 1.1817 - d_accuracy: 0.6739Epoch 81: D Accuracy = 0.6846 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2036 - g_loss: 1.1900 - d_accuracy: 0.6743 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2135 - g_loss: 1.1918 - d_accuracy: 0.6683Epoch 82: D Accuracy = 0.6231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2132 - g_loss: 1.2038 - d_accuracy: 0.6667 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1869 - g_loss: 1.1481 - d_accuracy: 0.6886Epoch 83: D Accuracy = 0.6385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1887 - g_loss: 1.1636 - d_accuracy: 0.6868 Epoch 84/500 26/27 [===========================>..] - ETA: 0s - d_loss: 1.1880 - g_loss: 1.1498 - d_accuracy: 0.6886Epoch 84: D Accuracy = 0.5692 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1990 - g_loss: 1.2120 - d_accuracy: 0.6800 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2100 - g_loss: 1.1598 - d_accuracy: 0.6755Epoch 85: D Accuracy = 0.6692 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2109 - g_loss: 1.1611 - d_accuracy: 0.6753 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1757 - g_loss: 1.1642 - d_accuracy: 0.6920Epoch 86: D Accuracy = 0.7154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1734 - g_loss: 1.1580 - d_accuracy: 0.6928 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1915 - g_loss: 1.1597 - d_accuracy: 0.6764Epoch 87: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1946 - g_loss: 1.1590 - d_accuracy: 0.6753 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2206 - g_loss: 1.1512 - d_accuracy: 0.6702Epoch 88: D Accuracy = 0.6615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2184 - g_loss: 1.1536 - d_accuracy: 0.6699 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1878 - g_loss: 1.1556 - d_accuracy: 0.6910Epoch 89: D Accuracy = 0.7154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1900 - g_loss: 1.1451 - d_accuracy: 0.6919 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1880 - g_loss: 1.1862 - d_accuracy: 0.6878Epoch 90: D Accuracy = 0.7538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1855 - g_loss: 1.1833 - d_accuracy: 0.6901 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1874 - g_loss: 1.1875 - d_accuracy: 0.6864Epoch 91: D Accuracy = 0.6231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1892 - g_loss: 1.2006 - d_accuracy: 0.6842 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2119 - g_loss: 1.1716 - d_accuracy: 0.6738Epoch 92: D Accuracy = 0.6692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2129 - g_loss: 1.1665 - d_accuracy: 0.6736 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.1513 - d_accuracy: 0.6918Epoch 93: D Accuracy = 0.6077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1864 - g_loss: 1.1376 - d_accuracy: 0.6888 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1872 - g_loss: 1.1779 - d_accuracy: 0.6860Epoch 94: D Accuracy = 0.7769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1812 - g_loss: 1.1900 - d_accuracy: 0.6893 Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1879 - g_loss: 1.1923 - d_accuracy: 0.6907Epoch 95: D Accuracy = 0.6846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1910 - g_loss: 1.1902 - d_accuracy: 0.6905 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1784 - g_loss: 1.2148 - d_accuracy: 0.6909Epoch 96: D Accuracy = 0.6077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1805 - g_loss: 1.2157 - d_accuracy: 0.6879 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1956 - g_loss: 1.2044 - d_accuracy: 0.6817Epoch 97: D Accuracy = 0.5308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2040 - g_loss: 1.2256 - d_accuracy: 0.6763 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2095 - g_loss: 1.1458 - d_accuracy: 0.6806Epoch 98: D Accuracy = 0.6462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2113 - g_loss: 1.1389 - d_accuracy: 0.6794 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1581 - g_loss: 1.1815 - d_accuracy: 0.6997Epoch 99: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1604 - g_loss: 1.1895 - d_accuracy: 0.6962 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1921 - g_loss: 1.1745 - d_accuracy: 0.6829 Class 4 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.6308 27/27 [==============================] - 1s 40ms/step - d_loss: 1.1947 - g_loss: 1.1684 - d_accuracy: 0.6811 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2071 - g_loss: 1.1890 - d_accuracy: 0.6805Epoch 101: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2094 - g_loss: 1.1904 - d_accuracy: 0.6795 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1817 - g_loss: 1.1683 - d_accuracy: 0.6876Epoch 102: D Accuracy = 0.6538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1826 - g_loss: 1.1613 - d_accuracy: 0.6864 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.1822 - d_accuracy: 0.6884Epoch 103: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1896 - g_loss: 1.1807 - d_accuracy: 0.6861 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1820 - g_loss: 1.1709 - d_accuracy: 0.6897Epoch 104: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1874 - g_loss: 1.1557 - d_accuracy: 0.6874 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1786 - g_loss: 1.1995 - d_accuracy: 0.6909Epoch 105: D Accuracy = 0.7077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1795 - g_loss: 1.1919 - d_accuracy: 0.6915 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2149 - g_loss: 1.1919 - d_accuracy: 0.6689Epoch 106: D Accuracy = 0.7231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2130 - g_loss: 1.1948 - d_accuracy: 0.6708 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1751 - g_loss: 1.1637 - d_accuracy: 0.6894Epoch 107: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1774 - g_loss: 1.1521 - d_accuracy: 0.6898 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1603 - g_loss: 1.1753 - d_accuracy: 0.7018Epoch 108: D Accuracy = 0.7231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1593 - g_loss: 1.1680 - d_accuracy: 0.7026 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1731 - g_loss: 1.2099 - d_accuracy: 0.6955Epoch 109: D Accuracy = 0.7077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1735 - g_loss: 1.1982 - d_accuracy: 0.6959 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1684 - g_loss: 1.2142 - d_accuracy: 0.6867Epoch 110: D Accuracy = 0.5538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1709 - g_loss: 1.2281 - d_accuracy: 0.6820 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1569 - g_loss: 1.2023 - d_accuracy: 0.7020Epoch 111: D Accuracy = 0.6615 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1578 - g_loss: 1.2107 - d_accuracy: 0.7006 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1308 - g_loss: 1.2067 - d_accuracy: 0.7180Epoch 112: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1280 - g_loss: 1.2091 - d_accuracy: 0.7209 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1696 - g_loss: 1.2375 - d_accuracy: 0.6978Epoch 113: D Accuracy = 0.7231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1679 - g_loss: 1.2346 - d_accuracy: 0.6987 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1649 - g_loss: 1.2027 - d_accuracy: 0.6985Epoch 114: D Accuracy = 0.7385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1610 - g_loss: 1.2060 - d_accuracy: 0.6999 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1678 - g_loss: 1.2172 - d_accuracy: 0.6972Epoch 115: D Accuracy = 0.6538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1685 - g_loss: 1.2188 - d_accuracy: 0.6957 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1605 - g_loss: 1.2157 - d_accuracy: 0.7007Epoch 116: D Accuracy = 0.6308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1609 - g_loss: 1.2290 - d_accuracy: 0.6982 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1829 - g_loss: 1.1859 - d_accuracy: 0.6975Epoch 117: D Accuracy = 0.7538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1834 - g_loss: 1.1775 - d_accuracy: 0.6995 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1761 - g_loss: 1.2065 - d_accuracy: 0.6915Epoch 118: D Accuracy = 0.6077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1777 - g_loss: 1.2135 - d_accuracy: 0.6885 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1549 - g_loss: 1.2482 - d_accuracy: 0.7016Epoch 119: D Accuracy = 0.6154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1545 - g_loss: 1.2775 - d_accuracy: 0.6985 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1508 - g_loss: 1.2206 - d_accuracy: 0.7089Epoch 120: D Accuracy = 0.7077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1507 - g_loss: 1.2231 - d_accuracy: 0.7089 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1751 - g_loss: 1.2149 - d_accuracy: 0.6893Epoch 121: D Accuracy = 0.6923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1788 - g_loss: 1.1978 - d_accuracy: 0.6894 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1508 - g_loss: 1.2200 - d_accuracy: 0.7012Epoch 122: D Accuracy = 0.6385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1521 - g_loss: 1.2229 - d_accuracy: 0.6989 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1837 - g_loss: 1.2366 - d_accuracy: 0.6914Epoch 123: D Accuracy = 0.7308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1822 - g_loss: 1.2287 - d_accuracy: 0.6928 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1577 - g_loss: 1.2091 - d_accuracy: 0.7075Epoch 124: D Accuracy = 0.7231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1581 - g_loss: 1.2006 - d_accuracy: 0.7080 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1384 - g_loss: 1.2160 - d_accuracy: 0.7108Epoch 125: D Accuracy = 0.7231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1355 - g_loss: 1.2205 - d_accuracy: 0.7112 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1669 - g_loss: 1.2571 - d_accuracy: 0.6980Epoch 126: D Accuracy = 0.5769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1719 - g_loss: 1.2802 - d_accuracy: 0.6937 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1490 - g_loss: 1.2230 - d_accuracy: 0.7113Epoch 127: D Accuracy = 0.6385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1517 - g_loss: 1.2312 - d_accuracy: 0.7087 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1590 - g_loss: 1.2600 - d_accuracy: 0.7021Epoch 128: D Accuracy = 0.5923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1649 - g_loss: 1.2899 - d_accuracy: 0.6981 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1431 - g_loss: 1.2447 - d_accuracy: 0.7140Epoch 129: D Accuracy = 0.7462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1427 - g_loss: 1.2346 - d_accuracy: 0.7151 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1446 - g_loss: 1.2350 - d_accuracy: 0.7089Epoch 130: D Accuracy = 0.7538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1407 - g_loss: 1.2447 - d_accuracy: 0.7105 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1458 - g_loss: 1.2724 - d_accuracy: 0.7070Epoch 131: D Accuracy = 0.5769 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1514 - g_loss: 1.2910 - d_accuracy: 0.7023 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1501 - g_loss: 1.2252 - d_accuracy: 0.7067Epoch 132: D Accuracy = 0.7692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1515 - g_loss: 1.2135 - d_accuracy: 0.7090 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1199 - g_loss: 1.2789 - d_accuracy: 0.7172Epoch 133: D Accuracy = 0.6923 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1194 - g_loss: 1.2923 - d_accuracy: 0.7163 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1515 - g_loss: 1.2334 - d_accuracy: 0.7072Epoch 134: D Accuracy = 0.7077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1509 - g_loss: 1.2286 - d_accuracy: 0.7072 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1493 - g_loss: 1.2753 - d_accuracy: 0.7065Epoch 135: D Accuracy = 0.7462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1497 - g_loss: 1.2632 - d_accuracy: 0.7079 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.2765 - d_accuracy: 0.7170Epoch 136: D Accuracy = 0.7692 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1330 - g_loss: 1.2742 - d_accuracy: 0.7189 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.2776 - d_accuracy: 0.7052Epoch 137: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1379 - g_loss: 1.2655 - d_accuracy: 0.7050 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1399 - g_loss: 1.2889 - d_accuracy: 0.7047Epoch 138: D Accuracy = 0.7077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1380 - g_loss: 1.3023 - d_accuracy: 0.7048 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1324 - g_loss: 1.2710 - d_accuracy: 0.7168Epoch 139: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1339 - g_loss: 1.2774 - d_accuracy: 0.7143 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1259 - g_loss: 1.2673 - d_accuracy: 0.7224Epoch 140: D Accuracy = 0.7308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1249 - g_loss: 1.2686 - d_accuracy: 0.7227 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1305 - g_loss: 1.2757 - d_accuracy: 0.7176Epoch 141: D Accuracy = 0.7615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1293 - g_loss: 1.2694 - d_accuracy: 0.7192 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1215 - g_loss: 1.2771 - d_accuracy: 0.7153Epoch 142: D Accuracy = 0.6923 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1195 - g_loss: 1.2937 - d_accuracy: 0.7145 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1166 - g_loss: 1.2637 - d_accuracy: 0.7307Epoch 143: D Accuracy = 0.8154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1119 - g_loss: 1.2672 - d_accuracy: 0.7337 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1303 - g_loss: 1.2905 - d_accuracy: 0.7138Epoch 144: D Accuracy = 0.8154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1290 - g_loss: 1.2757 - d_accuracy: 0.7174 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1288 - g_loss: 1.2900 - d_accuracy: 0.7126Epoch 145: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1334 - g_loss: 1.2698 - d_accuracy: 0.7121 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1299 - g_loss: 1.2909 - d_accuracy: 0.7151Epoch 146: D Accuracy = 0.8077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1261 - g_loss: 1.2863 - d_accuracy: 0.7184 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1237 - g_loss: 1.2869 - d_accuracy: 0.7215Epoch 147: D Accuracy = 0.7538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1213 - g_loss: 1.2764 - d_accuracy: 0.7227 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1108 - g_loss: 1.3067 - d_accuracy: 0.7231Epoch 148: D Accuracy = 0.7615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1072 - g_loss: 1.3086 - d_accuracy: 0.7245 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1144 - g_loss: 1.3040 - d_accuracy: 0.7241Epoch 149: D Accuracy = 0.7385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1150 - g_loss: 1.2941 - d_accuracy: 0.7246 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1118 - g_loss: 1.2926 - d_accuracy: 0.7292Epoch 150: D Accuracy = 0.7538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1128 - g_loss: 1.2858 - d_accuracy: 0.7300 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1067 - g_loss: 1.3150 - d_accuracy: 0.7297Epoch 151: D Accuracy = 0.6231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1097 - g_loss: 1.3352 - d_accuracy: 0.7259 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1237 - g_loss: 1.3214 - d_accuracy: 0.7141Epoch 152: D Accuracy = 0.7538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1243 - g_loss: 1.3068 - d_accuracy: 0.7155 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1219 - g_loss: 1.2953 - d_accuracy: 0.7201Epoch 153: D Accuracy = 0.7308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1234 - g_loss: 1.2821 - d_accuracy: 0.7204 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1135 - g_loss: 1.3212 - d_accuracy: 0.7232Epoch 154: D Accuracy = 0.7692 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1123 - g_loss: 1.3114 - d_accuracy: 0.7249 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1086 - g_loss: 1.3169 - d_accuracy: 0.7329Epoch 155: D Accuracy = 0.8385 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1054 - g_loss: 1.3169 - d_accuracy: 0.7366 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0920 - g_loss: 1.3247 - d_accuracy: 0.7369Epoch 156: D Accuracy = 0.6923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0902 - g_loss: 1.3411 - d_accuracy: 0.7353 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1241 - g_loss: 1.3369 - d_accuracy: 0.7204Epoch 157: D Accuracy = 0.7231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1236 - g_loss: 1.3404 - d_accuracy: 0.7205 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0828 - g_loss: 1.3241 - d_accuracy: 0.7419Epoch 158: D Accuracy = 0.6846 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0822 - g_loss: 1.3399 - d_accuracy: 0.7399 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0814 - g_loss: 1.3461 - d_accuracy: 0.7419Epoch 159: D Accuracy = 0.7077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0815 - g_loss: 1.3488 - d_accuracy: 0.7407 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0825 - g_loss: 1.3282 - d_accuracy: 0.7468Epoch 160: D Accuracy = 0.7615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0836 - g_loss: 1.3185 - d_accuracy: 0.7473 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1226 - g_loss: 1.3443 - d_accuracy: 0.7203Epoch 161: D Accuracy = 0.7923 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1212 - g_loss: 1.3386 - d_accuracy: 0.7229 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0653 - g_loss: 1.3406 - d_accuracy: 0.7519Epoch 162: D Accuracy = 0.7154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0678 - g_loss: 1.3296 - d_accuracy: 0.7506 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0970 - g_loss: 1.3835 - d_accuracy: 0.7272Epoch 163: D Accuracy = 0.7308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0982 - g_loss: 1.3710 - d_accuracy: 0.7273
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0929 - g_loss: 1.3500 - d_accuracy: 0.7338Epoch 164: D Accuracy = 0.7538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0900 - g_loss: 1.3468 - d_accuracy: 0.7345 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1108 - g_loss: 1.3460 - d_accuracy: 0.7250Epoch 165: D Accuracy = 0.7769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1101 - g_loss: 1.3346 - d_accuracy: 0.7268 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0914 - g_loss: 1.3404 - d_accuracy: 0.7401Epoch 166: D Accuracy = 0.6692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0991 - g_loss: 1.3185 - d_accuracy: 0.7375 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0847 - g_loss: 1.3763 - d_accuracy: 0.7356Epoch 167: D Accuracy = 0.6692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0863 - g_loss: 1.3736 - d_accuracy: 0.7332 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0835 - g_loss: 1.3977 - d_accuracy: 0.7464Epoch 168: D Accuracy = 0.7385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0856 - g_loss: 1.3791 - d_accuracy: 0.7461 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0764 - g_loss: 1.3814 - d_accuracy: 0.7445Epoch 169: D Accuracy = 0.7231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0766 - g_loss: 1.3893 - d_accuracy: 0.7438 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0821 - g_loss: 1.3514 - d_accuracy: 0.7429Epoch 170: D Accuracy = 0.8077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0801 - g_loss: 1.3406 - d_accuracy: 0.7452 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0587 - g_loss: 1.3933 - d_accuracy: 0.7561Epoch 171: D Accuracy = 0.7385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0564 - g_loss: 1.4022 - d_accuracy: 0.7555 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0977 - g_loss: 1.3759 - d_accuracy: 0.7343Epoch 172: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0993 - g_loss: 1.3847 - d_accuracy: 0.7322 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0693 - g_loss: 1.3545 - d_accuracy: 0.7478Epoch 173: D Accuracy = 0.7769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0684 - g_loss: 1.3561 - d_accuracy: 0.7489 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0604 - g_loss: 1.3740 - d_accuracy: 0.7552Epoch 174: D Accuracy = 0.8385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0574 - g_loss: 1.3734 - d_accuracy: 0.7581 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0752 - g_loss: 1.3995 - d_accuracy: 0.7437Epoch 175: D Accuracy = 0.8769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0679 - g_loss: 1.3992 - d_accuracy: 0.7485 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1133 - g_loss: 1.3956 - d_accuracy: 0.7276Epoch 176: D Accuracy = 0.7769 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1075 - g_loss: 1.3999 - d_accuracy: 0.7293 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0731 - g_loss: 1.3885 - d_accuracy: 0.7423Epoch 177: D Accuracy = 0.7231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0715 - g_loss: 1.4025 - d_accuracy: 0.7417 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1009 - g_loss: 1.4084 - d_accuracy: 0.7310Epoch 178: D Accuracy = 0.7462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1016 - g_loss: 1.3987 - d_accuracy: 0.7316 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0594 - g_loss: 1.3836 - d_accuracy: 0.7538Epoch 179: D Accuracy = 0.6692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0623 - g_loss: 1.3915 - d_accuracy: 0.7508 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0595 - g_loss: 1.4098 - d_accuracy: 0.7494Epoch 180: D Accuracy = 0.7615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0600 - g_loss: 1.4000 - d_accuracy: 0.7498 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0736 - g_loss: 1.4022 - d_accuracy: 0.7432Epoch 181: D Accuracy = 0.7769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0717 - g_loss: 1.4005 - d_accuracy: 0.7444 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0288 - g_loss: 1.4087 - d_accuracy: 0.7704Epoch 182: D Accuracy = 0.7846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0305 - g_loss: 1.4010 - d_accuracy: 0.7709 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0845 - g_loss: 1.4336 - d_accuracy: 0.7442Epoch 183: D Accuracy = 0.7077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0860 - g_loss: 1.4343 - d_accuracy: 0.7429 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1053 - g_loss: 1.4097 - d_accuracy: 0.7308Epoch 184: D Accuracy = 0.7462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1044 - g_loss: 1.4028 - d_accuracy: 0.7313 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0809 - g_loss: 1.3907 - d_accuracy: 0.7461Epoch 185: D Accuracy = 0.7231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0807 - g_loss: 1.3867 - d_accuracy: 0.7453 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0211 - g_loss: 1.4494 - d_accuracy: 0.7729Epoch 186: D Accuracy = 0.7308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0211 - g_loss: 1.4663 - d_accuracy: 0.7714 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0810 - g_loss: 1.4263 - d_accuracy: 0.7420Epoch 187: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0786 - g_loss: 1.4323 - d_accuracy: 0.7441 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0651 - g_loss: 1.4175 - d_accuracy: 0.7509Epoch 188: D Accuracy = 0.7154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0656 - g_loss: 1.4341 - d_accuracy: 0.7496 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0547 - g_loss: 1.4306 - d_accuracy: 0.7592Epoch 189: D Accuracy = 0.7692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0538 - g_loss: 1.4248 - d_accuracy: 0.7596 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0554 - g_loss: 1.4395 - d_accuracy: 0.7520Epoch 190: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0512 - g_loss: 1.4320 - d_accuracy: 0.7561 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0570 - g_loss: 1.4409 - d_accuracy: 0.7506Epoch 191: D Accuracy = 0.7769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0537 - g_loss: 1.4479 - d_accuracy: 0.7515 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0881 - g_loss: 1.4294 - d_accuracy: 0.7344Epoch 192: D Accuracy = 0.6385 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0945 - g_loss: 1.4158 - d_accuracy: 0.7310 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0544 - g_loss: 1.4267 - d_accuracy: 0.7560Epoch 193: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0562 - g_loss: 1.4415 - d_accuracy: 0.7523 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0465 - g_loss: 1.4375 - d_accuracy: 0.7594Epoch 194: D Accuracy = 0.8077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0449 - g_loss: 1.4313 - d_accuracy: 0.7611 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0519 - g_loss: 1.4604 - d_accuracy: 0.7480Epoch 195: D Accuracy = 0.6692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0552 - g_loss: 1.4665 - d_accuracy: 0.7452
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0540 - g_loss: 1.4475 - d_accuracy: 0.7512Epoch 196: D Accuracy = 0.7462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0574 - g_loss: 1.4270 - d_accuracy: 0.7510 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0407 - g_loss: 1.4739 - d_accuracy: 0.7590Epoch 197: D Accuracy = 0.7769 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0397 - g_loss: 1.4716 - d_accuracy: 0.7596 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0762 - g_loss: 1.4513 - d_accuracy: 0.7450Epoch 198: D Accuracy = 0.8077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0749 - g_loss: 1.4387 - d_accuracy: 0.7473 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0372 - g_loss: 1.4462 - d_accuracy: 0.7612Epoch 199: D Accuracy = 0.7077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0434 - g_loss: 1.4258 - d_accuracy: 0.7593 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0388 - g_loss: 1.4849 - d_accuracy: 0.7606 Class 4 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.7308 27/27 [==============================] - 1s 42ms/step - d_loss: 1.0369 - g_loss: 1.5076 - d_accuracy: 0.7595 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0247 - g_loss: 1.4480 - d_accuracy: 0.7659Epoch 201: D Accuracy = 0.7769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0265 - g_loss: 1.4342 - d_accuracy: 0.7663 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0441 - g_loss: 1.4786 - d_accuracy: 0.7580Epoch 202: D Accuracy = 0.7385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0429 - g_loss: 1.4965 - d_accuracy: 0.7573 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0584 - g_loss: 1.4661 - d_accuracy: 0.7509Epoch 203: D Accuracy = 0.7154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0583 - g_loss: 1.4757 - d_accuracy: 0.7496 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0734 - g_loss: 1.4777 - d_accuracy: 0.7406Epoch 204: D Accuracy = 0.7462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0715 - g_loss: 1.4964 - d_accuracy: 0.7408 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.4565 - d_accuracy: 0.7618Epoch 205: D Accuracy = 0.7769 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0395 - g_loss: 1.4411 - d_accuracy: 0.7624 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0318 - g_loss: 1.4755 - d_accuracy: 0.7669Epoch 206: D Accuracy = 0.7692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0319 - g_loss: 1.4707 - d_accuracy: 0.7670 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0281 - g_loss: 1.4824 - d_accuracy: 0.7695Epoch 207: D Accuracy = 0.7385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0298 - g_loss: 1.4818 - d_accuracy: 0.7684 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0269 - g_loss: 1.5068 - d_accuracy: 0.7623Epoch 208: D Accuracy = 0.7769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0272 - g_loss: 1.4924 - d_accuracy: 0.7628 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0417 - g_loss: 1.5052 - d_accuracy: 0.7554Epoch 209: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0429 - g_loss: 1.5204 - d_accuracy: 0.7534 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0315 - g_loss: 1.5157 - d_accuracy: 0.7662Epoch 210: D Accuracy = 0.7231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0292 - g_loss: 1.5310 - d_accuracy: 0.7647 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0084 - g_loss: 1.4958 - d_accuracy: 0.7743Epoch 211: D Accuracy = 0.7154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0098 - g_loss: 1.5099 - d_accuracy: 0.7722 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0580 - g_loss: 1.5103 - d_accuracy: 0.7527Epoch 212: D Accuracy = 0.7769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0578 - g_loss: 1.4988 - d_accuracy: 0.7536 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0375 - g_loss: 1.4961 - d_accuracy: 0.7582Epoch 213: D Accuracy = 0.7846 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0352 - g_loss: 1.4924 - d_accuracy: 0.7592 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0172 - g_loss: 1.5024 - d_accuracy: 0.7720Epoch 214: D Accuracy = 0.7846 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0196 - g_loss: 1.4884 - d_accuracy: 0.7724 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0352 - g_loss: 1.5584 - d_accuracy: 0.7597Epoch 215: D Accuracy = 0.7077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0341 - g_loss: 1.5645 - d_accuracy: 0.7579 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0304 - g_loss: 1.5558 - d_accuracy: 0.7619Epoch 216: D Accuracy = 0.7231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0312 - g_loss: 1.5720 - d_accuracy: 0.7605 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9598 - g_loss: 1.5148 - d_accuracy: 0.8038Epoch 217: D Accuracy = 0.8308 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9559 - g_loss: 1.5275 - d_accuracy: 0.8047 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9980 - g_loss: 1.5560 - d_accuracy: 0.7789Epoch 218: D Accuracy = 0.8385 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9950 - g_loss: 1.5515 - d_accuracy: 0.7810 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9866 - g_loss: 1.5654 - d_accuracy: 0.7877Epoch 219: D Accuracy = 0.6769 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9978 - g_loss: 1.5345 - d_accuracy: 0.7837 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0848 - g_loss: 1.5469 - d_accuracy: 0.7413Epoch 220: D Accuracy = 0.8615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0787 - g_loss: 1.5395 - d_accuracy: 0.7456 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9855 - g_loss: 1.5124 - d_accuracy: 0.7897Epoch 221: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9859 - g_loss: 1.4975 - d_accuracy: 0.7917 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9981 - g_loss: 1.5639 - d_accuracy: 0.7773Epoch 222: D Accuracy = 0.7769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9982 - g_loss: 1.5707 - d_accuracy: 0.7773 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9676 - g_loss: 1.5546 - d_accuracy: 0.7985Epoch 223: D Accuracy = 0.7154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9721 - g_loss: 1.5653 - d_accuracy: 0.7955 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0052 - g_loss: 1.5714 - d_accuracy: 0.7806Epoch 224: D Accuracy = 0.8385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0028 - g_loss: 1.5719 - d_accuracy: 0.7827 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9888 - g_loss: 1.5746 - d_accuracy: 0.7842Epoch 225: D Accuracy = 0.8538 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9861 - g_loss: 1.5734 - d_accuracy: 0.7867 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0368 - g_loss: 1.6020 - d_accuracy: 0.7568Epoch 226: D Accuracy = 0.7769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0350 - g_loss: 1.5981 - d_accuracy: 0.7575 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9925 - g_loss: 1.5414 - d_accuracy: 0.7872Epoch 227: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9911 - g_loss: 1.5483 - d_accuracy: 0.7876 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9989 - g_loss: 1.5642 - d_accuracy: 0.7779Epoch 228: D Accuracy = 0.7846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0013 - g_loss: 1.5481 - d_accuracy: 0.7781 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9964 - g_loss: 1.5773 - d_accuracy: 0.7799Epoch 229: D Accuracy = 0.7615 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9976 - g_loss: 1.5594 - d_accuracy: 0.7793 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9563 - g_loss: 1.6210 - d_accuracy: 0.8044Epoch 230: D Accuracy = 0.8308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9560 - g_loss: 1.6128 - d_accuracy: 0.8053 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0204 - g_loss: 1.6081 - d_accuracy: 0.7666Epoch 231: D Accuracy = 0.7846 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0211 - g_loss: 1.6017 - d_accuracy: 0.7673 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9548 - g_loss: 1.6077 - d_accuracy: 0.8035Epoch 232: D Accuracy = 0.7923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9561 - g_loss: 1.6054 - d_accuracy: 0.8031 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0018 - g_loss: 1.6336 - d_accuracy: 0.7759Epoch 233: D Accuracy = 0.7538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0034 - g_loss: 1.6410 - d_accuracy: 0.7751 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9942 - g_loss: 1.5852 - d_accuracy: 0.7830Epoch 234: D Accuracy = 0.7462 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9959 - g_loss: 1.5888 - d_accuracy: 0.7817 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9777 - g_loss: 1.5664 - d_accuracy: 0.7909Epoch 235: D Accuracy = 0.8308 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9782 - g_loss: 1.5556 - d_accuracy: 0.7923 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0131 - g_loss: 1.5836 - d_accuracy: 0.7695Epoch 236: D Accuracy = 0.8231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0093 - g_loss: 1.5835 - d_accuracy: 0.7714 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9705 - g_loss: 1.5940 - d_accuracy: 0.7971Epoch 237: D Accuracy = 0.8154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9724 - g_loss: 1.5788 - d_accuracy: 0.7978 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0140 - g_loss: 1.6085 - d_accuracy: 0.7685Epoch 238: D Accuracy = 0.7692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0171 - g_loss: 1.5890 - d_accuracy: 0.7685 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0005 - g_loss: 1.6159 - d_accuracy: 0.7740Epoch 239: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0024 - g_loss: 1.5964 - d_accuracy: 0.7749 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9912 - g_loss: 1.6357 - d_accuracy: 0.7793Epoch 240: D Accuracy = 0.6923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9951 - g_loss: 1.6535 - d_accuracy: 0.7762 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9617 - g_loss: 1.6249 - d_accuracy: 0.7921Epoch 241: D Accuracy = 0.7154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9629 - g_loss: 1.6544 - d_accuracy: 0.7894 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9842 - g_loss: 1.6134 - d_accuracy: 0.7883Epoch 242: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9855 - g_loss: 1.6007 - d_accuracy: 0.7887 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9914 - g_loss: 1.6559 - d_accuracy: 0.7801Epoch 243: D Accuracy = 0.7615 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9931 - g_loss: 1.6348 - d_accuracy: 0.7794 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9560 - g_loss: 1.6462 - d_accuracy: 0.8031Epoch 244: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9568 - g_loss: 1.6473 - d_accuracy: 0.8030 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9673 - g_loss: 1.6295 - d_accuracy: 0.7944Epoch 245: D Accuracy = 0.8538 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9648 - g_loss: 1.6250 - d_accuracy: 0.7965 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9974 - g_loss: 1.6531 - d_accuracy: 0.7799Epoch 246: D Accuracy = 0.7538 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9980 - g_loss: 1.6545 - d_accuracy: 0.7790 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9960 - g_loss: 1.6614 - d_accuracy: 0.7873Epoch 247: D Accuracy = 0.7692 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9976 - g_loss: 1.6710 - d_accuracy: 0.7867 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9564 - g_loss: 1.6439 - d_accuracy: 0.7975Epoch 248: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9550 - g_loss: 1.6471 - d_accuracy: 0.7993 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9779 - g_loss: 1.6451 - d_accuracy: 0.7850Epoch 249: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9774 - g_loss: 1.6256 - d_accuracy: 0.7855 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9551 - g_loss: 1.6444 - d_accuracy: 0.7977Epoch 250: D Accuracy = 0.8231 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9532 - g_loss: 1.6486 - d_accuracy: 0.7986 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9384 - g_loss: 1.6809 - d_accuracy: 0.8085Epoch 251: D Accuracy = 0.8385 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9381 - g_loss: 1.6700 - d_accuracy: 0.8096 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0072 - g_loss: 1.6651 - d_accuracy: 0.7762Epoch 252: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0093 - g_loss: 1.6793 - d_accuracy: 0.7735 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9546 - g_loss: 1.6490 - d_accuracy: 0.7970Epoch 253: D Accuracy = 0.8615 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9516 - g_loss: 1.6501 - d_accuracy: 0.7993 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9646 - g_loss: 1.6988 - d_accuracy: 0.7913Epoch 254: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9741 - g_loss: 1.7294 - d_accuracy: 0.7853 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9428 - g_loss: 1.6726 - d_accuracy: 0.8083Epoch 255: D Accuracy = 0.7769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9422 - g_loss: 1.6839 - d_accuracy: 0.8072 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9874 - g_loss: 1.6955 - d_accuracy: 0.7821Epoch 256: D Accuracy = 0.8538 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9822 - g_loss: 1.7083 - d_accuracy: 0.7846 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9457 - g_loss: 1.6950 - d_accuracy: 0.8015Epoch 257: D Accuracy = 0.8231 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9464 - g_loss: 1.6760 - d_accuracy: 0.8022 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9605 - g_loss: 1.7166 - d_accuracy: 0.7962Epoch 258: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9577 - g_loss: 1.7087 - d_accuracy: 0.7980 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9570 - g_loss: 1.7156 - d_accuracy: 0.7945Epoch 259: D Accuracy = 0.8231 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9585 - g_loss: 1.6956 - d_accuracy: 0.7955 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9283 - g_loss: 1.7207 - d_accuracy: 0.8072Epoch 260: D Accuracy = 0.8308 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9271 - g_loss: 1.7173 - d_accuracy: 0.8081 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9548 - g_loss: 1.7156 - d_accuracy: 0.7936Epoch 261: D Accuracy = 0.8308 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9541 - g_loss: 1.7022 - d_accuracy: 0.7950 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9547 - g_loss: 1.7698 - d_accuracy: 0.7949Epoch 262: D Accuracy = 0.6692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9568 - g_loss: 1.8174 - d_accuracy: 0.7904 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9449 - g_loss: 1.7421 - d_accuracy: 0.7994Epoch 263: D Accuracy = 0.8615 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9426 - g_loss: 1.7334 - d_accuracy: 0.8016
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9290 - g_loss: 1.7201 - d_accuracy: 0.8054Epoch 264: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9337 - g_loss: 1.7006 - d_accuracy: 0.8052 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9241 - g_loss: 1.7024 - d_accuracy: 0.8111Epoch 265: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9227 - g_loss: 1.6925 - d_accuracy: 0.8124 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9491 - g_loss: 1.7323 - d_accuracy: 0.7998Epoch 266: D Accuracy = 0.9077 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9450 - g_loss: 1.7263 - d_accuracy: 0.8037 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9436 - g_loss: 1.7517 - d_accuracy: 0.8037Epoch 267: D Accuracy = 0.7692 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9456 - g_loss: 1.7586 - d_accuracy: 0.8024 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9439 - g_loss: 1.7442 - d_accuracy: 0.8074Epoch 268: D Accuracy = 0.6385 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9544 - g_loss: 1.7829 - d_accuracy: 0.8013 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9396 - g_loss: 1.7232 - d_accuracy: 0.8078Epoch 269: D Accuracy = 0.8692 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9360 - g_loss: 1.7207 - d_accuracy: 0.8100 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9085 - g_loss: 1.7454 - d_accuracy: 0.8204Epoch 270: D Accuracy = 0.8385 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9100 - g_loss: 1.7354 - d_accuracy: 0.8211 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9590 - g_loss: 1.8199 - d_accuracy: 0.7934Epoch 271: D Accuracy = 0.7077 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9627 - g_loss: 1.8421 - d_accuracy: 0.7904 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9223 - g_loss: 1.7384 - d_accuracy: 0.8124Epoch 272: D Accuracy = 0.8769 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9206 - g_loss: 1.7267 - d_accuracy: 0.8147 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9369 - g_loss: 1.7843 - d_accuracy: 0.8045Epoch 273: D Accuracy = 0.8615 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9343 - g_loss: 1.7811 - d_accuracy: 0.8065 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9323 - g_loss: 1.7347 - d_accuracy: 0.8107Epoch 274: D Accuracy = 0.8231 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9340 - g_loss: 1.7140 - d_accuracy: 0.8112 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9408 - g_loss: 1.8156 - d_accuracy: 0.7985Epoch 275: D Accuracy = 0.6538 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9500 - g_loss: 1.8459 - d_accuracy: 0.7934 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9388 - g_loss: 1.7590 - d_accuracy: 0.7996Epoch 276: D Accuracy = 0.6154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9448 - g_loss: 1.7920 - d_accuracy: 0.7930 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9720 - g_loss: 1.7573 - d_accuracy: 0.7861Epoch 277: D Accuracy = 0.8385 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9712 - g_loss: 1.7444 - d_accuracy: 0.7880 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9437 - g_loss: 1.7834 - d_accuracy: 0.7974Epoch 278: D Accuracy = 0.8385 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9417 - g_loss: 1.7806 - d_accuracy: 0.7989 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8996 - g_loss: 1.7591 - d_accuracy: 0.8278Epoch 279: D Accuracy = 0.8077 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9007 - g_loss: 1.7441 - d_accuracy: 0.8271 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9591 - g_loss: 1.8112 - d_accuracy: 0.7909Epoch 280: D Accuracy = 0.7769 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9616 - g_loss: 1.7890 - d_accuracy: 0.7904 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9007 - g_loss: 1.7793 - d_accuracy: 0.8225Epoch 281: D Accuracy = 0.7769 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9069 - g_loss: 1.7516 - d_accuracy: 0.8208 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9360 - g_loss: 1.8287 - d_accuracy: 0.8044Epoch 282: D Accuracy = 0.7769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9423 - g_loss: 1.7977 - d_accuracy: 0.8034 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9269 - g_loss: 1.8338 - d_accuracy: 0.8013Epoch 283: D Accuracy = 0.8923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9209 - g_loss: 1.8420 - d_accuracy: 0.8045 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9329 - g_loss: 1.8043 - d_accuracy: 0.8093Epoch 284: D Accuracy = 0.8538 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9314 - g_loss: 1.7972 - d_accuracy: 0.8108 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9064 - g_loss: 1.8302 - d_accuracy: 0.8147Epoch 285: D Accuracy = 0.8846 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9039 - g_loss: 1.8218 - d_accuracy: 0.8172 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9069 - g_loss: 1.8627 - d_accuracy: 0.8124Epoch 286: D Accuracy = 0.8385 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9047 - g_loss: 1.8805 - d_accuracy: 0.8134 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9029 - g_loss: 1.8114 - d_accuracy: 0.8230Epoch 287: D Accuracy = 0.8308 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9043 - g_loss: 1.8012 - d_accuracy: 0.8233 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9092 - g_loss: 1.8507 - d_accuracy: 0.8176Epoch 288: D Accuracy = 0.7692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9107 - g_loss: 1.8586 - d_accuracy: 0.8158 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8958 - g_loss: 1.8089 - d_accuracy: 0.8216Epoch 289: D Accuracy = 0.8077 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8957 - g_loss: 1.8206 - d_accuracy: 0.8211 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9303 - g_loss: 1.8784 - d_accuracy: 0.8053Epoch 290: D Accuracy = 0.7308 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9347 - g_loss: 1.8801 - d_accuracy: 0.8026 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9160 - g_loss: 1.8389 - d_accuracy: 0.8123Epoch 291: D Accuracy = 0.8538 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9134 - g_loss: 1.8432 - d_accuracy: 0.8138 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9033 - g_loss: 1.8567 - d_accuracy: 0.8192Epoch 292: D Accuracy = 0.8769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9028 - g_loss: 1.8404 - d_accuracy: 0.8213 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8717 - g_loss: 1.8867 - d_accuracy: 0.8325Epoch 293: D Accuracy = 0.8846 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8667 - g_loss: 1.9069 - d_accuracy: 0.8344 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9343 - g_loss: 1.8645 - d_accuracy: 0.8009Epoch 294: D Accuracy = 0.8385 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9321 - g_loss: 1.8689 - d_accuracy: 0.8022 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8877 - g_loss: 1.8414 - d_accuracy: 0.8254Epoch 295: D Accuracy = 0.7846 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8909 - g_loss: 1.8502 - d_accuracy: 0.8239
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8868 - g_loss: 1.8413 - d_accuracy: 0.8255Epoch 296: D Accuracy = 0.8231 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8875 - g_loss: 1.8431 - d_accuracy: 0.8254 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9279 - g_loss: 1.8997 - d_accuracy: 0.8010Epoch 297: D Accuracy = 0.6923 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9303 - g_loss: 1.9279 - d_accuracy: 0.7971 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8784 - g_loss: 1.8333 - d_accuracy: 0.8353Epoch 298: D Accuracy = 0.8692 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8774 - g_loss: 1.8196 - d_accuracy: 0.8365 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9300 - g_loss: 1.8861 - d_accuracy: 0.8076Epoch 299: D Accuracy = 0.8846 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9269 - g_loss: 1.8724 - d_accuracy: 0.8104 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8837 - g_loss: 1.8983 - d_accuracy: 0.8268 Class 4 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.7846 27/27 [==============================] - 1s 41ms/step - d_loss: 0.8830 - g_loss: 1.9017 - d_accuracy: 0.8253 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8742 - g_loss: 1.8848 - d_accuracy: 0.8308Epoch 301: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8769 - g_loss: 1.8844 - d_accuracy: 0.8297 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9094 - g_loss: 1.8717 - d_accuracy: 0.8171Epoch 302: D Accuracy = 0.7923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9071 - g_loss: 1.8966 - d_accuracy: 0.8162 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8723 - g_loss: 1.8745 - d_accuracy: 0.8328Epoch 303: D Accuracy = 0.8538 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8696 - g_loss: 1.8819 - d_accuracy: 0.8336 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8980 - g_loss: 1.8845 - d_accuracy: 0.8183Epoch 304: D Accuracy = 0.9077 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8942 - g_loss: 1.8852 - d_accuracy: 0.8215 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8971 - g_loss: 1.9039 - d_accuracy: 0.8225Epoch 305: D Accuracy = 0.9000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8937 - g_loss: 1.8996 - d_accuracy: 0.8253 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8741 - g_loss: 1.9078 - d_accuracy: 0.8263Epoch 306: D Accuracy = 0.8615 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8736 - g_loss: 1.8897 - d_accuracy: 0.8276 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8672 - g_loss: 1.9362 - d_accuracy: 0.8294Epoch 307: D Accuracy = 0.8615 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8645 - g_loss: 1.9283 - d_accuracy: 0.8305 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8892 - g_loss: 1.9787 - d_accuracy: 0.8178Epoch 308: D Accuracy = 0.8692 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8867 - g_loss: 1.9680 - d_accuracy: 0.8196 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8866 - g_loss: 1.9395 - d_accuracy: 0.8214Epoch 309: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8907 - g_loss: 1.9534 - d_accuracy: 0.8170 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8810 - g_loss: 1.9079 - d_accuracy: 0.8249Epoch 310: D Accuracy = 0.8154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8803 - g_loss: 1.9021 - d_accuracy: 0.8246 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8601 - g_loss: 1.9627 - d_accuracy: 0.8380Epoch 311: D Accuracy = 0.9000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8568 - g_loss: 1.9684 - d_accuracy: 0.8402 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8698 - g_loss: 1.9427 - d_accuracy: 0.8382Epoch 312: D Accuracy = 0.8308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8695 - g_loss: 1.9454 - d_accuracy: 0.8379 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9201 - g_loss: 1.9425 - d_accuracy: 0.8102Epoch 313: D Accuracy = 0.7846 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9180 - g_loss: 1.9568 - d_accuracy: 0.8093 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8729 - g_loss: 1.9742 - d_accuracy: 0.8319Epoch 314: D Accuracy = 0.7154 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8767 - g_loss: 2.0043 - d_accuracy: 0.8277 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8694 - g_loss: 1.9180 - d_accuracy: 0.8363Epoch 315: D Accuracy = 0.8385 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8737 - g_loss: 1.8923 - d_accuracy: 0.8364 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8835 - g_loss: 1.9608 - d_accuracy: 0.8276Epoch 316: D Accuracy = 0.8231 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8825 - g_loss: 1.9629 - d_accuracy: 0.8275 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8879 - g_loss: 1.9695 - d_accuracy: 0.8279Epoch 317: D Accuracy = 0.8154 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8878 - g_loss: 1.9799 - d_accuracy: 0.8275 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9040 - g_loss: 1.9275 - d_accuracy: 0.8194Epoch 318: D Accuracy = 0.8308 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9042 - g_loss: 1.9125 - d_accuracy: 0.8198 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9006 - g_loss: 1.9454 - d_accuracy: 0.8189Epoch 319: D Accuracy = 0.8769 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8963 - g_loss: 1.9522 - d_accuracy: 0.8210 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8526 - g_loss: 1.9788 - d_accuracy: 0.8388Epoch 320: D Accuracy = 0.8308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8511 - g_loss: 1.9892 - d_accuracy: 0.8385 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8661 - g_loss: 1.9723 - d_accuracy: 0.8310Epoch 321: D Accuracy = 0.7769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8683 - g_loss: 1.9783 - d_accuracy: 0.8291 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8813 - g_loss: 1.9898 - d_accuracy: 0.8253Epoch 322: D Accuracy = 0.8846 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8794 - g_loss: 1.9812 - d_accuracy: 0.8274 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9062 - g_loss: 2.0231 - d_accuracy: 0.8111Epoch 323: D Accuracy = 0.7308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9070 - g_loss: 2.0531 - d_accuracy: 0.8082 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8383 - g_loss: 2.0007 - d_accuracy: 0.8479Epoch 324: D Accuracy = 0.8769 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8365 - g_loss: 2.0069 - d_accuracy: 0.8489 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8911 - g_loss: 1.9875 - d_accuracy: 0.8250Epoch 325: D Accuracy = 0.6615 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8970 - g_loss: 2.0013 - d_accuracy: 0.8192 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8823 - g_loss: 1.9448 - d_accuracy: 0.8312Epoch 326: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8829 - g_loss: 1.9250 - d_accuracy: 0.8326 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8494 - g_loss: 1.9988 - d_accuracy: 0.8375Epoch 327: D Accuracy = 0.7923 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8512 - g_loss: 1.9987 - d_accuracy: 0.8359 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8897 - g_loss: 1.9831 - d_accuracy: 0.8204Epoch 328: D Accuracy = 0.8154 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8895 - g_loss: 1.9765 - d_accuracy: 0.8202 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8274 - g_loss: 2.0125 - d_accuracy: 0.8528Epoch 329: D Accuracy = 0.9077 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8245 - g_loss: 2.0059 - d_accuracy: 0.8547 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8659 - g_loss: 2.0345 - d_accuracy: 0.8335Epoch 330: D Accuracy = 0.8769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8629 - g_loss: 2.0367 - d_accuracy: 0.8351 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8801 - g_loss: 1.9713 - d_accuracy: 0.8266Epoch 331: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8795 - g_loss: 1.9760 - d_accuracy: 0.8257 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8547 - g_loss: 2.0289 - d_accuracy: 0.8353Epoch 332: D Accuracy = 0.8615 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8553 - g_loss: 2.0200 - d_accuracy: 0.8362 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8570 - g_loss: 2.0282 - d_accuracy: 0.8364Epoch 333: D Accuracy = 0.8692 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8581 - g_loss: 2.0059 - d_accuracy: 0.8376 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8649 - g_loss: 2.0614 - d_accuracy: 0.8287Epoch 334: D Accuracy = 0.8231 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8699 - g_loss: 2.0353 - d_accuracy: 0.8285 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8547 - g_loss: 2.0419 - d_accuracy: 0.8349Epoch 335: D Accuracy = 0.8077 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8564 - g_loss: 2.0473 - d_accuracy: 0.8339 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8170 - g_loss: 2.0590 - d_accuracy: 0.8544Epoch 336: D Accuracy = 0.9154 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8136 - g_loss: 2.0542 - d_accuracy: 0.8565 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8341 - g_loss: 2.0884 - d_accuracy: 0.8463Epoch 337: D Accuracy = 0.6462 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8479 - g_loss: 2.1306 - d_accuracy: 0.8391 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9043 - g_loss: 2.0132 - d_accuracy: 0.8155Epoch 338: D Accuracy = 0.8308 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9037 - g_loss: 2.0023 - d_accuracy: 0.8160 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8307 - g_loss: 2.0372 - d_accuracy: 0.8476Epoch 339: D Accuracy = 0.8538 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8285 - g_loss: 2.0347 - d_accuracy: 0.8478 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8529 - g_loss: 2.0166 - d_accuracy: 0.8388Epoch 340: D Accuracy = 0.8154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8539 - g_loss: 2.0069 - d_accuracy: 0.8380 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8436 - g_loss: 2.0933 - d_accuracy: 0.8369Epoch 341: D Accuracy = 0.8308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8426 - g_loss: 2.1021 - d_accuracy: 0.8367 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8178 - g_loss: 2.0845 - d_accuracy: 0.8557Epoch 342: D Accuracy = 0.8385 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8178 - g_loss: 2.0797 - d_accuracy: 0.8551 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8670 - g_loss: 2.0776 - d_accuracy: 0.8273Epoch 343: D Accuracy = 0.7615 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8705 - g_loss: 2.0863 - d_accuracy: 0.8249 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8672 - g_loss: 2.0883 - d_accuracy: 0.8317Epoch 344: D Accuracy = 0.9000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8620 - g_loss: 2.0915 - d_accuracy: 0.8341 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8200 - g_loss: 2.0288 - d_accuracy: 0.8557Epoch 345: D Accuracy = 0.8923 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8190 - g_loss: 2.0198 - d_accuracy: 0.8570 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8077 - g_loss: 2.0899 - d_accuracy: 0.8583Epoch 346: D Accuracy = 0.8077 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8110 - g_loss: 2.0940 - d_accuracy: 0.8565 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9380 - g_loss: 2.0545 - d_accuracy: 0.7985Epoch 347: D Accuracy = 0.7615 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9443 - g_loss: 2.0168 - d_accuracy: 0.7971 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8855 - g_loss: 2.0616 - d_accuracy: 0.8252Epoch 348: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8854 - g_loss: 2.0535 - d_accuracy: 0.8259 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8379 - g_loss: 2.0488 - d_accuracy: 0.8425Epoch 349: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8380 - g_loss: 2.0459 - d_accuracy: 0.8427 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8136 - g_loss: 2.0901 - d_accuracy: 0.8574Epoch 350: D Accuracy = 0.8769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8108 - g_loss: 2.0959 - d_accuracy: 0.8581 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8443 - g_loss: 2.1193 - d_accuracy: 0.8349Epoch 351: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8406 - g_loss: 2.1525 - d_accuracy: 0.8353 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8000 - g_loss: 2.0912 - d_accuracy: 0.8622Epoch 352: D Accuracy = 0.8769 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8011 - g_loss: 2.0829 - d_accuracy: 0.8627 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8566 - g_loss: 2.1267 - d_accuracy: 0.8327Epoch 353: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8698 - g_loss: 2.1857 - d_accuracy: 0.8247 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8219 - g_loss: 2.0817 - d_accuracy: 0.8530Epoch 354: D Accuracy = 0.8462 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8227 - g_loss: 2.0740 - d_accuracy: 0.8527 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8142 - g_loss: 2.1457 - d_accuracy: 0.8535Epoch 355: D Accuracy = 0.8769 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8145 - g_loss: 2.1422 - d_accuracy: 0.8544 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8211 - g_loss: 2.1411 - d_accuracy: 0.8545Epoch 356: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8186 - g_loss: 2.1472 - d_accuracy: 0.8551 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8190 - g_loss: 2.1151 - d_accuracy: 0.8536Epoch 357: D Accuracy = 0.9000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8171 - g_loss: 2.1014 - d_accuracy: 0.8553 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8042 - g_loss: 2.1436 - d_accuracy: 0.8573Epoch 358: D Accuracy = 0.7538 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8091 - g_loss: 2.1520 - d_accuracy: 0.8537 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8566 - g_loss: 2.1352 - d_accuracy: 0.8310Epoch 359: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8570 - g_loss: 2.1459 - d_accuracy: 0.8299 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8512 - g_loss: 2.1565 - d_accuracy: 0.8384Epoch 360: D Accuracy = 0.7769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8510 - g_loss: 2.1740 - d_accuracy: 0.8362 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8401 - g_loss: 2.0925 - d_accuracy: 0.8430Epoch 361: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8401 - g_loss: 2.0701 - d_accuracy: 0.8439 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8669 - g_loss: 2.1412 - d_accuracy: 0.8296Epoch 362: D Accuracy = 0.8769 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8647 - g_loss: 2.1216 - d_accuracy: 0.8313 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7882 - g_loss: 2.1182 - d_accuracy: 0.8712Epoch 363: D Accuracy = 0.9000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7885 - g_loss: 2.1060 - d_accuracy: 0.8722
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7955 - g_loss: 2.1251 - d_accuracy: 0.8626Epoch 364: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7976 - g_loss: 2.1066 - d_accuracy: 0.8629 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8564 - g_loss: 2.2120 - d_accuracy: 0.8373Epoch 365: D Accuracy = 0.8846 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8557 - g_loss: 2.1912 - d_accuracy: 0.8390 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8196 - g_loss: 2.1783 - d_accuracy: 0.8539Epoch 366: D Accuracy = 0.7692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8312 - g_loss: 2.1384 - d_accuracy: 0.8508 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8457 - g_loss: 2.1692 - d_accuracy: 0.8385Epoch 367: D Accuracy = 0.7923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8468 - g_loss: 2.1738 - d_accuracy: 0.8369 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8156 - g_loss: 2.1591 - d_accuracy: 0.8555Epoch 368: D Accuracy = 0.9154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8118 - g_loss: 2.1633 - d_accuracy: 0.8577 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8055 - g_loss: 2.1334 - d_accuracy: 0.8563Epoch 369: D Accuracy = 0.8846 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8033 - g_loss: 2.1418 - d_accuracy: 0.8573 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8466 - g_loss: 2.1735 - d_accuracy: 0.8397Epoch 370: D Accuracy = 0.8077 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8457 - g_loss: 2.1979 - d_accuracy: 0.8385 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8005 - g_loss: 2.1698 - d_accuracy: 0.8620Epoch 371: D Accuracy = 0.9231 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7976 - g_loss: 2.1744 - d_accuracy: 0.8642 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7898 - g_loss: 2.2028 - d_accuracy: 0.8616Epoch 372: D Accuracy = 0.8231 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7920 - g_loss: 2.1979 - d_accuracy: 0.8603 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8680 - g_loss: 2.1510 - d_accuracy: 0.8324Epoch 373: D Accuracy = 0.9308 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8634 - g_loss: 2.1377 - d_accuracy: 0.8359 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8558 - g_loss: 2.1391 - d_accuracy: 0.8361Epoch 374: D Accuracy = 0.7846 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8627 - g_loss: 2.1079 - d_accuracy: 0.8342 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8443 - g_loss: 2.2087 - d_accuracy: 0.8390Epoch 375: D Accuracy = 0.8769 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8396 - g_loss: 2.2172 - d_accuracy: 0.8404 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7791 - g_loss: 2.2325 - d_accuracy: 0.8683Epoch 376: D Accuracy = 0.7923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7808 - g_loss: 2.2387 - d_accuracy: 0.8656 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7590 - g_loss: 2.1995 - d_accuracy: 0.8787Epoch 377: D Accuracy = 0.9308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7554 - g_loss: 2.2081 - d_accuracy: 0.8805 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8562 - g_loss: 2.2174 - d_accuracy: 0.8263Epoch 378: D Accuracy = 0.8846 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8513 - g_loss: 2.2177 - d_accuracy: 0.8284 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8199 - g_loss: 2.2247 - d_accuracy: 0.8526Epoch 379: D Accuracy = 0.7692 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8216 - g_loss: 2.2392 - d_accuracy: 0.8496 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8159 - g_loss: 2.2207 - d_accuracy: 0.8503Epoch 380: D Accuracy = 0.9154 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8127 - g_loss: 2.2222 - d_accuracy: 0.8526 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8247 - g_loss: 2.2366 - d_accuracy: 0.8471Epoch 381: D Accuracy = 0.9231 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8196 - g_loss: 2.2448 - d_accuracy: 0.8498 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8370 - g_loss: 2.2085 - d_accuracy: 0.8474Epoch 382: D Accuracy = 0.8615 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8392 - g_loss: 2.1834 - d_accuracy: 0.8480 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7894 - g_loss: 2.2294 - d_accuracy: 0.8680Epoch 383: D Accuracy = 0.8769 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7922 - g_loss: 2.2028 - d_accuracy: 0.8683 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7559 - g_loss: 2.2262 - d_accuracy: 0.8852Epoch 384: D Accuracy = 0.8846 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7546 - g_loss: 2.2280 - d_accuracy: 0.8852 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8346 - g_loss: 2.2592 - d_accuracy: 0.8443Epoch 385: D Accuracy = 0.7615 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8381 - g_loss: 2.2764 - d_accuracy: 0.8414 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7734 - g_loss: 2.2270 - d_accuracy: 0.8731Epoch 386: D Accuracy = 0.8692 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7701 - g_loss: 2.2488 - d_accuracy: 0.8729 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8043 - g_loss: 2.2314 - d_accuracy: 0.8554Epoch 387: D Accuracy = 0.8385 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8048 - g_loss: 2.2295 - d_accuracy: 0.8548 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8059 - g_loss: 2.2320 - d_accuracy: 0.8547Epoch 388: D Accuracy = 0.8308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8049 - g_loss: 2.2460 - d_accuracy: 0.8538 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8232 - g_loss: 2.2639 - d_accuracy: 0.8460Epoch 389: D Accuracy = 0.8231 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8232 - g_loss: 2.2717 - d_accuracy: 0.8452 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7694 - g_loss: 2.2680 - d_accuracy: 0.8706Epoch 390: D Accuracy = 0.8154 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7712 - g_loss: 2.2671 - d_accuracy: 0.8686 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7945 - g_loss: 2.2407 - d_accuracy: 0.8612Epoch 391: D Accuracy = 0.8462 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7941 - g_loss: 2.2573 - d_accuracy: 0.8607 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7705 - g_loss: 2.2927 - d_accuracy: 0.8689Epoch 392: D Accuracy = 0.7846 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7738 - g_loss: 2.3240 - d_accuracy: 0.8659 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7936 - g_loss: 2.2580 - d_accuracy: 0.8577Epoch 393: D Accuracy = 0.9385 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7897 - g_loss: 2.2530 - d_accuracy: 0.8606 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7907 - g_loss: 2.3220 - d_accuracy: 0.8600Epoch 394: D Accuracy = 0.8923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7906 - g_loss: 2.3032 - d_accuracy: 0.8612 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8170 - g_loss: 2.2944 - d_accuracy: 0.8489Epoch 395: D Accuracy = 0.9000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8165 - g_loss: 2.2719 - d_accuracy: 0.8507
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7678 - g_loss: 2.3258 - d_accuracy: 0.8689Epoch 396: D Accuracy = 0.8692 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7685 - g_loss: 2.3116 - d_accuracy: 0.8689 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8281 - g_loss: 2.3328 - d_accuracy: 0.8500Epoch 397: D Accuracy = 0.8923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8265 - g_loss: 2.3315 - d_accuracy: 0.8515 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7771 - g_loss: 2.2638 - d_accuracy: 0.8694Epoch 398: D Accuracy = 0.8462 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7808 - g_loss: 2.2495 - d_accuracy: 0.8686 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7760 - g_loss: 2.2744 - d_accuracy: 0.8696Epoch 399: D Accuracy = 0.8846 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7753 - g_loss: 2.2676 - d_accuracy: 0.8701 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7817 - g_loss: 2.3236 - d_accuracy: 0.8602 Class 4 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.9077 27/27 [==============================] - 1s 46ms/step - d_loss: 0.7796 - g_loss: 2.3275 - d_accuracy: 0.8618 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7778 - g_loss: 2.2618 - d_accuracy: 0.8707Epoch 401: D Accuracy = 0.8692 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7777 - g_loss: 2.2665 - d_accuracy: 0.8707 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7908 - g_loss: 2.3403 - d_accuracy: 0.8603Epoch 402: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8000 - g_loss: 2.3709 - d_accuracy: 0.8545 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7625 - g_loss: 2.3494 - d_accuracy: 0.8728Epoch 403: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7617 - g_loss: 2.3613 - d_accuracy: 0.8718 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7885 - g_loss: 2.3367 - d_accuracy: 0.8584Epoch 404: D Accuracy = 0.8615 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7864 - g_loss: 2.3532 - d_accuracy: 0.8586 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7957 - g_loss: 2.2995 - d_accuracy: 0.8599Epoch 405: D Accuracy = 0.9154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7928 - g_loss: 2.2961 - d_accuracy: 0.8618 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8258 - g_loss: 2.2911 - d_accuracy: 0.8399Epoch 406: D Accuracy = 0.8538 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8247 - g_loss: 2.2849 - d_accuracy: 0.8404 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7869 - g_loss: 2.3250 - d_accuracy: 0.8661Epoch 407: D Accuracy = 0.8462 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7860 - g_loss: 2.3261 - d_accuracy: 0.8654 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8256 - g_loss: 2.3491 - d_accuracy: 0.8413Epoch 408: D Accuracy = 0.8077 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8255 - g_loss: 2.3732 - d_accuracy: 0.8401 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7760 - g_loss: 2.2977 - d_accuracy: 0.8671Epoch 409: D Accuracy = 0.9000 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7754 - g_loss: 2.2889 - d_accuracy: 0.8683 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7595 - g_loss: 2.4020 - d_accuracy: 0.8747Epoch 410: D Accuracy = 0.8538 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7597 - g_loss: 2.4177 - d_accuracy: 0.8739 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7960 - g_loss: 2.3185 - d_accuracy: 0.8563Epoch 411: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7980 - g_loss: 2.3196 - d_accuracy: 0.8543 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7986 - g_loss: 2.3386 - d_accuracy: 0.8610Epoch 412: D Accuracy = 0.7538 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8035 - g_loss: 2.3346 - d_accuracy: 0.8571 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8005 - g_loss: 2.3259 - d_accuracy: 0.8592Epoch 413: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8035 - g_loss: 2.3034 - d_accuracy: 0.8587 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7803 - g_loss: 2.3444 - d_accuracy: 0.8626Epoch 414: D Accuracy = 0.9154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7749 - g_loss: 2.3594 - d_accuracy: 0.8645 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7580 - g_loss: 2.3257 - d_accuracy: 0.8765Epoch 415: D Accuracy = 0.8923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7587 - g_loss: 2.3176 - d_accuracy: 0.8771 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8042 - g_loss: 2.4450 - d_accuracy: 0.8524Epoch 416: D Accuracy = 0.7462 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8073 - g_loss: 2.5006 - d_accuracy: 0.8486 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7465 - g_loss: 2.3571 - d_accuracy: 0.8808Epoch 417: D Accuracy = 0.8923 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7486 - g_loss: 2.3470 - d_accuracy: 0.8813 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8041 - g_loss: 2.4020 - d_accuracy: 0.8592Epoch 418: D Accuracy = 0.8385 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8055 - g_loss: 2.4145 - d_accuracy: 0.8584 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7608 - g_loss: 2.3455 - d_accuracy: 0.8804Epoch 419: D Accuracy = 0.8615 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7642 - g_loss: 2.3271 - d_accuracy: 0.8798 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7522 - g_loss: 2.3796 - d_accuracy: 0.8765Epoch 420: D Accuracy = 0.9154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7493 - g_loss: 2.3822 - d_accuracy: 0.8779 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7788 - g_loss: 2.4254 - d_accuracy: 0.8680Epoch 421: D Accuracy = 0.8538 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7816 - g_loss: 2.4080 - d_accuracy: 0.8675 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7995 - g_loss: 2.3666 - d_accuracy: 0.8557Epoch 422: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8035 - g_loss: 2.3330 - d_accuracy: 0.8554 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7768 - g_loss: 2.3691 - d_accuracy: 0.8727Epoch 423: D Accuracy = 0.9308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7748 - g_loss: 2.3619 - d_accuracy: 0.8748 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7575 - g_loss: 2.3800 - d_accuracy: 0.8738Epoch 424: D Accuracy = 0.8769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7594 - g_loss: 2.3675 - d_accuracy: 0.8739 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7455 - g_loss: 2.3997 - d_accuracy: 0.8754Epoch 425: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7464 - g_loss: 2.4291 - d_accuracy: 0.8727 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7752 - g_loss: 2.4057 - d_accuracy: 0.8675Epoch 426: D Accuracy = 0.9308 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7716 - g_loss: 2.4047 - d_accuracy: 0.8698 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7858 - g_loss: 2.4132 - d_accuracy: 0.8616Epoch 427: D Accuracy = 0.8769 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7870 - g_loss: 2.4044 - d_accuracy: 0.8622 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7308 - g_loss: 2.4099 - d_accuracy: 0.8902Epoch 428: D Accuracy = 0.9538 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7252 - g_loss: 2.4116 - d_accuracy: 0.8925 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7448 - g_loss: 2.4225 - d_accuracy: 0.8820Epoch 429: D Accuracy = 0.9077 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7433 - g_loss: 2.4112 - d_accuracy: 0.8829 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7625 - g_loss: 2.3988 - d_accuracy: 0.8744Epoch 430: D Accuracy = 0.8231 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7726 - g_loss: 2.3618 - d_accuracy: 0.8725 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7948 - g_loss: 2.4450 - d_accuracy: 0.8619Epoch 431: D Accuracy = 0.9462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7897 - g_loss: 2.4473 - d_accuracy: 0.8649 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7252 - g_loss: 2.4263 - d_accuracy: 0.8868Epoch 432: D Accuracy = 0.8308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7269 - g_loss: 2.4293 - d_accuracy: 0.8848 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7748 - g_loss: 2.4429 - d_accuracy: 0.8707Epoch 433: D Accuracy = 0.9154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7733 - g_loss: 2.4326 - d_accuracy: 0.8723 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7572 - g_loss: 2.4483 - d_accuracy: 0.8750Epoch 434: D Accuracy = 0.9385 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7555 - g_loss: 2.4420 - d_accuracy: 0.8773 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7798 - g_loss: 2.4429 - d_accuracy: 0.8642Epoch 435: D Accuracy = 0.6385 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7935 - g_loss: 2.4902 - d_accuracy: 0.8562 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7521 - g_loss: 2.4021 - d_accuracy: 0.8767Epoch 436: D Accuracy = 0.9769 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7467 - g_loss: 2.3963 - d_accuracy: 0.8803 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7139 - g_loss: 2.4290 - d_accuracy: 0.8969Epoch 437: D Accuracy = 0.9615 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7126 - g_loss: 2.4117 - d_accuracy: 0.8992 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7432 - g_loss: 2.4831 - d_accuracy: 0.8760Epoch 438: D Accuracy = 0.8538 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7434 - g_loss: 2.4783 - d_accuracy: 0.8752 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7373 - g_loss: 2.5192 - d_accuracy: 0.8798Epoch 439: D Accuracy = 0.9308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7336 - g_loss: 2.5257 - d_accuracy: 0.8816 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7752 - g_loss: 2.4803 - d_accuracy: 0.8664Epoch 440: D Accuracy = 0.8923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7733 - g_loss: 2.4814 - d_accuracy: 0.8673 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7303 - g_loss: 2.4847 - d_accuracy: 0.8894Epoch 441: D Accuracy = 0.8846 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7323 - g_loss: 2.4639 - d_accuracy: 0.8892 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8036 - g_loss: 2.4641 - d_accuracy: 0.8550Epoch 442: D Accuracy = 0.8692 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8044 - g_loss: 2.4323 - d_accuracy: 0.8555 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7328 - g_loss: 2.5153 - d_accuracy: 0.8813Epoch 443: D Accuracy = 0.9308 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7293 - g_loss: 2.5226 - d_accuracy: 0.8830 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7752 - g_loss: 2.5081 - d_accuracy: 0.8645Epoch 444: D Accuracy = 0.8615 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7791 - g_loss: 2.4880 - d_accuracy: 0.8644 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7501 - g_loss: 2.5437 - d_accuracy: 0.8741Epoch 445: D Accuracy = 0.8615 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7479 - g_loss: 2.5680 - d_accuracy: 0.8736 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7877 - g_loss: 2.4589 - d_accuracy: 0.8654Epoch 446: D Accuracy = 0.8923 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7860 - g_loss: 2.4661 - d_accuracy: 0.8663 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7656 - g_loss: 2.4375 - d_accuracy: 0.8731Epoch 447: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7678 - g_loss: 2.4164 - d_accuracy: 0.8729 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7689 - g_loss: 2.4925 - d_accuracy: 0.8676Epoch 448: D Accuracy = 0.8385 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7740 - g_loss: 2.4569 - d_accuracy: 0.8665 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7414 - g_loss: 2.5038 - d_accuracy: 0.8777Epoch 449: D Accuracy = 0.8462 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7418 - g_loss: 2.5137 - d_accuracy: 0.8766 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7498 - g_loss: 2.4833 - d_accuracy: 0.8758Epoch 450: D Accuracy = 0.8769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7495 - g_loss: 2.4784 - d_accuracy: 0.8758 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7873 - g_loss: 2.5842 - d_accuracy: 0.8632Epoch 451: D Accuracy = 0.9385 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7819 - g_loss: 2.5881 - d_accuracy: 0.8659 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7189 - g_loss: 2.5111 - d_accuracy: 0.8881Epoch 452: D Accuracy = 0.8308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7206 - g_loss: 2.5243 - d_accuracy: 0.8861 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7619 - g_loss: 2.4986 - d_accuracy: 0.8705Epoch 453: D Accuracy = 0.7692 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7673 - g_loss: 2.5182 - d_accuracy: 0.8669 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7609 - g_loss: 2.4525 - d_accuracy: 0.8740Epoch 454: D Accuracy = 0.9077 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7601 - g_loss: 2.4399 - d_accuracy: 0.8752 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7188 - g_loss: 2.5741 - d_accuracy: 0.8866Epoch 455: D Accuracy = 0.9154 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7165 - g_loss: 2.5809 - d_accuracy: 0.8877 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7531 - g_loss: 2.4846 - d_accuracy: 0.8788Epoch 456: D Accuracy = 0.9154 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7503 - g_loss: 2.4862 - d_accuracy: 0.8801 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7956 - g_loss: 2.5387 - d_accuracy: 0.8526Epoch 457: D Accuracy = 0.9077 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7944 - g_loss: 2.5143 - d_accuracy: 0.8546 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7225 - g_loss: 2.4892 - d_accuracy: 0.8888Epoch 458: D Accuracy = 0.8231 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7263 - g_loss: 2.5135 - d_accuracy: 0.8865 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7397 - g_loss: 2.5150 - d_accuracy: 0.8764Epoch 459: D Accuracy = 0.9077 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7393 - g_loss: 2.4978 - d_accuracy: 0.8775 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7387 - g_loss: 2.5053 - d_accuracy: 0.8781Epoch 460: D Accuracy = 0.9308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7391 - g_loss: 2.4854 - d_accuracy: 0.8800 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7217 - g_loss: 2.5291 - d_accuracy: 0.8869Epoch 461: D Accuracy = 0.8769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7209 - g_loss: 2.5327 - d_accuracy: 0.8866 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7384 - g_loss: 2.5921 - d_accuracy: 0.8784Epoch 462: D Accuracy = 0.8692 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7393 - g_loss: 2.5807 - d_accuracy: 0.8781 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7061 - g_loss: 2.5712 - d_accuracy: 0.8950Epoch 463: D Accuracy = 0.9308 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7040 - g_loss: 2.5770 - d_accuracy: 0.8963
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7763 - g_loss: 2.5541 - d_accuracy: 0.8610Epoch 464: D Accuracy = 0.8923 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7756 - g_loss: 2.5300 - d_accuracy: 0.8621 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7322 - g_loss: 2.5246 - d_accuracy: 0.8853Epoch 465: D Accuracy = 0.8692 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7371 - g_loss: 2.4938 - d_accuracy: 0.8848 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7634 - g_loss: 2.6024 - d_accuracy: 0.8675Epoch 466: D Accuracy = 0.9231 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7588 - g_loss: 2.6030 - d_accuracy: 0.8695 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7398 - g_loss: 2.5924 - d_accuracy: 0.8750Epoch 467: D Accuracy = 0.9231 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7377 - g_loss: 2.5987 - d_accuracy: 0.8768 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7305 - g_loss: 2.5462 - d_accuracy: 0.8826Epoch 468: D Accuracy = 0.9308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7266 - g_loss: 2.5534 - d_accuracy: 0.8843 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7275 - g_loss: 2.6087 - d_accuracy: 0.8830Epoch 469: D Accuracy = 0.8846 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7272 - g_loss: 2.6151 - d_accuracy: 0.8831 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7529 - g_loss: 2.5803 - d_accuracy: 0.8709Epoch 470: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7541 - g_loss: 2.5894 - d_accuracy: 0.8700 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7242 - g_loss: 2.5827 - d_accuracy: 0.8875Epoch 471: D Accuracy = 0.9000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7231 - g_loss: 2.5705 - d_accuracy: 0.8879 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7183 - g_loss: 2.5779 - d_accuracy: 0.8918Epoch 472: D Accuracy = 0.9154 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7189 - g_loss: 2.5609 - d_accuracy: 0.8927 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7821 - g_loss: 2.6120 - d_accuracy: 0.8620Epoch 473: D Accuracy = 0.9231 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7789 - g_loss: 2.6011 - d_accuracy: 0.8642 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7554 - g_loss: 2.5380 - d_accuracy: 0.8755Epoch 474: D Accuracy = 0.9231 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7541 - g_loss: 2.5298 - d_accuracy: 0.8772 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7163 - g_loss: 2.5950 - d_accuracy: 0.8934Epoch 475: D Accuracy = 0.9231 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7148 - g_loss: 2.6061 - d_accuracy: 0.8945 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7567 - g_loss: 2.6083 - d_accuracy: 0.8768Epoch 476: D Accuracy = 0.8077 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7637 - g_loss: 2.6184 - d_accuracy: 0.8744 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7265 - g_loss: 2.6226 - d_accuracy: 0.8912Epoch 477: D Accuracy = 0.7462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7328 - g_loss: 2.6882 - d_accuracy: 0.8860 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7194 - g_loss: 2.6166 - d_accuracy: 0.8854Epoch 478: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7170 - g_loss: 2.6445 - d_accuracy: 0.8840 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7275 - g_loss: 2.5959 - d_accuracy: 0.8854Epoch 479: D Accuracy = 0.8385 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7292 - g_loss: 2.5975 - d_accuracy: 0.8837 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7187 - g_loss: 2.6111 - d_accuracy: 0.8842Epoch 480: D Accuracy = 0.8538 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7200 - g_loss: 2.6197 - d_accuracy: 0.8831 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6942 - g_loss: 2.6579 - d_accuracy: 0.9001Epoch 481: D Accuracy = 0.9308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.6913 - g_loss: 2.6603 - d_accuracy: 0.9012 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7342 - g_loss: 2.6357 - d_accuracy: 0.8840Epoch 482: D Accuracy = 0.9154 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7340 - g_loss: 2.6173 - d_accuracy: 0.8851 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7646 - g_loss: 2.5792 - d_accuracy: 0.8713Epoch 483: D Accuracy = 0.8462 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7706 - g_loss: 2.5404 - d_accuracy: 0.8704 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7129 - g_loss: 2.6087 - d_accuracy: 0.8928Epoch 484: D Accuracy = 0.9231 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7102 - g_loss: 2.6171 - d_accuracy: 0.8939 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6901 - g_loss: 2.5920 - d_accuracy: 0.9021Epoch 485: D Accuracy = 0.9077 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6900 - g_loss: 2.5826 - d_accuracy: 0.9023 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7150 - g_loss: 2.6435 - d_accuracy: 0.8874Epoch 486: D Accuracy = 0.8923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7155 - g_loss: 2.6344 - d_accuracy: 0.8875 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7004 - g_loss: 2.6506 - d_accuracy: 0.8938Epoch 487: D Accuracy = 0.8154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7021 - g_loss: 2.6774 - d_accuracy: 0.8910 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7843 - g_loss: 2.6379 - d_accuracy: 0.8612Epoch 488: D Accuracy = 0.9077 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7810 - g_loss: 2.6307 - d_accuracy: 0.8628 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7110 - g_loss: 2.6671 - d_accuracy: 0.8907Epoch 489: D Accuracy = 0.9000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7070 - g_loss: 2.6924 - d_accuracy: 0.8910 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7163 - g_loss: 2.6349 - d_accuracy: 0.8872Epoch 490: D Accuracy = 0.9000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7149 - g_loss: 2.6257 - d_accuracy: 0.8877 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7607 - g_loss: 2.6267 - d_accuracy: 0.8681Epoch 491: D Accuracy = 0.9154 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7605 - g_loss: 2.6044 - d_accuracy: 0.8698 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7485 - g_loss: 2.6363 - d_accuracy: 0.8722Epoch 492: D Accuracy = 0.7769 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7517 - g_loss: 2.6620 - d_accuracy: 0.8688 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7201 - g_loss: 2.6435 - d_accuracy: 0.8839Epoch 493: D Accuracy = 0.8385 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7196 - g_loss: 2.6641 - d_accuracy: 0.8823 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7472 - g_loss: 2.6315 - d_accuracy: 0.8701Epoch 494: D Accuracy = 0.7923 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7473 - g_loss: 2.6532 - d_accuracy: 0.8673 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7442 - g_loss: 2.6732 - d_accuracy: 0.8769Epoch 495: D Accuracy = 0.9154 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7404 - g_loss: 2.6895 - d_accuracy: 0.8783
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6989 - g_loss: 2.6361 - d_accuracy: 0.8966Epoch 496: D Accuracy = 0.8462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7002 - g_loss: 2.6706 - d_accuracy: 0.8948 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7270 - g_loss: 2.5980 - d_accuracy: 0.8835Epoch 497: D Accuracy = 0.8769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7298 - g_loss: 2.5676 - d_accuracy: 0.8832 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7517 - g_loss: 2.6749 - d_accuracy: 0.8723Epoch 498: D Accuracy = 0.9154 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7477 - g_loss: 2.6996 - d_accuracy: 0.8738 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7120 - g_loss: 2.6446 - d_accuracy: 0.8902Epoch 499: D Accuracy = 0.9308 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7074 - g_loss: 2.6627 - d_accuracy: 0.8917 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6864 - g_loss: 2.6270 - d_accuracy: 0.9047 Class 4 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.9154 27/27 [==============================] - 1s 41ms/step - d_loss: 0.6854 - g_loss: 2.6142 - d_accuracy: 0.9051 Training DCGAN for class 5... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9886 - g_loss: 1.3257 - d_accuracy: 0.7953WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0167s vs `on_train_batch_end` time: 0.0182s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.6631 - g_loss: 2.5077 - d_accuracy: 0.9167 Epoch 1: Generator loss improved from inf to 3.6914. Saving weights. Epoch 1: D Accuracy = 0.9386 27/27 [==============================] - 2s 42ms/step - d_loss: 0.6577 - g_loss: 2.5500 - d_accuracy: 0.9175 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5072 - g_loss: 3.5127 - d_accuracy: 0.9610Epoch 2: D Accuracy = 0.9912 27/27 [==============================] - 1s 34ms/step - d_loss: 0.5040 - g_loss: 3.5252 - d_accuracy: 0.9621 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3921 - g_loss: 4.7968 - d_accuracy: 0.9911Epoch 3: D Accuracy = 0.9912 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3922 - g_loss: 4.8060 - d_accuracy: 0.9911 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3670 - g_loss: 5.6392 - d_accuracy: 0.9981Epoch 4: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3666 - g_loss: 5.6520 - d_accuracy: 0.9982 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8581 - g_loss: 3.3633 - d_accuracy: 0.9027 Epoch 5: Generator loss improved from 3.6914 to 2.1341. Saving weights. Epoch 5: D Accuracy = 0.9386 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8508 - g_loss: 3.3194 - d_accuracy: 0.9040 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7013 - g_loss: 2.9978 - d_accuracy: 0.9038Epoch 6: D Accuracy = 0.9649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.6963 - g_loss: 2.9820 - d_accuracy: 0.9060 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4118 - g_loss: 4.6319 - d_accuracy: 0.9861Epoch 7: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4106 - g_loss: 4.6567 - d_accuracy: 0.9866 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4065 - g_loss: 4.6285 - d_accuracy: 0.9905Epoch 8: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4062 - g_loss: 4.6147 - d_accuracy: 0.9908 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3851 - g_loss: 5.2090 - d_accuracy: 0.9926Epoch 9: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3842 - g_loss: 5.2311 - d_accuracy: 0.9929 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3671 - g_loss: 5.7386 - d_accuracy: 0.9954Epoch 10: D Accuracy = 0.9825 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3676 - g_loss: 5.7518 - d_accuracy: 0.9950 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3615 - g_loss: 5.8603 - d_accuracy: 0.9974Epoch 11: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3613 - g_loss: 5.8770 - d_accuracy: 0.9975 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3519 - g_loss: 6.4077 - d_accuracy: 0.9986Epoch 12: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3520 - g_loss: 6.4077 - d_accuracy: 0.9986 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3485 - g_loss: 6.5160 - d_accuracy: 0.9988Epoch 13: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3486 - g_loss: 6.5292 - d_accuracy: 0.9989 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3476 - g_loss: 6.5029 - d_accuracy: 0.9990Epoch 14: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3475 - g_loss: 6.5161 - d_accuracy: 0.9990 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3445 - g_loss: 6.9864 - d_accuracy: 0.9996Epoch 15: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3444 - g_loss: 7.0085 - d_accuracy: 0.9996 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3424 - g_loss: 7.1864 - d_accuracy: 0.9993Epoch 16: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3425 - g_loss: 7.1935 - d_accuracy: 0.9993 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3405 - g_loss: 6.9835 - d_accuracy: 1.0000Epoch 17: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3405 - g_loss: 6.9952 - d_accuracy: 1.0000 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3393 - g_loss: 7.2772 - d_accuracy: 1.0000Epoch 18: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3393 - g_loss: 7.2733 - d_accuracy: 1.0000 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3384 - g_loss: 7.4001 - d_accuracy: 0.9997Epoch 19: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3384 - g_loss: 7.3945 - d_accuracy: 0.9997 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3375 - g_loss: 7.4580 - d_accuracy: 1.0000Epoch 20: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3374 - g_loss: 7.4492 - d_accuracy: 1.0000 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3380 - g_loss: 7.2690 - d_accuracy: 0.9996Epoch 21: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3378 - g_loss: 7.2849 - d_accuracy: 0.9996 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3358 - g_loss: 7.8178 - d_accuracy: 1.0000Epoch 22: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3358 - g_loss: 7.8349 - d_accuracy: 1.0000 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3356 - g_loss: 7.7378 - d_accuracy: 0.9999Epoch 23: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3355 - g_loss: 7.7468 - d_accuracy: 0.9999 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3349 - g_loss: 7.8087 - d_accuracy: 0.9999Epoch 24: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3349 - g_loss: 7.8056 - d_accuracy: 0.9999 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3339 - g_loss: 8.0168 - d_accuracy: 1.0000Epoch 25: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3339 - g_loss: 8.0223 - d_accuracy: 1.0000 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3335 - g_loss: 8.0411 - d_accuracy: 1.0000Epoch 26: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3335 - g_loss: 7.9908 - d_accuracy: 1.0000 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0436 - g_loss: 6.0542 - d_accuracy: 0.9321 Epoch 27: Generator loss improved from 2.1341 to 1.8138. Saving weights. Epoch 27: D Accuracy = 1.0000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0268 - g_loss: 5.9028 - d_accuracy: 0.9346 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1174 - g_loss: 1.1701 - d_accuracy: 0.7480 Epoch 28: Generator loss improved from 1.8138 to 1.1247. Saving weights. Epoch 28: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1197 - g_loss: 1.1684 - d_accuracy: 0.7470 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0671 - g_loss: 1.1826 - d_accuracy: 0.7894Epoch 29: D Accuracy = 0.7193 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0693 - g_loss: 1.1815 - d_accuracy: 0.7869 Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.1793 - d_accuracy: 0.7688Epoch 30: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0889 - g_loss: 1.1794 - d_accuracy: 0.7705 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1305 - g_loss: 1.1652 - d_accuracy: 0.7398 Epoch 31: Generator loss improved from 1.1247 to 0.8964. Saving weights. Epoch 31: D Accuracy = 0.5789 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1417 - g_loss: 1.1556 - d_accuracy: 0.7340 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1596 - g_loss: 1.1835 - d_accuracy: 0.7129 Epoch 32: Generator loss improved from 0.8964 to 0.8273. Saving weights. Epoch 32: D Accuracy = 0.6228 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1642 - g_loss: 1.1707 - d_accuracy: 0.7097 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1460 - g_loss: 1.1789 - d_accuracy: 0.7189Epoch 33: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1467 - g_loss: 1.1706 - d_accuracy: 0.7189 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1263 - g_loss: 1.2029 - d_accuracy: 0.7318Epoch 34: D Accuracy = 0.7807 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1245 - g_loss: 1.1967 - d_accuracy: 0.7335 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1415 - g_loss: 1.2245 - d_accuracy: 0.7211 Epoch 35: Generator loss improved from 0.8273 to 0.8066. Saving weights. Epoch 35: D Accuracy = 0.6842 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1445 - g_loss: 1.2095 - d_accuracy: 0.7198 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0976 - g_loss: 1.3169 - d_accuracy: 0.7474Epoch 36: D Accuracy = 0.9035 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0903 - g_loss: 1.3155 - d_accuracy: 0.7530 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0166 - g_loss: 1.3313 - d_accuracy: 0.7926Epoch 37: D Accuracy = 0.7632 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0168 - g_loss: 1.3409 - d_accuracy: 0.7915 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0471 - g_loss: 1.4201 - d_accuracy: 0.7723Epoch 38: D Accuracy = 0.9035 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0423 - g_loss: 1.4173 - d_accuracy: 0.7770 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0235 - g_loss: 1.4851 - d_accuracy: 0.7722Epoch 39: D Accuracy = 0.7544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0192 - g_loss: 1.5011 - d_accuracy: 0.7715 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0016 - g_loss: 1.5153 - d_accuracy: 0.7801Epoch 40: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9981 - g_loss: 1.5187 - d_accuracy: 0.7820 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9775 - g_loss: 1.5418 - d_accuracy: 0.7948Epoch 41: D Accuracy = 0.8684 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9770 - g_loss: 1.5274 - d_accuracy: 0.7974 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0242 - g_loss: 1.5621 - d_accuracy: 0.7716Epoch 42: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0225 - g_loss: 1.5492 - d_accuracy: 0.7738 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0689 - g_loss: 1.4443 - d_accuracy: 0.7477Epoch 43: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0673 - g_loss: 1.4381 - d_accuracy: 0.7508 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0751 - g_loss: 1.4603 - d_accuracy: 0.7493Epoch 44: D Accuracy = 0.8246 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0725 - g_loss: 1.4522 - d_accuracy: 0.7520 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0157 - g_loss: 1.4980 - d_accuracy: 0.7760Epoch 45: D Accuracy = 0.7456 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0139 - g_loss: 1.5160 - d_accuracy: 0.7749 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0022 - g_loss: 1.5292 - d_accuracy: 0.7792Epoch 46: D Accuracy = 0.8421 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0006 - g_loss: 1.5181 - d_accuracy: 0.7814 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0089 - g_loss: 1.5192 - d_accuracy: 0.7762Epoch 47: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0095 - g_loss: 1.5012 - d_accuracy: 0.7770 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0311 - g_loss: 1.5548 - d_accuracy: 0.7633Epoch 48: D Accuracy = 0.7368 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0299 - g_loss: 1.5715 - d_accuracy: 0.7623 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0021 - g_loss: 1.5080 - d_accuracy: 0.7813Epoch 49: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0039 - g_loss: 1.4868 - d_accuracy: 0.7819 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0092 - g_loss: 1.5256 - d_accuracy: 0.7801Epoch 50: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0086 - g_loss: 1.5220 - d_accuracy: 0.7808 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0192 - g_loss: 1.5102 - d_accuracy: 0.7791Epoch 51: D Accuracy = 0.7807 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0177 - g_loss: 1.5120 - d_accuracy: 0.7791 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0236 - g_loss: 1.4857 - d_accuracy: 0.7641Epoch 52: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0236 - g_loss: 1.4745 - d_accuracy: 0.7637 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0226 - g_loss: 1.4889 - d_accuracy: 0.7681Epoch 53: D Accuracy = 0.7807 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0213 - g_loss: 1.4971 - d_accuracy: 0.7685 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0545 - g_loss: 1.4883 - d_accuracy: 0.7600Epoch 54: D Accuracy = 0.7982 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0520 - g_loss: 1.4772 - d_accuracy: 0.7614 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0442 - g_loss: 1.4264 - d_accuracy: 0.7668Epoch 55: D Accuracy = 0.8509 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0414 - g_loss: 1.4200 - d_accuracy: 0.7698 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1060 - g_loss: 1.4041 - d_accuracy: 0.7396Epoch 56: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1116 - g_loss: 1.4116 - d_accuracy: 0.7360 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0765 - g_loss: 1.3615 - d_accuracy: 0.7442Epoch 57: D Accuracy = 0.6316 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0792 - g_loss: 1.3730 - d_accuracy: 0.7401 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0623 - g_loss: 1.3832 - d_accuracy: 0.7572Epoch 58: D Accuracy = 0.7719 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0626 - g_loss: 1.3811 - d_accuracy: 0.7577 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.3573 - d_accuracy: 0.7426Epoch 59: D Accuracy = 0.7456 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0817 - g_loss: 1.3399 - d_accuracy: 0.7427 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0934 - g_loss: 1.3818 - d_accuracy: 0.7408Epoch 60: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0944 - g_loss: 1.3733 - d_accuracy: 0.7403 Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0815 - g_loss: 1.3776 - d_accuracy: 0.7486Epoch 61: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0850 - g_loss: 1.3603 - d_accuracy: 0.7466 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3524 - d_accuracy: 0.7393Epoch 62: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0905 - g_loss: 1.3531 - d_accuracy: 0.7402 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0723 - g_loss: 1.3721 - d_accuracy: 0.7446Epoch 63: D Accuracy = 0.7982 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0669 - g_loss: 1.3810 - d_accuracy: 0.7465 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.3551 - d_accuracy: 0.7379Epoch 64: D Accuracy = 0.7719 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0833 - g_loss: 1.3432 - d_accuracy: 0.7392 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0837 - g_loss: 1.3969 - d_accuracy: 0.7356 Epoch 65: Generator loss improved from 0.8066 to 0.6840. Saving weights. Epoch 65: D Accuracy = 0.6140 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0914 - g_loss: 1.3715 - d_accuracy: 0.7312 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0856 - g_loss: 1.4007 - d_accuracy: 0.7387Epoch 66: D Accuracy = 0.7105 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0896 - g_loss: 1.3904 - d_accuracy: 0.7377 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0767 - g_loss: 1.3934 - d_accuracy: 0.7460Epoch 67: D Accuracy = 0.7719 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0739 - g_loss: 1.3905 - d_accuracy: 0.7470 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0600 - g_loss: 1.3735 - d_accuracy: 0.7556Epoch 68: D Accuracy = 0.7719 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0578 - g_loss: 1.3812 - d_accuracy: 0.7562 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0535 - g_loss: 1.4427 - d_accuracy: 0.7604Epoch 69: D Accuracy = 0.7105 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0522 - g_loss: 1.4587 - d_accuracy: 0.7586 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0731 - g_loss: 1.4389 - d_accuracy: 0.7524Epoch 70: D Accuracy = 0.8772 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0673 - g_loss: 1.4375 - d_accuracy: 0.7569 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0750 - g_loss: 1.4171 - d_accuracy: 0.7443Epoch 71: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0760 - g_loss: 1.4138 - d_accuracy: 0.7437 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0499 - g_loss: 1.4107 - d_accuracy: 0.7590Epoch 72: D Accuracy = 0.8246 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0476 - g_loss: 1.4061 - d_accuracy: 0.7613 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0575 - g_loss: 1.4174 - d_accuracy: 0.7598Epoch 73: D Accuracy = 0.6228 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0685 - g_loss: 1.3913 - d_accuracy: 0.7549 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0452 - g_loss: 1.4550 - d_accuracy: 0.7632Epoch 74: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0460 - g_loss: 1.4405 - d_accuracy: 0.7632 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0468 - g_loss: 1.4493 - d_accuracy: 0.7579Epoch 75: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0468 - g_loss: 1.4344 - d_accuracy: 0.7581 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0741 - g_loss: 1.4594 - d_accuracy: 0.7457Epoch 76: D Accuracy = 0.7632 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0754 - g_loss: 1.4509 - d_accuracy: 0.7463 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0282 - g_loss: 1.4781 - d_accuracy: 0.7686Epoch 77: D Accuracy = 0.6930 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0324 - g_loss: 1.4939 - d_accuracy: 0.7659 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0616 - g_loss: 1.4237 - d_accuracy: 0.7625Epoch 78: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0599 - g_loss: 1.4306 - d_accuracy: 0.7613 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0342 - g_loss: 1.4392 - d_accuracy: 0.7742Epoch 79: D Accuracy = 0.8246 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0333 - g_loss: 1.4315 - d_accuracy: 0.7760 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0611 - g_loss: 1.4325 - d_accuracy: 0.7597Epoch 80: D Accuracy = 0.8509 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0554 - g_loss: 1.4274 - d_accuracy: 0.7629 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0579 - g_loss: 1.4296 - d_accuracy: 0.7593Epoch 81: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0625 - g_loss: 1.4061 - d_accuracy: 0.7582 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0820 - g_loss: 1.4615 - d_accuracy: 0.7423Epoch 82: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0877 - g_loss: 1.4771 - d_accuracy: 0.7396 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0711 - g_loss: 1.4438 - d_accuracy: 0.7453 Epoch 83: Generator loss improved from 0.6840 to 0.6316. Saving weights. Epoch 83: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0803 - g_loss: 1.4148 - d_accuracy: 0.7425 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0683 - g_loss: 1.4297 - d_accuracy: 0.7502Epoch 84: D Accuracy = 0.7982 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0657 - g_loss: 1.4317 - d_accuracy: 0.7519 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0947 - g_loss: 1.4143 - d_accuracy: 0.7406Epoch 85: D Accuracy = 0.7895 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0920 - g_loss: 1.4135 - d_accuracy: 0.7424 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1170 - g_loss: 1.4149 - d_accuracy: 0.7195Epoch 86: D Accuracy = 0.7281 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1177 - g_loss: 1.4032 - d_accuracy: 0.7198 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0698 - g_loss: 1.3690 - d_accuracy: 0.7552Epoch 87: D Accuracy = 0.7807 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0670 - g_loss: 1.3709 - d_accuracy: 0.7561 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0945 - g_loss: 1.3881 - d_accuracy: 0.7368Epoch 88: D Accuracy = 0.8509 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0889 - g_loss: 1.3861 - d_accuracy: 0.7409 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0878 - g_loss: 1.4011 - d_accuracy: 0.7411Epoch 89: D Accuracy = 0.6316 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0927 - g_loss: 1.4416 - d_accuracy: 0.7372 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1100 - g_loss: 1.4065 - d_accuracy: 0.7264Epoch 90: D Accuracy = 0.5351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1212 - g_loss: 1.4494 - d_accuracy: 0.7196 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0794 - g_loss: 1.3668 - d_accuracy: 0.7448Epoch 91: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0755 - g_loss: 1.3675 - d_accuracy: 0.7473 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0871 - g_loss: 1.3749 - d_accuracy: 0.7502Epoch 92: D Accuracy = 0.6842 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0924 - g_loss: 1.3540 - d_accuracy: 0.7478
Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1135 - g_loss: 1.4305 - d_accuracy: 0.7247Epoch 93: D Accuracy = 0.6842 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1129 - g_loss: 1.4513 - d_accuracy: 0.7233 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0804 - g_loss: 1.3558 - d_accuracy: 0.7457Epoch 94: D Accuracy = 0.8246 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0761 - g_loss: 1.3547 - d_accuracy: 0.7485 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0729 - g_loss: 1.3923 - d_accuracy: 0.7406Epoch 95: D Accuracy = 0.7456 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0718 - g_loss: 1.4019 - d_accuracy: 0.7408 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0902 - g_loss: 1.3953 - d_accuracy: 0.7402Epoch 96: D Accuracy = 0.6579 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0914 - g_loss: 1.4083 - d_accuracy: 0.7373 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0742 - g_loss: 1.3198 - d_accuracy: 0.7475Epoch 97: D Accuracy = 0.7807 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0725 - g_loss: 1.3196 - d_accuracy: 0.7487 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1085 - g_loss: 1.4323 - d_accuracy: 0.7333Epoch 98: D Accuracy = 0.8070 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1055 - g_loss: 1.4232 - d_accuracy: 0.7359 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0711 - g_loss: 1.3675 - d_accuracy: 0.7539Epoch 99: D Accuracy = 0.7368 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0717 - g_loss: 1.3669 - d_accuracy: 0.7532 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0955 - g_loss: 1.4060 - d_accuracy: 0.7366 Class 5 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.8246 27/27 [==============================] - 1s 40ms/step - d_loss: 1.0882 - g_loss: 1.4232 - d_accuracy: 0.7397 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0940 - g_loss: 1.3644 - d_accuracy: 0.7296Epoch 101: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0949 - g_loss: 1.3769 - d_accuracy: 0.7273 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0807 - g_loss: 1.3484 - d_accuracy: 0.7466 Epoch 102: Generator loss improved from 0.6316 to 0.6179. Saving weights. Epoch 102: D Accuracy = 0.5789 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0942 - g_loss: 1.3223 - d_accuracy: 0.7406 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0905 - g_loss: 1.3941 - d_accuracy: 0.7361Epoch 103: D Accuracy = 0.7368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0892 - g_loss: 1.3903 - d_accuracy: 0.7361 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1096 - g_loss: 1.3906 - d_accuracy: 0.7315Epoch 104: D Accuracy = 0.6491 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1120 - g_loss: 1.4057 - d_accuracy: 0.7286 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0884 - g_loss: 1.3803 - d_accuracy: 0.7359Epoch 105: D Accuracy = 0.8070 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0854 - g_loss: 1.3757 - d_accuracy: 0.7384 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0638 - g_loss: 1.4366 - d_accuracy: 0.7561Epoch 106: D Accuracy = 0.7807 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0594 - g_loss: 1.4484 - d_accuracy: 0.7569 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0647 - g_loss: 1.3840 - d_accuracy: 0.7554Epoch 107: D Accuracy = 0.7632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0614 - g_loss: 1.3930 - d_accuracy: 0.7557 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0736 - g_loss: 1.4128 - d_accuracy: 0.7471Epoch 108: D Accuracy = 0.6404 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0776 - g_loss: 1.4540 - d_accuracy: 0.7433 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1335 - g_loss: 1.3715 - d_accuracy: 0.7182Epoch 109: D Accuracy = 0.6228 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1367 - g_loss: 1.3627 - d_accuracy: 0.7148 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0863 - g_loss: 1.3952 - d_accuracy: 0.7480Epoch 110: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0834 - g_loss: 1.4015 - d_accuracy: 0.7504 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0841 - g_loss: 1.3529 - d_accuracy: 0.7482Epoch 111: D Accuracy = 0.6579 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0900 - g_loss: 1.3540 - d_accuracy: 0.7450 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0523 - g_loss: 1.3878 - d_accuracy: 0.7603Epoch 112: D Accuracy = 0.6930 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0574 - g_loss: 1.3756 - d_accuracy: 0.7579 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1203 - g_loss: 1.3893 - d_accuracy: 0.7292Epoch 113: D Accuracy = 0.8947 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1129 - g_loss: 1.3790 - d_accuracy: 0.7351 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0768 - g_loss: 1.3773 - d_accuracy: 0.7492Epoch 114: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0771 - g_loss: 1.3758 - d_accuracy: 0.7472 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0897 - g_loss: 1.4065 - d_accuracy: 0.7345Epoch 115: D Accuracy = 0.6316 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0929 - g_loss: 1.4360 - d_accuracy: 0.7308 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0571 - g_loss: 1.3760 - d_accuracy: 0.7540Epoch 116: D Accuracy = 0.7982 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0530 - g_loss: 1.3825 - d_accuracy: 0.7555 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0963 - g_loss: 1.4132 - d_accuracy: 0.7369Epoch 117: D Accuracy = 0.7544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0944 - g_loss: 1.4107 - d_accuracy: 0.7375 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0697 - g_loss: 1.3915 - d_accuracy: 0.7489Epoch 118: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0731 - g_loss: 1.3724 - d_accuracy: 0.7491 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0798 - g_loss: 1.4115 - d_accuracy: 0.7419Epoch 119: D Accuracy = 0.8509 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0734 - g_loss: 1.4093 - d_accuracy: 0.7458 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0951 - g_loss: 1.4204 - d_accuracy: 0.7334Epoch 120: D Accuracy = 0.6053 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1043 - g_loss: 1.4003 - d_accuracy: 0.7288 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1067 - g_loss: 1.3941 - d_accuracy: 0.7347Epoch 121: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1067 - g_loss: 1.3776 - d_accuracy: 0.7354 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0762 - g_loss: 1.4033 - d_accuracy: 0.7398Epoch 122: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0783 - g_loss: 1.4138 - d_accuracy: 0.7378 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0643 - g_loss: 1.3738 - d_accuracy: 0.7518Epoch 123: D Accuracy = 0.6930 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0680 - g_loss: 1.3586 - d_accuracy: 0.7497 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0476 - g_loss: 1.3982 - d_accuracy: 0.7623Epoch 124: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0484 - g_loss: 1.3921 - d_accuracy: 0.7608 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0823 - g_loss: 1.4290 - d_accuracy: 0.7373Epoch 125: D Accuracy = 0.8772 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0770 - g_loss: 1.4182 - d_accuracy: 0.7423 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0930 - g_loss: 1.4047 - d_accuracy: 0.7343Epoch 126: D Accuracy = 0.6930 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0932 - g_loss: 1.4146 - d_accuracy: 0.7328 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0504 - g_loss: 1.3910 - d_accuracy: 0.7606Epoch 127: D Accuracy = 0.9123 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0429 - g_loss: 1.3895 - d_accuracy: 0.7661 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0926 - g_loss: 1.4129 - d_accuracy: 0.7451Epoch 128: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0942 - g_loss: 1.3961 - d_accuracy: 0.7454 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0863 - g_loss: 1.3964 - d_accuracy: 0.7436Epoch 129: D Accuracy = 0.8860 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0789 - g_loss: 1.3964 - d_accuracy: 0.7487 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1031 - g_loss: 1.3939 - d_accuracy: 0.7329Epoch 130: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1041 - g_loss: 1.4049 - d_accuracy: 0.7305 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0549 - g_loss: 1.3993 - d_accuracy: 0.7538Epoch 131: D Accuracy = 0.7895 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0516 - g_loss: 1.3992 - d_accuracy: 0.7551 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1003 - g_loss: 1.3771 - d_accuracy: 0.7366Epoch 132: D Accuracy = 0.7632 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1036 - g_loss: 1.3577 - d_accuracy: 0.7375 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0554 - g_loss: 1.4210 - d_accuracy: 0.7586Epoch 133: D Accuracy = 0.8421 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0515 - g_loss: 1.4167 - d_accuracy: 0.7616 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0450 - g_loss: 1.4165 - d_accuracy: 0.7563Epoch 134: D Accuracy = 0.7456 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0446 - g_loss: 1.4326 - d_accuracy: 0.7560 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0482 - g_loss: 1.3858 - d_accuracy: 0.7637Epoch 135: D Accuracy = 0.8421 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0446 - g_loss: 1.3811 - d_accuracy: 0.7665 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0498 - g_loss: 1.4544 - d_accuracy: 0.7572Epoch 136: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0466 - g_loss: 1.4622 - d_accuracy: 0.7593 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0946 - g_loss: 1.4683 - d_accuracy: 0.7348Epoch 137: D Accuracy = 0.8596 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0906 - g_loss: 1.4537 - d_accuracy: 0.7393 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0831 - g_loss: 1.4255 - d_accuracy: 0.7368Epoch 138: D Accuracy = 0.7105 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0868 - g_loss: 1.4128 - d_accuracy: 0.7359 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0735 - g_loss: 1.4356 - d_accuracy: 0.7543Epoch 139: D Accuracy = 0.7281 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0773 - g_loss: 1.4163 - d_accuracy: 0.7533 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0552 - g_loss: 1.4229 - d_accuracy: 0.7583Epoch 140: D Accuracy = 0.7281 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0582 - g_loss: 1.4023 - d_accuracy: 0.7572 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.4351 - d_accuracy: 0.7680Epoch 141: D Accuracy = 0.8684 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0346 - g_loss: 1.4374 - d_accuracy: 0.7716 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0944 - g_loss: 1.4178 - d_accuracy: 0.7334Epoch 142: D Accuracy = 0.7193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0954 - g_loss: 1.4239 - d_accuracy: 0.7329 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0552 - g_loss: 1.4054 - d_accuracy: 0.7530Epoch 143: D Accuracy = 0.7807 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0540 - g_loss: 1.3964 - d_accuracy: 0.7540 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0465 - g_loss: 1.4385 - d_accuracy: 0.7617Epoch 144: D Accuracy = 0.7456 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0493 - g_loss: 1.4310 - d_accuracy: 0.7611 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0801 - g_loss: 1.4507 - d_accuracy: 0.7400Epoch 145: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0802 - g_loss: 1.4666 - d_accuracy: 0.7374 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0512 - g_loss: 1.4257 - d_accuracy: 0.7620Epoch 146: D Accuracy = 0.7895 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0514 - g_loss: 1.4112 - d_accuracy: 0.7630 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0582 - g_loss: 1.4297 - d_accuracy: 0.7538Epoch 147: D Accuracy = 0.8596 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0521 - g_loss: 1.4315 - d_accuracy: 0.7576 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0662 - g_loss: 1.3991 - d_accuracy: 0.7564Epoch 148: D Accuracy = 0.7193 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0728 - g_loss: 1.3780 - d_accuracy: 0.7551 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0715 - g_loss: 1.4598 - d_accuracy: 0.7498Epoch 149: D Accuracy = 0.8070 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0674 - g_loss: 1.4639 - d_accuracy: 0.7518 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0563 - g_loss: 1.4361 - d_accuracy: 0.7577Epoch 150: D Accuracy = 0.7982 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0542 - g_loss: 1.4252 - d_accuracy: 0.7592 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0107 - g_loss: 1.4723 - d_accuracy: 0.7762Epoch 151: D Accuracy = 0.7895 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0112 - g_loss: 1.4756 - d_accuracy: 0.7767 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0486 - g_loss: 1.4750 - d_accuracy: 0.7553Epoch 152: D Accuracy = 0.7368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0470 - g_loss: 1.4858 - d_accuracy: 0.7546 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0537 - g_loss: 1.4292 - d_accuracy: 0.7554Epoch 153: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0504 - g_loss: 1.4247 - d_accuracy: 0.7582 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0713 - g_loss: 1.4680 - d_accuracy: 0.7489Epoch 154: D Accuracy = 0.7982 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0669 - g_loss: 1.4721 - d_accuracy: 0.7507 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0608 - g_loss: 1.4563 - d_accuracy: 0.7418Epoch 155: D Accuracy = 0.7368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0567 - g_loss: 1.4674 - d_accuracy: 0.7417 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0594 - g_loss: 1.4595 - d_accuracy: 0.7535Epoch 156: D Accuracy = 0.6842 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0611 - g_loss: 1.4719 - d_accuracy: 0.7510 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0653 - g_loss: 1.4751 - d_accuracy: 0.7538Epoch 157: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0643 - g_loss: 1.4721 - d_accuracy: 0.7541 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0440 - g_loss: 1.4241 - d_accuracy: 0.7672Epoch 158: D Accuracy = 0.7456 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0472 - g_loss: 1.4049 - d_accuracy: 0.7664 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0845 - g_loss: 1.4897 - d_accuracy: 0.7401Epoch 159: D Accuracy = 0.6754 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0854 - g_loss: 1.5094 - d_accuracy: 0.7378 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0595 - g_loss: 1.4408 - d_accuracy: 0.7587Epoch 160: D Accuracy = 0.7193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0600 - g_loss: 1.4461 - d_accuracy: 0.7573 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1036 - g_loss: 1.4552 - d_accuracy: 0.7398Epoch 161: D Accuracy = 0.8421 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0982 - g_loss: 1.4505 - d_accuracy: 0.7435 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0677 - g_loss: 1.4535 - d_accuracy: 0.7427Epoch 162: D Accuracy = 0.7456 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0676 - g_loss: 1.4638 - d_accuracy: 0.7429 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0755 - g_loss: 1.4111 - d_accuracy: 0.7434Epoch 163: D Accuracy = 0.7018 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0799 - g_loss: 1.3950 - d_accuracy: 0.7420
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0375 - g_loss: 1.4327 - d_accuracy: 0.7660Epoch 164: D Accuracy = 0.6930 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0399 - g_loss: 1.4540 - d_accuracy: 0.7634 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0394 - g_loss: 1.4561 - d_accuracy: 0.7664Epoch 165: D Accuracy = 0.7368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0422 - g_loss: 1.4431 - d_accuracy: 0.7654 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0500 - g_loss: 1.4688 - d_accuracy: 0.7580Epoch 166: D Accuracy = 0.7368 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0502 - g_loss: 1.4698 - d_accuracy: 0.7573 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0558 - g_loss: 1.4926 - d_accuracy: 0.7513Epoch 167: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0601 - g_loss: 1.5181 - d_accuracy: 0.7482 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0374 - g_loss: 1.4552 - d_accuracy: 0.7622Epoch 168: D Accuracy = 0.7719 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0392 - g_loss: 1.4398 - d_accuracy: 0.7626 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0295 - g_loss: 1.4805 - d_accuracy: 0.7693Epoch 169: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0289 - g_loss: 1.4917 - d_accuracy: 0.7675 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.4547 - d_accuracy: 0.7593Epoch 170: D Accuracy = 0.7982 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0343 - g_loss: 1.4576 - d_accuracy: 0.7607 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0665 - g_loss: 1.4930 - d_accuracy: 0.7490Epoch 171: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0631 - g_loss: 1.4770 - d_accuracy: 0.7514 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0457 - g_loss: 1.5007 - d_accuracy: 0.7577Epoch 172: D Accuracy = 0.5789 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0582 - g_loss: 1.5220 - d_accuracy: 0.7513 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0472 - g_loss: 1.5053 - d_accuracy: 0.7579Epoch 173: D Accuracy = 0.6053 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0528 - g_loss: 1.5368 - d_accuracy: 0.7525 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0129 - g_loss: 1.4672 - d_accuracy: 0.7750Epoch 174: D Accuracy = 0.7368 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0152 - g_loss: 1.4531 - d_accuracy: 0.7736 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0930 - g_loss: 1.5487 - d_accuracy: 0.7385Epoch 175: D Accuracy = 0.6491 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0998 - g_loss: 1.5327 - d_accuracy: 0.7353 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0333 - g_loss: 1.5012 - d_accuracy: 0.7671Epoch 176: D Accuracy = 0.8246 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0292 - g_loss: 1.5043 - d_accuracy: 0.7691 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0441 - g_loss: 1.4826 - d_accuracy: 0.7612Epoch 177: D Accuracy = 0.8070 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0415 - g_loss: 1.4779 - d_accuracy: 0.7629 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0278 - g_loss: 1.4864 - d_accuracy: 0.7628Epoch 178: D Accuracy = 0.8070 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0259 - g_loss: 1.4858 - d_accuracy: 0.7644 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0256 - g_loss: 1.5362 - d_accuracy: 0.7663Epoch 179: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0249 - g_loss: 1.5193 - d_accuracy: 0.7681 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0066 - g_loss: 1.5447 - d_accuracy: 0.7836Epoch 180: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0056 - g_loss: 1.5328 - d_accuracy: 0.7854 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0529 - g_loss: 1.5861 - d_accuracy: 0.7531Epoch 181: D Accuracy = 0.5877 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0609 - g_loss: 1.6276 - d_accuracy: 0.7472 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0193 - g_loss: 1.5074 - d_accuracy: 0.7729Epoch 182: D Accuracy = 0.7632 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0210 - g_loss: 1.5206 - d_accuracy: 0.7726 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9966 - g_loss: 1.5221 - d_accuracy: 0.7844Epoch 183: D Accuracy = 0.7105 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0026 - g_loss: 1.5275 - d_accuracy: 0.7818 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0196 - g_loss: 1.4921 - d_accuracy: 0.7747Epoch 184: D Accuracy = 0.7281 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0209 - g_loss: 1.5069 - d_accuracy: 0.7730 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0369 - g_loss: 1.5024 - d_accuracy: 0.7567Epoch 185: D Accuracy = 0.7632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0401 - g_loss: 1.4866 - d_accuracy: 0.7569 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0556 - g_loss: 1.5967 - d_accuracy: 0.7521Epoch 186: D Accuracy = 0.6930 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0575 - g_loss: 1.6046 - d_accuracy: 0.7500 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0124 - g_loss: 1.5070 - d_accuracy: 0.7791Epoch 187: D Accuracy = 0.8596 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0080 - g_loss: 1.5115 - d_accuracy: 0.7820 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0439 - g_loss: 1.5459 - d_accuracy: 0.7535Epoch 188: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0425 - g_loss: 1.5321 - d_accuracy: 0.7539 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0342 - g_loss: 1.4910 - d_accuracy: 0.7648Epoch 189: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0400 - g_loss: 1.4703 - d_accuracy: 0.7644 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0420 - g_loss: 1.5766 - d_accuracy: 0.7514Epoch 190: D Accuracy = 0.7807 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0345 - g_loss: 1.5996 - d_accuracy: 0.7525 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0234 - g_loss: 1.5296 - d_accuracy: 0.7666Epoch 191: D Accuracy = 0.8421 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0176 - g_loss: 1.5417 - d_accuracy: 0.7693 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0503 - g_loss: 1.5334 - d_accuracy: 0.7539Epoch 192: D Accuracy = 0.5965 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0651 - g_loss: 1.5728 - d_accuracy: 0.7482 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0288 - g_loss: 1.4867 - d_accuracy: 0.7680Epoch 193: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0297 - g_loss: 1.4819 - d_accuracy: 0.7657 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0531 - g_loss: 1.5153 - d_accuracy: 0.7538Epoch 194: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0489 - g_loss: 1.5270 - d_accuracy: 0.7554 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0284 - g_loss: 1.5566 - d_accuracy: 0.7670Epoch 195: D Accuracy = 0.7719 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0272 - g_loss: 1.5568 - d_accuracy: 0.7672
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0082 - g_loss: 1.5265 - d_accuracy: 0.7773Epoch 196: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0033 - g_loss: 1.5340 - d_accuracy: 0.7787 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0048 - g_loss: 1.5897 - d_accuracy: 0.7731Epoch 197: D Accuracy = 0.7018 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0066 - g_loss: 1.6131 - d_accuracy: 0.7705 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0766 - g_loss: 1.5566 - d_accuracy: 0.7449Epoch 198: D Accuracy = 0.8421 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0699 - g_loss: 1.5620 - d_accuracy: 0.7483 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9971 - g_loss: 1.5825 - d_accuracy: 0.7791Epoch 199: D Accuracy = 0.8596 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9934 - g_loss: 1.5788 - d_accuracy: 0.7820 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0295 - g_loss: 1.5549 - d_accuracy: 0.7617 Class 5 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.8860 27/27 [==============================] - 1s 40ms/step - d_loss: 1.0220 - g_loss: 1.5548 - d_accuracy: 0.7661 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0335 - g_loss: 1.5395 - d_accuracy: 0.7606Epoch 201: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0348 - g_loss: 1.5462 - d_accuracy: 0.7595 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9819 - g_loss: 1.5667 - d_accuracy: 0.7921Epoch 202: D Accuracy = 0.7895 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9838 - g_loss: 1.5658 - d_accuracy: 0.7920 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0257 - g_loss: 1.5249 - d_accuracy: 0.7700Epoch 203: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0311 - g_loss: 1.5026 - d_accuracy: 0.7685 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0319 - g_loss: 1.5711 - d_accuracy: 0.7614Epoch 204: D Accuracy = 0.7018 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0331 - g_loss: 1.5847 - d_accuracy: 0.7592 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0145 - g_loss: 1.5607 - d_accuracy: 0.7675Epoch 205: D Accuracy = 0.7368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0130 - g_loss: 1.5731 - d_accuracy: 0.7664 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0781 - g_loss: 1.5379 - d_accuracy: 0.7460Epoch 206: D Accuracy = 0.7368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0758 - g_loss: 1.5430 - d_accuracy: 0.7457 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0086 - g_loss: 1.5644 - d_accuracy: 0.7750Epoch 207: D Accuracy = 0.6316 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0150 - g_loss: 1.5795 - d_accuracy: 0.7699 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0457 - g_loss: 1.5500 - d_accuracy: 0.7590Epoch 208: D Accuracy = 0.7105 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0502 - g_loss: 1.5267 - d_accuracy: 0.7572 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0169 - g_loss: 1.5470 - d_accuracy: 0.7732Epoch 209: D Accuracy = 0.7895 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0190 - g_loss: 1.5330 - d_accuracy: 0.7737 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0069 - g_loss: 1.5966 - d_accuracy: 0.7672Epoch 210: D Accuracy = 0.7193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0050 - g_loss: 1.6283 - d_accuracy: 0.7655 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0282 - g_loss: 1.5965 - d_accuracy: 0.7715Epoch 211: D Accuracy = 0.6930 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0316 - g_loss: 1.5834 - d_accuracy: 0.7687 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0074 - g_loss: 1.5756 - d_accuracy: 0.7779Epoch 212: D Accuracy = 0.7368 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0089 - g_loss: 1.5867 - d_accuracy: 0.7764 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9618 - g_loss: 1.5814 - d_accuracy: 0.8017Epoch 213: D Accuracy = 0.8421 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9587 - g_loss: 1.5793 - d_accuracy: 0.8032 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0777 - g_loss: 1.5748 - d_accuracy: 0.7427 Epoch 214: Generator loss improved from 0.6179 to 0.6163. Saving weights. Epoch 214: D Accuracy = 0.6228 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0893 - g_loss: 1.5406 - d_accuracy: 0.7384 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0115 - g_loss: 1.5896 - d_accuracy: 0.7726Epoch 215: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0109 - g_loss: 1.6131 - d_accuracy: 0.7723 Epoch 216/500 26/27 [===========================>..] - ETA: 0s - d_loss: 0.9782 - g_loss: 1.6043 - d_accuracy: 0.7862Epoch 216: D Accuracy = 0.9386 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9605 - g_loss: 1.6240 - d_accuracy: 0.7971 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0004 - g_loss: 1.5810 - d_accuracy: 0.7790Epoch 217: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0027 - g_loss: 1.5864 - d_accuracy: 0.7772 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0130 - g_loss: 1.5785 - d_accuracy: 0.7756Epoch 218: D Accuracy = 0.7368 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0172 - g_loss: 1.5703 - d_accuracy: 0.7742 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9980 - g_loss: 1.5798 - d_accuracy: 0.7766Epoch 219: D Accuracy = 0.7368 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0043 - g_loss: 1.5538 - d_accuracy: 0.7751 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0045 - g_loss: 1.6324 - d_accuracy: 0.7771Epoch 220: D Accuracy = 0.9123 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9988 - g_loss: 1.6277 - d_accuracy: 0.7820 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0321 - g_loss: 1.5991 - d_accuracy: 0.7606Epoch 221: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0260 - g_loss: 1.6083 - d_accuracy: 0.7632 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0348 - g_loss: 1.5903 - d_accuracy: 0.7644Epoch 222: D Accuracy = 0.6316 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0408 - g_loss: 1.6126 - d_accuracy: 0.7597 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0156 - g_loss: 1.5636 - d_accuracy: 0.7663Epoch 223: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0160 - g_loss: 1.5615 - d_accuracy: 0.7661 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0211 - g_loss: 1.5987 - d_accuracy: 0.7607Epoch 224: D Accuracy = 0.7807 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0221 - g_loss: 1.5887 - d_accuracy: 0.7614 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0346 - g_loss: 1.5842 - d_accuracy: 0.7638Epoch 225: D Accuracy = 0.8070 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0338 - g_loss: 1.5684 - d_accuracy: 0.7654 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0098 - g_loss: 1.6019 - d_accuracy: 0.7733Epoch 226: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0069 - g_loss: 1.5998 - d_accuracy: 0.7742 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9721 - g_loss: 1.5816 - d_accuracy: 0.7888Epoch 227: D Accuracy = 0.8246 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9716 - g_loss: 1.5758 - d_accuracy: 0.7901 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0014 - g_loss: 1.5999 - d_accuracy: 0.7761Epoch 228: D Accuracy = 0.8070 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0025 - g_loss: 1.5826 - d_accuracy: 0.7772 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0134 - g_loss: 1.6087 - d_accuracy: 0.7676Epoch 229: D Accuracy = 0.8158 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0116 - g_loss: 1.6022 - d_accuracy: 0.7693 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0393 - g_loss: 1.5922 - d_accuracy: 0.7634Epoch 230: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0377 - g_loss: 1.6035 - d_accuracy: 0.7646 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0512 - g_loss: 1.6418 - d_accuracy: 0.7571Epoch 231: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0471 - g_loss: 1.6706 - d_accuracy: 0.7574 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9920 - g_loss: 1.5779 - d_accuracy: 0.7769Epoch 232: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9943 - g_loss: 1.5589 - d_accuracy: 0.7761 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9819 - g_loss: 1.6424 - d_accuracy: 0.7899Epoch 233: D Accuracy = 0.7719 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9814 - g_loss: 1.6593 - d_accuracy: 0.7892 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0635 - g_loss: 1.6059 - d_accuracy: 0.7547Epoch 234: D Accuracy = 0.8070 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0572 - g_loss: 1.6124 - d_accuracy: 0.7566 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9750 - g_loss: 1.6337 - d_accuracy: 0.7884Epoch 235: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9720 - g_loss: 1.6496 - d_accuracy: 0.7900 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9958 - g_loss: 1.6390 - d_accuracy: 0.7719Epoch 236: D Accuracy = 0.6228 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0004 - g_loss: 1.6760 - d_accuracy: 0.7666 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0162 - g_loss: 1.5899 - d_accuracy: 0.7720Epoch 237: D Accuracy = 0.7982 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0176 - g_loss: 1.5725 - d_accuracy: 0.7730 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9989 - g_loss: 1.6585 - d_accuracy: 0.7784Epoch 238: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9920 - g_loss: 1.6788 - d_accuracy: 0.7804 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9806 - g_loss: 1.6231 - d_accuracy: 0.7857Epoch 239: D Accuracy = 0.6053 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9899 - g_loss: 1.6301 - d_accuracy: 0.7793 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0302 - g_loss: 1.6202 - d_accuracy: 0.7579Epoch 240: D Accuracy = 0.7807 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0252 - g_loss: 1.6361 - d_accuracy: 0.7587 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9816 - g_loss: 1.6035 - d_accuracy: 0.7829Epoch 241: D Accuracy = 0.8772 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9773 - g_loss: 1.5989 - d_accuracy: 0.7863 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0130 - g_loss: 1.6491 - d_accuracy: 0.7691Epoch 242: D Accuracy = 0.7982 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0102 - g_loss: 1.6592 - d_accuracy: 0.7702 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0169 - g_loss: 1.6545 - d_accuracy: 0.7681Epoch 243: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0126 - g_loss: 1.6641 - d_accuracy: 0.7692 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9924 - g_loss: 1.6160 - d_accuracy: 0.7816Epoch 244: D Accuracy = 0.7632 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9943 - g_loss: 1.5968 - d_accuracy: 0.7809 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9788 - g_loss: 1.6293 - d_accuracy: 0.7836Epoch 245: D Accuracy = 0.7982 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9780 - g_loss: 1.6191 - d_accuracy: 0.7841 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9781 - g_loss: 1.6788 - d_accuracy: 0.7842Epoch 246: D Accuracy = 0.7719 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9791 - g_loss: 1.6963 - d_accuracy: 0.7838 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9531 - g_loss: 1.6328 - d_accuracy: 0.8056Epoch 247: D Accuracy = 0.8947 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9473 - g_loss: 1.6397 - d_accuracy: 0.8087 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9920 - g_loss: 1.6581 - d_accuracy: 0.7842Epoch 248: D Accuracy = 0.8070 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9945 - g_loss: 1.6406 - d_accuracy: 0.7850 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9848 - g_loss: 1.7024 - d_accuracy: 0.7795Epoch 249: D Accuracy = 0.6491 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9941 - g_loss: 1.7145 - d_accuracy: 0.7749 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9941 - g_loss: 1.6430 - d_accuracy: 0.7784Epoch 250: D Accuracy = 0.6930 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0083 - g_loss: 1.6084 - d_accuracy: 0.7754 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0256 - g_loss: 1.6658 - d_accuracy: 0.7652Epoch 251: D Accuracy = 0.7807 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0258 - g_loss: 1.6504 - d_accuracy: 0.7657 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9675 - g_loss: 1.7015 - d_accuracy: 0.7934Epoch 252: D Accuracy = 0.8246 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9694 - g_loss: 1.6799 - d_accuracy: 0.7945 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9581 - g_loss: 1.6732 - d_accuracy: 0.7963Epoch 253: D Accuracy = 0.7456 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9592 - g_loss: 1.6817 - d_accuracy: 0.7945 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9946 - g_loss: 1.6759 - d_accuracy: 0.7806Epoch 254: D Accuracy = 0.8070 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9973 - g_loss: 1.6524 - d_accuracy: 0.7816 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9700 - g_loss: 1.6768 - d_accuracy: 0.7888Epoch 255: D Accuracy = 0.7281 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9740 - g_loss: 1.6511 - d_accuracy: 0.7867 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0000 - g_loss: 1.6811 - d_accuracy: 0.7733Epoch 256: D Accuracy = 0.8246 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9963 - g_loss: 1.6750 - d_accuracy: 0.7751 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9987 - g_loss: 1.6825 - d_accuracy: 0.7788Epoch 257: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9983 - g_loss: 1.6945 - d_accuracy: 0.7770 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9744 - g_loss: 1.6380 - d_accuracy: 0.7884Epoch 258: D Accuracy = 0.7719 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9740 - g_loss: 1.6362 - d_accuracy: 0.7878 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9480 - g_loss: 1.6919 - d_accuracy: 0.8031Epoch 259: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9490 - g_loss: 1.6881 - d_accuracy: 0.8014 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9851 - g_loss: 1.7156 - d_accuracy: 0.7807Epoch 260: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9906 - g_loss: 1.6947 - d_accuracy: 0.7801 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0202 - g_loss: 1.6811 - d_accuracy: 0.7691Epoch 261: D Accuracy = 0.7544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0197 - g_loss: 1.6826 - d_accuracy: 0.7686 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9472 - g_loss: 1.6779 - d_accuracy: 0.8034Epoch 262: D Accuracy = 0.8860 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9433 - g_loss: 1.6796 - d_accuracy: 0.8063 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9987 - g_loss: 1.6482 - d_accuracy: 0.7768Epoch 263: D Accuracy = 0.8421 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9957 - g_loss: 1.6355 - d_accuracy: 0.7792
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9863 - g_loss: 1.6759 - d_accuracy: 0.7795Epoch 264: D Accuracy = 0.7895 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9891 - g_loss: 1.6535 - d_accuracy: 0.7799 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0095 - g_loss: 1.6995 - d_accuracy: 0.7681Epoch 265: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0205 - g_loss: 1.6718 - d_accuracy: 0.7639 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9534 - g_loss: 1.7431 - d_accuracy: 0.7914Epoch 266: D Accuracy = 0.5702 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9654 - g_loss: 1.7876 - d_accuracy: 0.7835 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0003 - g_loss: 1.6818 - d_accuracy: 0.7791Epoch 267: D Accuracy = 0.7895 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9989 - g_loss: 1.6760 - d_accuracy: 0.7795 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9552 - g_loss: 1.6911 - d_accuracy: 0.8012Epoch 268: D Accuracy = 0.8421 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9551 - g_loss: 1.6813 - d_accuracy: 0.8026 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9891 - g_loss: 1.7062 - d_accuracy: 0.7833Epoch 269: D Accuracy = 0.7807 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9890 - g_loss: 1.7169 - d_accuracy: 0.7832 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9541 - g_loss: 1.7203 - d_accuracy: 0.7978Epoch 270: D Accuracy = 0.7895 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9544 - g_loss: 1.7224 - d_accuracy: 0.7975 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9713 - g_loss: 1.7082 - d_accuracy: 0.7886Epoch 271: D Accuracy = 0.7368 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9716 - g_loss: 1.7121 - d_accuracy: 0.7867 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9583 - g_loss: 1.7154 - d_accuracy: 0.7894Epoch 272: D Accuracy = 0.8333 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9562 - g_loss: 1.7082 - d_accuracy: 0.7910 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9743 - g_loss: 1.7000 - d_accuracy: 0.7894Epoch 273: D Accuracy = 0.8070 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9743 - g_loss: 1.6820 - d_accuracy: 0.7901 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9997 - g_loss: 1.7076 - d_accuracy: 0.7738Epoch 274: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0011 - g_loss: 1.6981 - d_accuracy: 0.7709 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9682 - g_loss: 1.7217 - d_accuracy: 0.7895Epoch 275: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9711 - g_loss: 1.7217 - d_accuracy: 0.7870 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9929 - g_loss: 1.6776 - d_accuracy: 0.7788Epoch 276: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9929 - g_loss: 1.6655 - d_accuracy: 0.7779 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9739 - g_loss: 1.7083 - d_accuracy: 0.7863Epoch 277: D Accuracy = 0.7807 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9716 - g_loss: 1.7215 - d_accuracy: 0.7861 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9526 - g_loss: 1.6722 - d_accuracy: 0.8008Epoch 278: D Accuracy = 0.7982 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9532 - g_loss: 1.6636 - d_accuracy: 0.8007 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0186 - g_loss: 1.7723 - d_accuracy: 0.7651Epoch 279: D Accuracy = 0.8421 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0139 - g_loss: 1.7682 - d_accuracy: 0.7679 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9481 - g_loss: 1.6933 - d_accuracy: 0.8000Epoch 280: D Accuracy = 0.8684 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9452 - g_loss: 1.6913 - d_accuracy: 0.8024 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9728 - g_loss: 1.7571 - d_accuracy: 0.7805Epoch 281: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9731 - g_loss: 1.7891 - d_accuracy: 0.7784 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9867 - g_loss: 1.7051 - d_accuracy: 0.7818Epoch 282: D Accuracy = 0.7807 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9885 - g_loss: 1.6824 - d_accuracy: 0.7818 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9700 - g_loss: 1.7669 - d_accuracy: 0.7889Epoch 283: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9732 - g_loss: 1.8045 - d_accuracy: 0.7858 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9336 - g_loss: 1.7339 - d_accuracy: 0.8109Epoch 284: D Accuracy = 0.8070 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9354 - g_loss: 1.7194 - d_accuracy: 0.8107 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9344 - g_loss: 1.7751 - d_accuracy: 0.8007Epoch 285: D Accuracy = 0.7368 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9344 - g_loss: 1.7833 - d_accuracy: 0.7984 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9507 - g_loss: 1.7201 - d_accuracy: 0.7968Epoch 286: D Accuracy = 0.7982 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9534 - g_loss: 1.6966 - d_accuracy: 0.7968 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0940 - g_loss: 1.8053 - d_accuracy: 0.7668Epoch 287: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0871 - g_loss: 1.7985 - d_accuracy: 0.7692 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9185 - g_loss: 1.7464 - d_accuracy: 0.8169Epoch 288: D Accuracy = 0.8246 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9203 - g_loss: 1.7355 - d_accuracy: 0.8171 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9818 - g_loss: 1.6997 - d_accuracy: 0.7864Epoch 289: D Accuracy = 0.7807 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9820 - g_loss: 1.6953 - d_accuracy: 0.7862 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9579 - g_loss: 1.7414 - d_accuracy: 0.7950Epoch 290: D Accuracy = 0.7456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9601 - g_loss: 1.7421 - d_accuracy: 0.7932 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9347 - g_loss: 1.7442 - d_accuracy: 0.8067Epoch 291: D Accuracy = 0.8509 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9326 - g_loss: 1.7465 - d_accuracy: 0.8083 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9260 - g_loss: 1.7889 - d_accuracy: 0.8118Epoch 292: D Accuracy = 0.8596 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9228 - g_loss: 1.7875 - d_accuracy: 0.8135 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9309 - g_loss: 1.7886 - d_accuracy: 0.8094Epoch 293: D Accuracy = 0.7719 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9335 - g_loss: 1.8096 - d_accuracy: 0.8081 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9076 - g_loss: 1.8042 - d_accuracy: 0.8161Epoch 294: D Accuracy = 0.8509 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9103 - g_loss: 1.7844 - d_accuracy: 0.8173 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9675 - g_loss: 1.7751 - d_accuracy: 0.7889Epoch 295: D Accuracy = 0.7719 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9698 - g_loss: 1.7491 - d_accuracy: 0.7883
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9649 - g_loss: 1.7962 - d_accuracy: 0.7875Epoch 296: D Accuracy = 0.6404 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9712 - g_loss: 1.8150 - d_accuracy: 0.7822 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9552 - g_loss: 1.7421 - d_accuracy: 0.7957Epoch 297: D Accuracy = 0.7719 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9551 - g_loss: 1.7580 - d_accuracy: 0.7948 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9357 - g_loss: 1.7666 - d_accuracy: 0.8029Epoch 298: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9379 - g_loss: 1.7626 - d_accuracy: 0.8014 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9295 - g_loss: 1.7879 - d_accuracy: 0.8085Epoch 299: D Accuracy = 0.7895 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9337 - g_loss: 1.7647 - d_accuracy: 0.8078 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9500 - g_loss: 1.7539 - d_accuracy: 0.7981 Class 5 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.7632 27/27 [==============================] - 1s 41ms/step - d_loss: 0.9528 - g_loss: 1.7453 - d_accuracy: 0.7968 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9841 - g_loss: 1.8073 - d_accuracy: 0.7826Epoch 301: D Accuracy = 0.8246 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9827 - g_loss: 1.7919 - d_accuracy: 0.7841 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9529 - g_loss: 1.7552 - d_accuracy: 0.7961Epoch 302: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9565 - g_loss: 1.7304 - d_accuracy: 0.7961 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9786 - g_loss: 1.7922 - d_accuracy: 0.7846Epoch 303: D Accuracy = 0.8596 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9768 - g_loss: 1.7885 - d_accuracy: 0.7873 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9368 - g_loss: 1.7876 - d_accuracy: 0.8040Epoch 304: D Accuracy = 0.7281 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9416 - g_loss: 1.7869 - d_accuracy: 0.8013 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9400 - g_loss: 1.7885 - d_accuracy: 0.8022Epoch 305: D Accuracy = 0.8509 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9367 - g_loss: 1.7787 - d_accuracy: 0.8039 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9422 - g_loss: 1.7955 - d_accuracy: 0.8032Epoch 306: D Accuracy = 0.6316 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9524 - g_loss: 1.8282 - d_accuracy: 0.7971 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9296 - g_loss: 1.7809 - d_accuracy: 0.8068Epoch 307: D Accuracy = 0.9035 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9257 - g_loss: 1.7764 - d_accuracy: 0.8102 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9557 - g_loss: 1.7950 - d_accuracy: 0.7986Epoch 308: D Accuracy = 0.8860 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9513 - g_loss: 1.7916 - d_accuracy: 0.8017 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9544 - g_loss: 1.8007 - d_accuracy: 0.7932Epoch 309: D Accuracy = 0.7982 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9532 - g_loss: 1.7957 - d_accuracy: 0.7933 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9335 - g_loss: 1.8148 - d_accuracy: 0.8085Epoch 310: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9407 - g_loss: 1.7873 - d_accuracy: 0.8081 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9382 - g_loss: 1.7810 - d_accuracy: 0.8027Epoch 311: D Accuracy = 0.8421 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9362 - g_loss: 1.7693 - d_accuracy: 0.8042 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9518 - g_loss: 1.8042 - d_accuracy: 0.7949Epoch 312: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9580 - g_loss: 1.8028 - d_accuracy: 0.7934 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9172 - g_loss: 1.8335 - d_accuracy: 0.8089Epoch 313: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9145 - g_loss: 1.8500 - d_accuracy: 0.8091 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9529 - g_loss: 1.7993 - d_accuracy: 0.7987Epoch 314: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9533 - g_loss: 1.8023 - d_accuracy: 0.7974 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9783 - g_loss: 1.8117 - d_accuracy: 0.7873Epoch 315: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9809 - g_loss: 1.7913 - d_accuracy: 0.7883 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9376 - g_loss: 1.8280 - d_accuracy: 0.8056Epoch 316: D Accuracy = 0.7632 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9397 - g_loss: 1.8352 - d_accuracy: 0.8041 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9402 - g_loss: 1.7838 - d_accuracy: 0.8016Epoch 317: D Accuracy = 0.8070 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9414 - g_loss: 1.7749 - d_accuracy: 0.8018 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9133 - g_loss: 1.8546 - d_accuracy: 0.8150Epoch 318: D Accuracy = 0.8684 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9099 - g_loss: 1.8558 - d_accuracy: 0.8169 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9290 - g_loss: 1.7960 - d_accuracy: 0.8054Epoch 319: D Accuracy = 0.8596 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9283 - g_loss: 1.7784 - d_accuracy: 0.8074 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9388 - g_loss: 1.8359 - d_accuracy: 0.7958Epoch 320: D Accuracy = 0.8070 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9403 - g_loss: 1.8146 - d_accuracy: 0.7962 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9437 - g_loss: 1.8514 - d_accuracy: 0.8007Epoch 321: D Accuracy = 0.6930 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9463 - g_loss: 1.8637 - d_accuracy: 0.7968 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8937 - g_loss: 1.8424 - d_accuracy: 0.8229Epoch 322: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8940 - g_loss: 1.8327 - d_accuracy: 0.8226 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9112 - g_loss: 1.8810 - d_accuracy: 0.8101Epoch 323: D Accuracy = 0.8070 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9128 - g_loss: 1.8851 - d_accuracy: 0.8100 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9556 - g_loss: 1.8746 - d_accuracy: 0.7894Epoch 324: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9571 - g_loss: 1.8691 - d_accuracy: 0.7881 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8971 - g_loss: 1.8351 - d_accuracy: 0.8235Epoch 325: D Accuracy = 0.7982 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8977 - g_loss: 1.8379 - d_accuracy: 0.8226 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9090 - g_loss: 1.9276 - d_accuracy: 0.8099Epoch 326: D Accuracy = 0.7193 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9105 - g_loss: 1.9695 - d_accuracy: 0.8067 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9116 - g_loss: 1.8506 - d_accuracy: 0.8121Epoch 327: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9154 - g_loss: 1.8672 - d_accuracy: 0.8079 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9359 - g_loss: 1.8576 - d_accuracy: 0.8065Epoch 328: D Accuracy = 0.8860 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9330 - g_loss: 1.8532 - d_accuracy: 0.8094 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9901 - g_loss: 1.8594 - d_accuracy: 0.7868Epoch 329: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9938 - g_loss: 1.8956 - d_accuracy: 0.7831 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9297 - g_loss: 1.8474 - d_accuracy: 0.8087Epoch 330: D Accuracy = 0.8070 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9333 - g_loss: 1.8255 - d_accuracy: 0.8086 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9314 - g_loss: 1.8141 - d_accuracy: 0.8034Epoch 331: D Accuracy = 0.8509 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9301 - g_loss: 1.7996 - d_accuracy: 0.8051 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9306 - g_loss: 1.8890 - d_accuracy: 0.8025Epoch 332: D Accuracy = 0.7719 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9295 - g_loss: 1.8931 - d_accuracy: 0.8014 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9363 - g_loss: 1.8739 - d_accuracy: 0.8012Epoch 333: D Accuracy = 0.9211 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9298 - g_loss: 1.8755 - d_accuracy: 0.8055 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9479 - g_loss: 1.8717 - d_accuracy: 0.7942Epoch 334: D Accuracy = 0.7368 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9477 - g_loss: 1.8928 - d_accuracy: 0.7922 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8933 - g_loss: 1.8765 - d_accuracy: 0.8231Epoch 335: D Accuracy = 0.8772 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8921 - g_loss: 1.8680 - d_accuracy: 0.8251 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9084 - g_loss: 1.8980 - d_accuracy: 0.8174Epoch 336: D Accuracy = 0.8772 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9079 - g_loss: 1.8804 - d_accuracy: 0.8195 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9058 - g_loss: 1.8648 - d_accuracy: 0.8169Epoch 337: D Accuracy = 0.8421 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9040 - g_loss: 1.8651 - d_accuracy: 0.8178 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9060 - g_loss: 1.8798 - d_accuracy: 0.8172Epoch 338: D Accuracy = 0.8860 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9018 - g_loss: 1.8742 - d_accuracy: 0.8197 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9455 - g_loss: 1.8714 - d_accuracy: 0.7972Epoch 339: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9464 - g_loss: 1.8554 - d_accuracy: 0.7957 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8712 - g_loss: 1.8907 - d_accuracy: 0.8332Epoch 340: D Accuracy = 0.8246 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8716 - g_loss: 1.9024 - d_accuracy: 0.8329 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9140 - g_loss: 1.9195 - d_accuracy: 0.8152Epoch 341: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9190 - g_loss: 1.9505 - d_accuracy: 0.8099 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9060 - g_loss: 1.8443 - d_accuracy: 0.8168Epoch 342: D Accuracy = 0.7807 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9134 - g_loss: 1.8252 - d_accuracy: 0.8155 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9026 - g_loss: 1.8894 - d_accuracy: 0.8225Epoch 343: D Accuracy = 0.8158 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9033 - g_loss: 1.8756 - d_accuracy: 0.8222 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8983 - g_loss: 1.9419 - d_accuracy: 0.8210Epoch 344: D Accuracy = 0.8421 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8947 - g_loss: 1.9433 - d_accuracy: 0.8217 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9111 - g_loss: 1.9313 - d_accuracy: 0.8100Epoch 345: D Accuracy = 0.7281 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9112 - g_loss: 1.9660 - d_accuracy: 0.8070 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9516 - g_loss: 1.8709 - d_accuracy: 0.7911Epoch 346: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9532 - g_loss: 1.8711 - d_accuracy: 0.7889 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8832 - g_loss: 1.8862 - d_accuracy: 0.8209Epoch 347: D Accuracy = 0.7456 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8863 - g_loss: 1.8784 - d_accuracy: 0.8182 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9030 - g_loss: 1.9608 - d_accuracy: 0.8127Epoch 348: D Accuracy = 0.8246 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9015 - g_loss: 1.9575 - d_accuracy: 0.8131 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9352 - g_loss: 1.9787 - d_accuracy: 0.8045Epoch 349: D Accuracy = 0.5965 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9500 - g_loss: 2.0292 - d_accuracy: 0.7971 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9057 - g_loss: 1.9071 - d_accuracy: 0.8163Epoch 350: D Accuracy = 0.7281 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9089 - g_loss: 1.9389 - d_accuracy: 0.8132 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9073 - g_loss: 1.8853 - d_accuracy: 0.8182Epoch 351: D Accuracy = 0.7982 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9110 - g_loss: 1.8652 - d_accuracy: 0.8175 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8870 - g_loss: 1.8940 - d_accuracy: 0.8261Epoch 352: D Accuracy = 0.8860 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8860 - g_loss: 1.8815 - d_accuracy: 0.8282 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8687 - g_loss: 1.9580 - d_accuracy: 0.8310Epoch 353: D Accuracy = 0.8947 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8671 - g_loss: 1.9561 - d_accuracy: 0.8333 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8954 - g_loss: 1.9455 - d_accuracy: 0.8213Epoch 354: D Accuracy = 0.8772 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8907 - g_loss: 1.9431 - d_accuracy: 0.8233 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9230 - g_loss: 1.9582 - d_accuracy: 0.8084Epoch 355: D Accuracy = 0.7105 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9271 - g_loss: 1.9886 - d_accuracy: 0.8049 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9025 - g_loss: 1.8909 - d_accuracy: 0.8180Epoch 356: D Accuracy = 0.8246 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9044 - g_loss: 1.8870 - d_accuracy: 0.8182 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8730 - g_loss: 1.9588 - d_accuracy: 0.8306Epoch 357: D Accuracy = 0.7456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8754 - g_loss: 1.9619 - d_accuracy: 0.8275 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8894 - g_loss: 1.9358 - d_accuracy: 0.8163Epoch 358: D Accuracy = 0.6930 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8948 - g_loss: 1.9546 - d_accuracy: 0.8119 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8812 - g_loss: 1.9318 - d_accuracy: 0.8276Epoch 359: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8829 - g_loss: 1.9639 - d_accuracy: 0.8253 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9130 - g_loss: 1.9402 - d_accuracy: 0.8106Epoch 360: D Accuracy = 0.7456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9146 - g_loss: 1.9513 - d_accuracy: 0.8083 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8623 - g_loss: 1.9766 - d_accuracy: 0.8355Epoch 361: D Accuracy = 0.8684 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8615 - g_loss: 1.9725 - d_accuracy: 0.8367 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9031 - g_loss: 1.9698 - d_accuracy: 0.8139Epoch 362: D Accuracy = 0.8509 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8987 - g_loss: 1.9773 - d_accuracy: 0.8152 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8672 - g_loss: 2.0103 - d_accuracy: 0.8314Epoch 363: D Accuracy = 0.8509 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8687 - g_loss: 1.9962 - d_accuracy: 0.8321
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9360 - g_loss: 2.0078 - d_accuracy: 0.8018Epoch 364: D Accuracy = 0.7544 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9364 - g_loss: 2.0341 - d_accuracy: 0.8001 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9077 - g_loss: 1.9517 - d_accuracy: 0.8198Epoch 365: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9076 - g_loss: 1.9403 - d_accuracy: 0.8203 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8563 - g_loss: 1.9788 - d_accuracy: 0.8399Epoch 366: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8547 - g_loss: 1.9953 - d_accuracy: 0.8397 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8596 - g_loss: 2.0168 - d_accuracy: 0.8341Epoch 367: D Accuracy = 0.8596 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8578 - g_loss: 2.0134 - d_accuracy: 0.8350 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8878 - g_loss: 1.9870 - d_accuracy: 0.8196Epoch 368: D Accuracy = 0.7193 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8931 - g_loss: 2.0099 - d_accuracy: 0.8160 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8800 - g_loss: 1.9973 - d_accuracy: 0.8257Epoch 369: D Accuracy = 0.8246 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8793 - g_loss: 1.9913 - d_accuracy: 0.8256 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9038 - g_loss: 2.0096 - d_accuracy: 0.8202Epoch 370: D Accuracy = 0.9123 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9006 - g_loss: 1.9874 - d_accuracy: 0.8235 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8650 - g_loss: 2.0115 - d_accuracy: 0.8330Epoch 371: D Accuracy = 0.8772 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8616 - g_loss: 2.0087 - d_accuracy: 0.8346 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9313 - g_loss: 2.0021 - d_accuracy: 0.8079Epoch 372: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9298 - g_loss: 2.0092 - d_accuracy: 0.8076 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8730 - g_loss: 2.0119 - d_accuracy: 0.8309Epoch 373: D Accuracy = 0.8684 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8673 - g_loss: 2.0284 - d_accuracy: 0.8323 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8389 - g_loss: 2.0054 - d_accuracy: 0.8490Epoch 374: D Accuracy = 0.8596 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8389 - g_loss: 1.9982 - d_accuracy: 0.8493 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8627 - g_loss: 2.0478 - d_accuracy: 0.8341Epoch 375: D Accuracy = 0.8421 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8637 - g_loss: 2.0458 - d_accuracy: 0.8344 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8781 - g_loss: 1.9914 - d_accuracy: 0.8323Epoch 376: D Accuracy = 0.8246 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8823 - g_loss: 1.9728 - d_accuracy: 0.8321 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9482 - g_loss: 2.0416 - d_accuracy: 0.7966Epoch 377: D Accuracy = 0.6491 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9579 - g_loss: 2.0678 - d_accuracy: 0.7913 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8882 - g_loss: 2.0277 - d_accuracy: 0.8218Epoch 378: D Accuracy = 0.8246 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8852 - g_loss: 2.0376 - d_accuracy: 0.8219 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9056 - g_loss: 1.9996 - d_accuracy: 0.8116Epoch 379: D Accuracy = 0.8421 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9038 - g_loss: 1.9837 - d_accuracy: 0.8127 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8753 - g_loss: 2.0402 - d_accuracy: 0.8259Epoch 380: D Accuracy = 0.7719 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8763 - g_loss: 2.0535 - d_accuracy: 0.8240 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9082 - g_loss: 1.9839 - d_accuracy: 0.8178Epoch 381: D Accuracy = 0.8070 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9127 - g_loss: 1.9628 - d_accuracy: 0.8174 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8493 - g_loss: 2.0206 - d_accuracy: 0.8398Epoch 382: D Accuracy = 0.8509 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8472 - g_loss: 2.0323 - d_accuracy: 0.8402 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8460 - g_loss: 2.0454 - d_accuracy: 0.8439Epoch 383: D Accuracy = 0.8947 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8418 - g_loss: 2.0561 - d_accuracy: 0.8457 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8098 - g_loss: 2.0642 - d_accuracy: 0.8576Epoch 384: D Accuracy = 0.8421 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8115 - g_loss: 2.0425 - d_accuracy: 0.8570 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8777 - g_loss: 2.0731 - d_accuracy: 0.8215Epoch 385: D Accuracy = 0.7456 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8811 - g_loss: 2.0775 - d_accuracy: 0.8187 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9028 - g_loss: 2.0805 - d_accuracy: 0.8124Epoch 386: D Accuracy = 0.6579 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9097 - g_loss: 2.1120 - d_accuracy: 0.8069 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8712 - g_loss: 2.0084 - d_accuracy: 0.8356Epoch 387: D Accuracy = 0.8772 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8686 - g_loss: 2.0036 - d_accuracy: 0.8371 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8381 - g_loss: 2.0717 - d_accuracy: 0.8488Epoch 388: D Accuracy = 0.8772 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8347 - g_loss: 2.0675 - d_accuracy: 0.8498 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8341 - g_loss: 2.1079 - d_accuracy: 0.8475Epoch 389: D Accuracy = 0.7544 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8406 - g_loss: 2.1346 - d_accuracy: 0.8442 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9011 - g_loss: 2.0741 - d_accuracy: 0.8168Epoch 390: D Accuracy = 0.7368 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9049 - g_loss: 2.0921 - d_accuracy: 0.8139 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8931 - g_loss: 2.0711 - d_accuracy: 0.8217Epoch 391: D Accuracy = 0.9474 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8856 - g_loss: 2.0623 - d_accuracy: 0.8262 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8631 - g_loss: 2.0954 - d_accuracy: 0.8314Epoch 392: D Accuracy = 0.8070 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8605 - g_loss: 2.1126 - d_accuracy: 0.8305 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8300 - g_loss: 2.0541 - d_accuracy: 0.8468Epoch 393: D Accuracy = 0.8596 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8249 - g_loss: 2.0903 - d_accuracy: 0.8473 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8521 - g_loss: 2.0686 - d_accuracy: 0.8340Epoch 394: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8549 - g_loss: 2.0708 - d_accuracy: 0.8314 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8864 - g_loss: 2.0235 - d_accuracy: 0.8289Epoch 395: D Accuracy = 0.8684 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8830 - g_loss: 2.0186 - d_accuracy: 0.8303
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8293 - g_loss: 2.0782 - d_accuracy: 0.8485Epoch 396: D Accuracy = 0.8509 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8290 - g_loss: 2.0788 - d_accuracy: 0.8486 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8601 - g_loss: 2.1157 - d_accuracy: 0.8315Epoch 397: D Accuracy = 0.8772 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8572 - g_loss: 2.1160 - d_accuracy: 0.8332 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8536 - g_loss: 2.0188 - d_accuracy: 0.8357Epoch 398: D Accuracy = 0.8684 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8512 - g_loss: 2.0038 - d_accuracy: 0.8369 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8471 - g_loss: 2.1051 - d_accuracy: 0.8362Epoch 399: D Accuracy = 0.8509 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8479 - g_loss: 2.0871 - d_accuracy: 0.8367 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8567 - g_loss: 2.1217 - d_accuracy: 0.8372 Class 5 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.8947 27/27 [==============================] - 1s 44ms/step - d_loss: 0.8544 - g_loss: 2.1182 - d_accuracy: 0.8393 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8275 - g_loss: 2.0838 - d_accuracy: 0.8432Epoch 401: D Accuracy = 0.7895 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8335 - g_loss: 2.0579 - d_accuracy: 0.8413 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8519 - g_loss: 2.1151 - d_accuracy: 0.8367Epoch 402: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8572 - g_loss: 2.1306 - d_accuracy: 0.8337 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8564 - g_loss: 2.0590 - d_accuracy: 0.8346Epoch 403: D Accuracy = 0.8772 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8548 - g_loss: 2.0528 - d_accuracy: 0.8361 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8476 - g_loss: 2.0977 - d_accuracy: 0.8417Epoch 404: D Accuracy = 0.8772 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8463 - g_loss: 2.0975 - d_accuracy: 0.8429 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8395 - g_loss: 2.1153 - d_accuracy: 0.8458Epoch 405: D Accuracy = 0.9035 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8343 - g_loss: 2.1414 - d_accuracy: 0.8479 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8527 - g_loss: 2.1425 - d_accuracy: 0.8335Epoch 406: D Accuracy = 0.8596 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8499 - g_loss: 2.1446 - d_accuracy: 0.8344 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8752 - g_loss: 2.1481 - d_accuracy: 0.8249Epoch 407: D Accuracy = 0.8772 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8682 - g_loss: 2.1624 - d_accuracy: 0.8267 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8608 - g_loss: 2.1050 - d_accuracy: 0.8356Epoch 408: D Accuracy = 0.7632 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8632 - g_loss: 2.1201 - d_accuracy: 0.8330 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8376 - g_loss: 2.1234 - d_accuracy: 0.8381Epoch 409: D Accuracy = 0.7719 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8387 - g_loss: 2.1579 - d_accuracy: 0.8357 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8356 - g_loss: 2.0965 - d_accuracy: 0.8424Epoch 410: D Accuracy = 0.6930 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8434 - g_loss: 2.1007 - d_accuracy: 0.8370 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8554 - g_loss: 2.1071 - d_accuracy: 0.8349Epoch 411: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8611 - g_loss: 2.0769 - d_accuracy: 0.8342 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8328 - g_loss: 2.1668 - d_accuracy: 0.8392Epoch 412: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8344 - g_loss: 2.1658 - d_accuracy: 0.8384 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8175 - g_loss: 2.0936 - d_accuracy: 0.8492Epoch 413: D Accuracy = 0.8070 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8176 - g_loss: 2.1293 - d_accuracy: 0.8477 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8682 - g_loss: 2.1147 - d_accuracy: 0.8300Epoch 414: D Accuracy = 0.7895 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8751 - g_loss: 2.0848 - d_accuracy: 0.8286 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8731 - g_loss: 2.1426 - d_accuracy: 0.8295Epoch 415: D Accuracy = 0.9211 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8680 - g_loss: 2.1417 - d_accuracy: 0.8328 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8511 - g_loss: 2.1435 - d_accuracy: 0.8376Epoch 416: D Accuracy = 0.8772 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8456 - g_loss: 2.1562 - d_accuracy: 0.8390 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8238 - g_loss: 2.1529 - d_accuracy: 0.8495Epoch 417: D Accuracy = 0.8947 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8226 - g_loss: 2.1418 - d_accuracy: 0.8512 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7951 - g_loss: 2.1436 - d_accuracy: 0.8607Epoch 418: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8013 - g_loss: 2.1195 - d_accuracy: 0.8585 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8336 - g_loss: 2.1569 - d_accuracy: 0.8419Epoch 419: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8326 - g_loss: 2.1639 - d_accuracy: 0.8416 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8155 - g_loss: 2.1514 - d_accuracy: 0.8544Epoch 420: D Accuracy = 0.8772 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8136 - g_loss: 2.1556 - d_accuracy: 0.8552 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8411 - g_loss: 2.2091 - d_accuracy: 0.8453Epoch 421: D Accuracy = 0.9211 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8397 - g_loss: 2.1844 - d_accuracy: 0.8480 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8764 - g_loss: 2.1723 - d_accuracy: 0.8323Epoch 422: D Accuracy = 0.9123 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8688 - g_loss: 2.1776 - d_accuracy: 0.8351 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8323 - g_loss: 2.1761 - d_accuracy: 0.8420Epoch 423: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8430 - g_loss: 2.1886 - d_accuracy: 0.8357 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8365 - g_loss: 2.1371 - d_accuracy: 0.8437Epoch 424: D Accuracy = 0.8421 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8378 - g_loss: 2.1213 - d_accuracy: 0.8436 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8350 - g_loss: 2.1813 - d_accuracy: 0.8426Epoch 425: D Accuracy = 0.7895 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8360 - g_loss: 2.1854 - d_accuracy: 0.8407 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8678 - g_loss: 2.2206 - d_accuracy: 0.8322Epoch 426: D Accuracy = 0.6930 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8723 - g_loss: 2.2544 - d_accuracy: 0.8273 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8439 - g_loss: 2.1762 - d_accuracy: 0.8375Epoch 427: D Accuracy = 0.7456 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8518 - g_loss: 2.1839 - d_accuracy: 0.8342 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8239 - g_loss: 2.1775 - d_accuracy: 0.8517Epoch 428: D Accuracy = 0.9211 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8208 - g_loss: 2.1686 - d_accuracy: 0.8542 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8046 - g_loss: 2.1876 - d_accuracy: 0.8560Epoch 429: D Accuracy = 0.7807 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8118 - g_loss: 2.1532 - d_accuracy: 0.8533 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8526 - g_loss: 2.1763 - d_accuracy: 0.8319Epoch 430: D Accuracy = 0.8860 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8527 - g_loss: 2.1539 - d_accuracy: 0.8338 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8270 - g_loss: 2.2191 - d_accuracy: 0.8467Epoch 431: D Accuracy = 0.8947 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8308 - g_loss: 2.1932 - d_accuracy: 0.8484 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8842 - g_loss: 2.2138 - d_accuracy: 0.8242Epoch 432: D Accuracy = 0.8246 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8822 - g_loss: 2.2558 - d_accuracy: 0.8242 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8615 - g_loss: 2.1402 - d_accuracy: 0.8315Epoch 433: D Accuracy = 0.9035 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8563 - g_loss: 2.1369 - d_accuracy: 0.8341 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8385 - g_loss: 2.2238 - d_accuracy: 0.8391Epoch 434: D Accuracy = 0.7544 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8383 - g_loss: 2.2457 - d_accuracy: 0.8361 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8009 - g_loss: 2.1695 - d_accuracy: 0.8586Epoch 435: D Accuracy = 0.9123 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7972 - g_loss: 2.1680 - d_accuracy: 0.8605 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8158 - g_loss: 2.1839 - d_accuracy: 0.8511Epoch 436: D Accuracy = 0.8246 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8208 - g_loss: 2.1557 - d_accuracy: 0.8502 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8704 - g_loss: 2.1684 - d_accuracy: 0.8309Epoch 437: D Accuracy = 0.7895 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8835 - g_loss: 2.1312 - d_accuracy: 0.8294 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7878 - g_loss: 2.2243 - d_accuracy: 0.8644Epoch 438: D Accuracy = 0.8947 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7861 - g_loss: 2.2175 - d_accuracy: 0.8655 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8820 - g_loss: 2.2366 - d_accuracy: 0.8276Epoch 439: D Accuracy = 0.7281 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8873 - g_loss: 2.2639 - d_accuracy: 0.8240 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8798 - g_loss: 2.1386 - d_accuracy: 0.8305Epoch 440: D Accuracy = 0.8684 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8756 - g_loss: 2.1288 - d_accuracy: 0.8318 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8154 - g_loss: 2.2183 - d_accuracy: 0.8500Epoch 441: D Accuracy = 0.9386 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8103 - g_loss: 2.2215 - d_accuracy: 0.8532 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8240 - g_loss: 2.1786 - d_accuracy: 0.8501Epoch 442: D Accuracy = 0.8772 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8215 - g_loss: 2.1901 - d_accuracy: 0.8510 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8130 - g_loss: 2.2360 - d_accuracy: 0.8491Epoch 443: D Accuracy = 0.8246 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8164 - g_loss: 2.2269 - d_accuracy: 0.8482 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8413 - g_loss: 2.3028 - d_accuracy: 0.8472Epoch 444: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8574 - g_loss: 2.3903 - d_accuracy: 0.8414 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8194 - g_loss: 2.1902 - d_accuracy: 0.8528Epoch 445: D Accuracy = 0.8158 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8209 - g_loss: 2.1930 - d_accuracy: 0.8515 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8110 - g_loss: 2.1826 - d_accuracy: 0.8561Epoch 446: D Accuracy = 0.7895 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8150 - g_loss: 2.1782 - d_accuracy: 0.8537 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8057 - g_loss: 2.2488 - d_accuracy: 0.8546Epoch 447: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8070 - g_loss: 2.2741 - d_accuracy: 0.8539 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8404 - g_loss: 2.2638 - d_accuracy: 0.8419Epoch 448: D Accuracy = 0.8596 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8366 - g_loss: 2.2668 - d_accuracy: 0.8425 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8186 - g_loss: 2.2581 - d_accuracy: 0.8514Epoch 449: D Accuracy = 0.8509 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8201 - g_loss: 2.2608 - d_accuracy: 0.8514 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8515 - g_loss: 2.1929 - d_accuracy: 0.8357Epoch 450: D Accuracy = 0.8596 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8490 - g_loss: 2.1917 - d_accuracy: 0.8365 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8088 - g_loss: 2.2886 - d_accuracy: 0.8515Epoch 451: D Accuracy = 0.8509 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8082 - g_loss: 2.3050 - d_accuracy: 0.8515 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8156 - g_loss: 2.2010 - d_accuracy: 0.8549Epoch 452: D Accuracy = 0.8860 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8173 - g_loss: 2.1802 - d_accuracy: 0.8560 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7974 - g_loss: 2.2120 - d_accuracy: 0.8618Epoch 453: D Accuracy = 0.8421 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8021 - g_loss: 2.1838 - d_accuracy: 0.8611 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8049 - g_loss: 2.2353 - d_accuracy: 0.8533Epoch 454: D Accuracy = 0.8860 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8063 - g_loss: 2.2114 - d_accuracy: 0.8544 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7989 - g_loss: 2.2898 - d_accuracy: 0.8565Epoch 455: D Accuracy = 0.8860 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8001 - g_loss: 2.2608 - d_accuracy: 0.8575 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7846 - g_loss: 2.2701 - d_accuracy: 0.8625Epoch 456: D Accuracy = 0.8070 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7865 - g_loss: 2.2611 - d_accuracy: 0.8605 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7897 - g_loss: 2.2456 - d_accuracy: 0.8597Epoch 457: D Accuracy = 0.8947 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7874 - g_loss: 2.2532 - d_accuracy: 0.8609 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8061 - g_loss: 2.2357 - d_accuracy: 0.8605Epoch 458: D Accuracy = 0.9123 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8035 - g_loss: 2.2320 - d_accuracy: 0.8623 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8573 - g_loss: 2.2724 - d_accuracy: 0.8356Epoch 459: D Accuracy = 0.7719 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8681 - g_loss: 2.2303 - d_accuracy: 0.8333 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8057 - g_loss: 2.2964 - d_accuracy: 0.8510Epoch 460: D Accuracy = 0.8158 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8091 - g_loss: 2.2675 - d_accuracy: 0.8497 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8087 - g_loss: 2.3023 - d_accuracy: 0.8528Epoch 461: D Accuracy = 0.8158 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8090 - g_loss: 2.3160 - d_accuracy: 0.8515 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8200 - g_loss: 2.2963 - d_accuracy: 0.8499Epoch 462: D Accuracy = 0.8158 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8215 - g_loss: 2.3074 - d_accuracy: 0.8487 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8413 - g_loss: 2.2927 - d_accuracy: 0.8411Epoch 463: D Accuracy = 0.7807 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8436 - g_loss: 2.3044 - d_accuracy: 0.8390
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7856 - g_loss: 2.2340 - d_accuracy: 0.8643Epoch 464: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7896 - g_loss: 2.2457 - d_accuracy: 0.8620 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8177 - g_loss: 2.3045 - d_accuracy: 0.8501Epoch 465: D Accuracy = 0.7807 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8206 - g_loss: 2.3288 - d_accuracy: 0.8476 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8500 - g_loss: 2.3123 - d_accuracy: 0.8345Epoch 466: D Accuracy = 0.7895 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8483 - g_loss: 2.3280 - d_accuracy: 0.8329 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8098 - g_loss: 2.3179 - d_accuracy: 0.8554Epoch 467: D Accuracy = 0.9561 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8030 - g_loss: 2.3224 - d_accuracy: 0.8590 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7700 - g_loss: 2.3021 - d_accuracy: 0.8702Epoch 468: D Accuracy = 0.9123 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7669 - g_loss: 2.3047 - d_accuracy: 0.8717 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7951 - g_loss: 2.2781 - d_accuracy: 0.8597Epoch 469: D Accuracy = 0.9123 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7951 - g_loss: 2.2577 - d_accuracy: 0.8616 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8221 - g_loss: 2.2681 - d_accuracy: 0.8495Epoch 470: D Accuracy = 0.8947 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8205 - g_loss: 2.2463 - d_accuracy: 0.8512 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7546 - g_loss: 2.3119 - d_accuracy: 0.8740Epoch 471: D Accuracy = 0.8684 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7553 - g_loss: 2.2923 - d_accuracy: 0.8738 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7678 - g_loss: 2.3079 - d_accuracy: 0.8718Epoch 472: D Accuracy = 0.9123 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7684 - g_loss: 2.2934 - d_accuracy: 0.8732 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9276 - g_loss: 2.3633 - d_accuracy: 0.8082Epoch 473: D Accuracy = 0.7632 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9336 - g_loss: 2.3238 - d_accuracy: 0.8066 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7966 - g_loss: 2.3424 - d_accuracy: 0.8574Epoch 474: D Accuracy = 0.9123 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7951 - g_loss: 2.3270 - d_accuracy: 0.8594 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7954 - g_loss: 2.2934 - d_accuracy: 0.8588Epoch 475: D Accuracy = 0.8246 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7997 - g_loss: 2.2758 - d_accuracy: 0.8576 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7853 - g_loss: 2.3186 - d_accuracy: 0.8667Epoch 476: D Accuracy = 0.8860 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7838 - g_loss: 2.3166 - d_accuracy: 0.8674 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7546 - g_loss: 2.3222 - d_accuracy: 0.8812Epoch 477: D Accuracy = 0.9298 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7517 - g_loss: 2.3204 - d_accuracy: 0.8830 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7733 - g_loss: 2.3316 - d_accuracy: 0.8673Epoch 478: D Accuracy = 0.8421 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7734 - g_loss: 2.3482 - d_accuracy: 0.8664 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7774 - g_loss: 2.3155 - d_accuracy: 0.8704Epoch 479: D Accuracy = 0.8684 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7839 - g_loss: 2.2878 - d_accuracy: 0.8703 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8229 - g_loss: 2.3669 - d_accuracy: 0.8475Epoch 480: D Accuracy = 0.7456 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8295 - g_loss: 2.3869 - d_accuracy: 0.8439 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7984 - g_loss: 2.2697 - d_accuracy: 0.8601Epoch 481: D Accuracy = 0.8509 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7988 - g_loss: 2.2606 - d_accuracy: 0.8597 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7768 - g_loss: 2.3684 - d_accuracy: 0.8697Epoch 482: D Accuracy = 0.9386 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7725 - g_loss: 2.3693 - d_accuracy: 0.8721 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7653 - g_loss: 2.3692 - d_accuracy: 0.8676Epoch 483: D Accuracy = 0.8509 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7632 - g_loss: 2.3963 - d_accuracy: 0.8670 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8146 - g_loss: 2.3483 - d_accuracy: 0.8516Epoch 484: D Accuracy = 0.9123 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8100 - g_loss: 2.3522 - d_accuracy: 0.8538 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8142 - g_loss: 2.3942 - d_accuracy: 0.8530Epoch 485: D Accuracy = 0.9211 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8125 - g_loss: 2.3901 - d_accuracy: 0.8554 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7978 - g_loss: 2.3684 - d_accuracy: 0.8570Epoch 486: D Accuracy = 0.7982 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8020 - g_loss: 2.3911 - d_accuracy: 0.8549 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7788 - g_loss: 2.3432 - d_accuracy: 0.8680Epoch 487: D Accuracy = 0.8860 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7806 - g_loss: 2.3126 - d_accuracy: 0.8687 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7809 - g_loss: 2.4073 - d_accuracy: 0.8640Epoch 488: D Accuracy = 0.9386 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7764 - g_loss: 2.4070 - d_accuracy: 0.8667 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7881 - g_loss: 2.3358 - d_accuracy: 0.8627Epoch 489: D Accuracy = 0.9211 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7841 - g_loss: 2.3391 - d_accuracy: 0.8648 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7688 - g_loss: 2.3982 - d_accuracy: 0.8711Epoch 490: D Accuracy = 0.9298 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7656 - g_loss: 2.3945 - d_accuracy: 0.8732 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8578 - g_loss: 2.3845 - d_accuracy: 0.8349Epoch 491: D Accuracy = 0.9123 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8550 - g_loss: 2.3654 - d_accuracy: 0.8376 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7641 - g_loss: 2.3965 - d_accuracy: 0.8747Epoch 492: D Accuracy = 0.7807 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7710 - g_loss: 2.4264 - d_accuracy: 0.8713 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7560 - g_loss: 2.4614 - d_accuracy: 0.8726Epoch 493: D Accuracy = 0.7632 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7616 - g_loss: 2.4813 - d_accuracy: 0.8687 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8103 - g_loss: 2.3848 - d_accuracy: 0.8518Epoch 494: D Accuracy = 0.8772 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8077 - g_loss: 2.4020 - d_accuracy: 0.8527 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8344 - g_loss: 2.3596 - d_accuracy: 0.8429Epoch 495: D Accuracy = 0.9211 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8285 - g_loss: 2.3607 - d_accuracy: 0.8456
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7598 - g_loss: 2.3637 - d_accuracy: 0.8708Epoch 496: D Accuracy = 0.8860 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7587 - g_loss: 2.3469 - d_accuracy: 0.8713 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8514 - g_loss: 2.3916 - d_accuracy: 0.8369Epoch 497: D Accuracy = 0.8772 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8462 - g_loss: 2.4200 - d_accuracy: 0.8383 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8117 - g_loss: 2.3527 - d_accuracy: 0.8520Epoch 498: D Accuracy = 0.8509 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8091 - g_loss: 2.3676 - d_accuracy: 0.8519 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7638 - g_loss: 2.4020 - d_accuracy: 0.8707Epoch 499: D Accuracy = 0.8596 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7622 - g_loss: 2.4179 - d_accuracy: 0.8703 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8165 - g_loss: 2.4298 - d_accuracy: 0.8448 Class 5 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.8246 27/27 [==============================] - 1s 41ms/step - d_loss: 0.8179 - g_loss: 2.4225 - d_accuracy: 0.8441 Training DCGAN for class 6... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9678 - g_loss: 1.6638 - d_accuracy: 0.7875WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0169s vs `on_train_batch_end` time: 0.0182s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.6692 - g_loss: 2.7518 - d_accuracy: 0.9166 Epoch 1: Generator loss improved from inf to 3.5414. Saving weights. Epoch 1: D Accuracy = 0.9200 27/27 [==============================] - 2s 43ms/step - d_loss: 0.6679 - g_loss: 2.7800 - d_accuracy: 0.9167 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7963 - g_loss: 2.5443 - d_accuracy: 0.8812 Epoch 2: Generator loss improved from 3.5414 to 2.9223. Saving weights. Epoch 2: D Accuracy = 0.9500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7889 - g_loss: 2.5578 - d_accuracy: 0.8837 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4612 - g_loss: 3.7800 - d_accuracy: 0.9771Epoch 3: D Accuracy = 0.9450 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4616 - g_loss: 3.7982 - d_accuracy: 0.9760 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7082 - g_loss: 4.4366 - d_accuracy: 0.9275Epoch 4: D Accuracy = 0.6800 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7204 - g_loss: 4.3841 - d_accuracy: 0.9187 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1544 - g_loss: 1.3228 - d_accuracy: 0.7341 Epoch 5: Generator loss improved from 2.9223 to 1.1908. Saving weights. Epoch 5: D Accuracy = 0.6750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1566 - g_loss: 1.3181 - d_accuracy: 0.7319 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 1.0416 - d_accuracy: 0.6531 Epoch 6: Generator loss improved from 1.1908 to 0.9331. Saving weights. Epoch 6: D Accuracy = 0.6450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2687 - g_loss: 1.0377 - d_accuracy: 0.6528 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2547 - g_loss: 1.0229 - d_accuracy: 0.6524 Epoch 7: Generator loss improved from 0.9331 to 0.9127. Saving weights. Epoch 7: D Accuracy = 0.6300 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2573 - g_loss: 1.0190 - d_accuracy: 0.6516 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2520 - g_loss: 1.0442 - d_accuracy: 0.6520Epoch 8: D Accuracy = 0.6200 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2514 - g_loss: 1.0432 - d_accuracy: 0.6509 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2138 - g_loss: 1.0769 - d_accuracy: 0.6711Epoch 9: D Accuracy = 0.6700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2130 - g_loss: 1.0786 - d_accuracy: 0.6710 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2249 - g_loss: 1.0979 - d_accuracy: 0.6722 Epoch 10: Generator loss improved from 0.9127 to 0.8984. Saving weights. Epoch 10: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2244 - g_loss: 1.0908 - d_accuracy: 0.6732 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1904 - g_loss: 1.1283 - d_accuracy: 0.6933 Epoch 11: Generator loss improved from 0.8984 to 0.8814. Saving weights. Epoch 11: D Accuracy = 0.6600 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1923 - g_loss: 1.1195 - d_accuracy: 0.6921 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1276 - g_loss: 1.2341 - d_accuracy: 0.7291Epoch 12: D Accuracy = 0.7550 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1267 - g_loss: 1.2287 - d_accuracy: 0.7300 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1086 - g_loss: 1.2865 - d_accuracy: 0.7364Epoch 13: D Accuracy = 0.7800 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1084 - g_loss: 1.2778 - d_accuracy: 0.7379 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1012 - g_loss: 1.3713 - d_accuracy: 0.7373Epoch 14: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1148 - g_loss: 1.4156 - d_accuracy: 0.7313 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0648 - g_loss: 1.3212 - d_accuracy: 0.7621Epoch 15: D Accuracy = 0.7650 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0633 - g_loss: 1.3237 - d_accuracy: 0.7622 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0529 - g_loss: 1.4054 - d_accuracy: 0.7636Epoch 16: D Accuracy = 0.7550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0517 - g_loss: 1.4179 - d_accuracy: 0.7633 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0980 - g_loss: 1.4179 - d_accuracy: 0.7389Epoch 17: D Accuracy = 0.8400 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0928 - g_loss: 1.4117 - d_accuracy: 0.7425 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0544 - g_loss: 1.4413 - d_accuracy: 0.7589Epoch 18: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0555 - g_loss: 1.4557 - d_accuracy: 0.7568 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1149 - g_loss: 1.3662 - d_accuracy: 0.7277Epoch 19: D Accuracy = 0.8050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1125 - g_loss: 1.3602 - d_accuracy: 0.7305 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1519 - g_loss: 1.3329 - d_accuracy: 0.7034Epoch 20: D Accuracy = 0.7450 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1492 - g_loss: 1.3375 - d_accuracy: 0.7049 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1702 - g_loss: 1.3021 - d_accuracy: 0.6917Epoch 21: D Accuracy = 0.7100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1679 - g_loss: 1.2957 - d_accuracy: 0.6923 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1714 - g_loss: 1.2696 - d_accuracy: 0.6950Epoch 22: D Accuracy = 0.7100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1687 - g_loss: 1.2727 - d_accuracy: 0.6955 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1828 - g_loss: 1.2293 - d_accuracy: 0.6886Epoch 23: D Accuracy = 0.6900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1840 - g_loss: 1.2186 - d_accuracy: 0.6887 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1978 - g_loss: 1.2361 - d_accuracy: 0.6803Epoch 24: D Accuracy = 0.5950 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2024 - g_loss: 1.2555 - d_accuracy: 0.6773 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1989 - g_loss: 1.1951 - d_accuracy: 0.6844Epoch 25: D Accuracy = 0.7050 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1984 - g_loss: 1.1869 - d_accuracy: 0.6851 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2047 - g_loss: 1.1889 - d_accuracy: 0.6698Epoch 26: D Accuracy = 0.7100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2022 - g_loss: 1.1840 - d_accuracy: 0.6713 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2064 - g_loss: 1.1817 - d_accuracy: 0.6734Epoch 27: D Accuracy = 0.6650 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2068 - g_loss: 1.1750 - d_accuracy: 0.6731 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1965 - g_loss: 1.1746 - d_accuracy: 0.6788 Epoch 28: Generator loss improved from 0.8814 to 0.8534. Saving weights. Epoch 28: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1963 - g_loss: 1.1631 - d_accuracy: 0.6814 Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2425 - g_loss: 1.1789 - d_accuracy: 0.6545Epoch 29: D Accuracy = 0.7450 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2394 - g_loss: 1.1730 - d_accuracy: 0.6577 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2385 - g_loss: 1.1525 - d_accuracy: 0.6494Epoch 30: D Accuracy = 0.6950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2366 - g_loss: 1.1472 - d_accuracy: 0.6511 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.1905 - d_accuracy: 0.6632Epoch 31: D Accuracy = 0.5750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2205 - g_loss: 1.2134 - d_accuracy: 0.6601 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2450 - g_loss: 1.1515 - d_accuracy: 0.6549Epoch 32: D Accuracy = 0.5350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2493 - g_loss: 1.1749 - d_accuracy: 0.6507 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2328 - g_loss: 1.1164 - d_accuracy: 0.6546Epoch 33: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2341 - g_loss: 1.1219 - d_accuracy: 0.6527 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2338 - g_loss: 1.1177 - d_accuracy: 0.6615Epoch 34: D Accuracy = 0.6450 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2357 - g_loss: 1.1138 - d_accuracy: 0.6609 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2401 - g_loss: 1.1374 - d_accuracy: 0.6554Epoch 35: D Accuracy = 0.5950 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2414 - g_loss: 1.1518 - d_accuracy: 0.6533 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2403 - g_loss: 1.1144 - d_accuracy: 0.6565Epoch 36: D Accuracy = 0.6900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2392 - g_loss: 1.1084 - d_accuracy: 0.6577 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 1.1045 - d_accuracy: 0.6575Epoch 37: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2354 - g_loss: 1.0981 - d_accuracy: 0.6599 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2477 - g_loss: 1.1138 - d_accuracy: 0.6457Epoch 38: D Accuracy = 0.5950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2477 - g_loss: 1.1277 - d_accuracy: 0.6439 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 1.0846 - d_accuracy: 0.6562Epoch 39: D Accuracy = 0.7450 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2360 - g_loss: 1.0830 - d_accuracy: 0.6594 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2516 - g_loss: 1.1126 - d_accuracy: 0.6508Epoch 40: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2496 - g_loss: 1.1179 - d_accuracy: 0.6508 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2250 - g_loss: 1.1065 - d_accuracy: 0.6641 Epoch 41: Generator loss improved from 0.8534 to 0.8344. Saving weights. Epoch 41: D Accuracy = 0.6700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2272 - g_loss: 1.0968 - d_accuracy: 0.6643 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 1.1005 - d_accuracy: 0.6312Epoch 42: D Accuracy = 0.6600 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2658 - g_loss: 1.0914 - d_accuracy: 0.6322 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.1064 - d_accuracy: 0.6533Epoch 43: D Accuracy = 0.6950 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2357 - g_loss: 1.0994 - d_accuracy: 0.6548 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2450 - g_loss: 1.1222 - d_accuracy: 0.6495Epoch 44: D Accuracy = 0.6500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2440 - g_loss: 1.1284 - d_accuracy: 0.6495 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2452 - g_loss: 1.0990 - d_accuracy: 0.6503Epoch 45: D Accuracy = 0.7100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2429 - g_loss: 1.0974 - d_accuracy: 0.6524 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2343 - g_loss: 1.1029 - d_accuracy: 0.6542Epoch 46: D Accuracy = 0.5900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2348 - g_loss: 1.1202 - d_accuracy: 0.6519 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2545 - g_loss: 1.0909 - d_accuracy: 0.6406Epoch 47: D Accuracy = 0.6100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2565 - g_loss: 1.0892 - d_accuracy: 0.6396 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2666 - g_loss: 1.0811 - d_accuracy: 0.6283Epoch 48: D Accuracy = 0.6400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2653 - g_loss: 1.0766 - d_accuracy: 0.6287 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2465 - g_loss: 1.0609 - d_accuracy: 0.6469 Epoch 49: Generator loss improved from 0.8344 to 0.7698. Saving weights. Epoch 49: D Accuracy = 0.6700 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2470 - g_loss: 1.0505 - d_accuracy: 0.6477 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2538 - g_loss: 1.0849 - d_accuracy: 0.6355 Epoch 50: Generator loss improved from 0.7698 to 0.7368. Saving weights. Epoch 50: D Accuracy = 0.5800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2568 - g_loss: 1.0724 - d_accuracy: 0.6335 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2449 - g_loss: 1.0923 - d_accuracy: 0.6507Epoch 51: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2462 - g_loss: 1.0868 - d_accuracy: 0.6489 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2479 - g_loss: 1.0900 - d_accuracy: 0.6400Epoch 52: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2488 - g_loss: 1.1091 - d_accuracy: 0.6386 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2503 - g_loss: 1.0865 - d_accuracy: 0.6448Epoch 53: D Accuracy = 0.6400 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2492 - g_loss: 1.0914 - d_accuracy: 0.6446 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 1.0974 - d_accuracy: 0.6318Epoch 54: D Accuracy = 0.6100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2646 - g_loss: 1.0987 - d_accuracy: 0.6310 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2383 - g_loss: 1.0638 - d_accuracy: 0.6490Epoch 55: D Accuracy = 0.6200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2398 - g_loss: 1.0550 - d_accuracy: 0.6479 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 1.0680 - d_accuracy: 0.6266Epoch 56: D Accuracy = 0.5950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2867 - g_loss: 1.0809 - d_accuracy: 0.6255 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 1.0711 - d_accuracy: 0.6510Epoch 57: D Accuracy = 0.5500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2438 - g_loss: 1.0690 - d_accuracy: 0.6474 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 1.0844 - d_accuracy: 0.6630Epoch 58: D Accuracy = 0.6400 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2296 - g_loss: 1.0842 - d_accuracy: 0.6622 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2594 - g_loss: 1.0905 - d_accuracy: 0.6405Epoch 59: D Accuracy = 0.6400 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2589 - g_loss: 1.0866 - d_accuracy: 0.6404 Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 1.0879 - d_accuracy: 0.6405Epoch 60: D Accuracy = 0.6950 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2523 - g_loss: 1.0894 - d_accuracy: 0.6424 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 1.0830 - d_accuracy: 0.6453Epoch 61: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2545 - g_loss: 1.0917 - d_accuracy: 0.6428 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2428 - g_loss: 1.0621 - d_accuracy: 0.6450Epoch 62: D Accuracy = 0.6150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2430 - g_loss: 1.0659 - d_accuracy: 0.6440 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 1.1032 - d_accuracy: 0.6487Epoch 63: D Accuracy = 0.7100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2365 - g_loss: 1.1066 - d_accuracy: 0.6509 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2701 - g_loss: 1.0908 - d_accuracy: 0.6341Epoch 64: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2729 - g_loss: 1.0833 - d_accuracy: 0.6328 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2405 - g_loss: 1.1050 - d_accuracy: 0.6554Epoch 65: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2399 - g_loss: 1.1001 - d_accuracy: 0.6552 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2447 - g_loss: 1.1036 - d_accuracy: 0.6483Epoch 66: D Accuracy = 0.6100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2461 - g_loss: 1.1091 - d_accuracy: 0.6469 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 1.0836 - d_accuracy: 0.6402Epoch 67: D Accuracy = 0.6800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2691 - g_loss: 1.0774 - d_accuracy: 0.6416 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2253 - g_loss: 1.1079 - d_accuracy: 0.6571Epoch 68: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2305 - g_loss: 1.1172 - d_accuracy: 0.6535 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2677 - g_loss: 1.0879 - d_accuracy: 0.6362Epoch 69: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2680 - g_loss: 1.0931 - d_accuracy: 0.6349 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 1.0918 - d_accuracy: 0.6538Epoch 70: D Accuracy = 0.6800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2346 - g_loss: 1.0883 - d_accuracy: 0.6547 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2575 - g_loss: 1.0987 - d_accuracy: 0.6412Epoch 71: D Accuracy = 0.6750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2562 - g_loss: 1.0907 - d_accuracy: 0.6424 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2082 - g_loss: 1.0983 - d_accuracy: 0.6702Epoch 72: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2106 - g_loss: 1.0928 - d_accuracy: 0.6677 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2725 - g_loss: 1.1380 - d_accuracy: 0.6434Epoch 73: D Accuracy = 0.6100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2723 - g_loss: 1.1352 - d_accuracy: 0.6422 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2340 - g_loss: 1.0968 - d_accuracy: 0.6510Epoch 74: D Accuracy = 0.7600 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2318 - g_loss: 1.0888 - d_accuracy: 0.6549 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2441 - g_loss: 1.0999 - d_accuracy: 0.6500Epoch 75: D Accuracy = 0.5350 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2489 - g_loss: 1.0960 - d_accuracy: 0.6459 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2566 - g_loss: 1.1157 - d_accuracy: 0.6469Epoch 76: D Accuracy = 0.5250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2617 - g_loss: 1.1199 - d_accuracy: 0.6426 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2483 - g_loss: 1.0911 - d_accuracy: 0.6524Epoch 77: D Accuracy = 0.6700 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2481 - g_loss: 1.0907 - d_accuracy: 0.6530 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2362 - g_loss: 1.1101 - d_accuracy: 0.6566Epoch 78: D Accuracy = 0.6350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2377 - g_loss: 1.1073 - d_accuracy: 0.6558 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2263 - g_loss: 1.1180 - d_accuracy: 0.6522Epoch 79: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2275 - g_loss: 1.1415 - d_accuracy: 0.6495 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 1.0960 - d_accuracy: 0.6511Epoch 80: D Accuracy = 0.6800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2383 - g_loss: 1.0949 - d_accuracy: 0.6521 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 1.1099 - d_accuracy: 0.6586Epoch 81: D Accuracy = 0.6100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2419 - g_loss: 1.1077 - d_accuracy: 0.6569 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 1.1216 - d_accuracy: 0.6513Epoch 82: D Accuracy = 0.6550 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2394 - g_loss: 1.1175 - d_accuracy: 0.6514 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2501 - g_loss: 1.0852 - d_accuracy: 0.6443Epoch 83: D Accuracy = 0.5800 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2559 - g_loss: 1.0899 - d_accuracy: 0.6420 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 1.0924 - d_accuracy: 0.6362Epoch 84: D Accuracy = 0.5450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2737 - g_loss: 1.0877 - d_accuracy: 0.6330 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2148 - g_loss: 1.1044 - d_accuracy: 0.6789Epoch 85: D Accuracy = 0.7450 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2127 - g_loss: 1.0954 - d_accuracy: 0.6813 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2481 - g_loss: 1.1168 - d_accuracy: 0.6437Epoch 86: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2502 - g_loss: 1.1139 - d_accuracy: 0.6430 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2278 - g_loss: 1.1174 - d_accuracy: 0.6571Epoch 87: D Accuracy = 0.5900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2281 - g_loss: 1.1260 - d_accuracy: 0.6547 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2411 - g_loss: 1.0953 - d_accuracy: 0.6483Epoch 88: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2465 - g_loss: 1.0844 - d_accuracy: 0.6450 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2385 - g_loss: 1.1229 - d_accuracy: 0.6595Epoch 89: D Accuracy = 0.6650 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2360 - g_loss: 1.1264 - d_accuracy: 0.6597 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2362 - g_loss: 1.1052 - d_accuracy: 0.6597Epoch 90: D Accuracy = 0.5850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2384 - g_loss: 1.1042 - d_accuracy: 0.6570 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 1.1387 - d_accuracy: 0.6469Epoch 91: D Accuracy = 0.5300 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2587 - g_loss: 1.1716 - d_accuracy: 0.6428 Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2306 - g_loss: 1.1081 - d_accuracy: 0.6617Epoch 92: D Accuracy = 0.6200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2310 - g_loss: 1.1113 - d_accuracy: 0.6602 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2208 - g_loss: 1.1021 - d_accuracy: 0.6646Epoch 93: D Accuracy = 0.5900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2229 - g_loss: 1.1047 - d_accuracy: 0.6620 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 1.1266 - d_accuracy: 0.6536Epoch 94: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2540 - g_loss: 1.1390 - d_accuracy: 0.6499 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2094 - g_loss: 1.1155 - d_accuracy: 0.6723Epoch 95: D Accuracy = 0.7550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2059 - g_loss: 1.1170 - d_accuracy: 0.6753 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1914 - g_loss: 1.1504 - d_accuracy: 0.6816Epoch 96: D Accuracy = 0.6700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1923 - g_loss: 1.1550 - d_accuracy: 0.6812 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2513 - g_loss: 1.1437 - d_accuracy: 0.6502Epoch 97: D Accuracy = 0.5150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2557 - g_loss: 1.1488 - d_accuracy: 0.6453 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2148 - g_loss: 1.1420 - d_accuracy: 0.6659Epoch 98: D Accuracy = 0.7400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2104 - g_loss: 1.1437 - d_accuracy: 0.6685 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.1868 - d_accuracy: 0.6701Epoch 99: D Accuracy = 0.6600 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2092 - g_loss: 1.1923 - d_accuracy: 0.6698 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2325 - g_loss: 1.1258 - d_accuracy: 0.6625 Class 6 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.6100 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2344 - g_loss: 1.1347 - d_accuracy: 0.6606 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2467 - g_loss: 1.1379 - d_accuracy: 0.6530Epoch 101: D Accuracy = 0.6900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2458 - g_loss: 1.1407 - d_accuracy: 0.6543 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.1544 - d_accuracy: 0.6711Epoch 102: D Accuracy = 0.6850 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2144 - g_loss: 1.1645 - d_accuracy: 0.6716 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2225 - g_loss: 1.1385 - d_accuracy: 0.6649Epoch 103: D Accuracy = 0.5650 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2287 - g_loss: 1.1369 - d_accuracy: 0.6613 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2387 - g_loss: 1.1262 - d_accuracy: 0.6622Epoch 104: D Accuracy = 0.6800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2375 - g_loss: 1.1326 - d_accuracy: 0.6628 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.1453 - d_accuracy: 0.6798Epoch 105: D Accuracy = 0.7850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1994 - g_loss: 1.1528 - d_accuracy: 0.6836 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1895 - g_loss: 1.1905 - d_accuracy: 0.6924Epoch 106: D Accuracy = 0.6950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1898 - g_loss: 1.1828 - d_accuracy: 0.6925 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1718 - g_loss: 1.1658 - d_accuracy: 0.6991Epoch 107: D Accuracy = 0.7500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1699 - g_loss: 1.1617 - d_accuracy: 0.7009 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1977 - g_loss: 1.1612 - d_accuracy: 0.6790Epoch 108: D Accuracy = 0.7050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1998 - g_loss: 1.1492 - d_accuracy: 0.6800 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1901 - g_loss: 1.2131 - d_accuracy: 0.6813Epoch 109: D Accuracy = 0.6650 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1926 - g_loss: 1.1973 - d_accuracy: 0.6807 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 1.1913 - d_accuracy: 0.6758Epoch 110: D Accuracy = 0.7150 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2310 - g_loss: 1.1777 - d_accuracy: 0.6772 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1962 - g_loss: 1.1634 - d_accuracy: 0.6782Epoch 111: D Accuracy = 0.6400 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1986 - g_loss: 1.1604 - d_accuracy: 0.6769 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1744 - g_loss: 1.1409 - d_accuracy: 0.6959Epoch 112: D Accuracy = 0.6750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1743 - g_loss: 1.1448 - d_accuracy: 0.6951 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2026 - g_loss: 1.1978 - d_accuracy: 0.6776Epoch 113: D Accuracy = 0.6350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2030 - g_loss: 1.1973 - d_accuracy: 0.6761 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2131 - g_loss: 1.1567 - d_accuracy: 0.6696Epoch 114: D Accuracy = 0.7200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2121 - g_loss: 1.1601 - d_accuracy: 0.6714 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2228 - g_loss: 1.1643 - d_accuracy: 0.6708Epoch 115: D Accuracy = 0.6650 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2233 - g_loss: 1.1526 - d_accuracy: 0.6705 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2223 - g_loss: 1.1676 - d_accuracy: 0.6643Epoch 116: D Accuracy = 0.6200 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2228 - g_loss: 1.1635 - d_accuracy: 0.6627 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 1.1520 - d_accuracy: 0.6562Epoch 117: D Accuracy = 0.6350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2528 - g_loss: 1.1482 - d_accuracy: 0.6554 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1912 - g_loss: 1.1294 - d_accuracy: 0.6878 Epoch 118: Generator loss improved from 0.7368 to 0.6896. Saving weights. Epoch 118: D Accuracy = 0.6400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1968 - g_loss: 1.1137 - d_accuracy: 0.6861 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 1.1797 - d_accuracy: 0.6644Epoch 119: D Accuracy = 0.7050 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2356 - g_loss: 1.1785 - d_accuracy: 0.6659 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2219 - g_loss: 1.1667 - d_accuracy: 0.6674Epoch 120: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2235 - g_loss: 1.1883 - d_accuracy: 0.6634 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1960 - g_loss: 1.1548 - d_accuracy: 0.6858Epoch 121: D Accuracy = 0.7750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1920 - g_loss: 1.1561 - d_accuracy: 0.6890 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2214 - g_loss: 1.1476 - d_accuracy: 0.6610Epoch 122: D Accuracy = 0.6550 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2222 - g_loss: 1.1527 - d_accuracy: 0.6608 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2208 - g_loss: 1.1259 - d_accuracy: 0.6668Epoch 123: D Accuracy = 0.7300 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2199 - g_loss: 1.1193 - d_accuracy: 0.6691 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2308 - g_loss: 1.1646 - d_accuracy: 0.6577Epoch 124: D Accuracy = 0.6550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2287 - g_loss: 1.1740 - d_accuracy: 0.6576 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2250 - g_loss: 1.1401 - d_accuracy: 0.6640Epoch 125: D Accuracy = 0.6400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2264 - g_loss: 1.1411 - d_accuracy: 0.6632 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2082 - g_loss: 1.1312 - d_accuracy: 0.6675Epoch 126: D Accuracy = 0.6900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2076 - g_loss: 1.1245 - d_accuracy: 0.6683 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.1872 - d_accuracy: 0.6774Epoch 127: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2027 - g_loss: 1.2079 - d_accuracy: 0.6735 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1843 - g_loss: 1.1574 - d_accuracy: 0.6880Epoch 128: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1821 - g_loss: 1.1629 - d_accuracy: 0.6893 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1924 - g_loss: 1.1705 - d_accuracy: 0.6785Epoch 129: D Accuracy = 0.7050 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1925 - g_loss: 1.1608 - d_accuracy: 0.6794 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1839 - g_loss: 1.1869 - d_accuracy: 0.6906Epoch 130: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1862 - g_loss: 1.1716 - d_accuracy: 0.6909 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2152 - g_loss: 1.2008 - d_accuracy: 0.6713Epoch 131: D Accuracy = 0.6400 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2168 - g_loss: 1.1922 - d_accuracy: 0.6702 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2163 - g_loss: 1.1719 - d_accuracy: 0.6690Epoch 132: D Accuracy = 0.6100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2193 - g_loss: 1.1808 - d_accuracy: 0.6669 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1787 - g_loss: 1.1580 - d_accuracy: 0.6928Epoch 133: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1750 - g_loss: 1.1548 - d_accuracy: 0.6967 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1857 - g_loss: 1.1655 - d_accuracy: 0.6884Epoch 134: D Accuracy = 0.6600 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1869 - g_loss: 1.1643 - d_accuracy: 0.6873 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1753 - g_loss: 1.2003 - d_accuracy: 0.6958Epoch 135: D Accuracy = 0.7900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1710 - g_loss: 1.2016 - d_accuracy: 0.6991 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1940 - g_loss: 1.1831 - d_accuracy: 0.6808Epoch 136: D Accuracy = 0.7850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1904 - g_loss: 1.1778 - d_accuracy: 0.6846 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.1794 - d_accuracy: 0.6830Epoch 137: D Accuracy = 0.6450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1915 - g_loss: 1.1735 - d_accuracy: 0.6817 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1822 - g_loss: 1.1736 - d_accuracy: 0.6921Epoch 138: D Accuracy = 0.7050 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1862 - g_loss: 1.1568 - d_accuracy: 0.6925 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2011 - g_loss: 1.2022 - d_accuracy: 0.6797Epoch 139: D Accuracy = 0.6650 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2004 - g_loss: 1.2023 - d_accuracy: 0.6792 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2049 - g_loss: 1.1929 - d_accuracy: 0.6701Epoch 140: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2069 - g_loss: 1.1854 - d_accuracy: 0.6685 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2113 - g_loss: 1.1706 - d_accuracy: 0.6706Epoch 141: D Accuracy = 0.6800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2090 - g_loss: 1.1729 - d_accuracy: 0.6709 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1981 - g_loss: 1.1793 - d_accuracy: 0.6742Epoch 142: D Accuracy = 0.6950 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1963 - g_loss: 1.1805 - d_accuracy: 0.6749 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1709 - g_loss: 1.1928 - d_accuracy: 0.6953Epoch 143: D Accuracy = 0.7350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1704 - g_loss: 1.1863 - d_accuracy: 0.6968 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1686 - g_loss: 1.2271 - d_accuracy: 0.6996Epoch 144: D Accuracy = 0.6700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1688 - g_loss: 1.2185 - d_accuracy: 0.6985 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1588 - g_loss: 1.2107 - d_accuracy: 0.7057Epoch 145: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1590 - g_loss: 1.2076 - d_accuracy: 0.7064 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1830 - g_loss: 1.2383 - d_accuracy: 0.6953Epoch 146: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1869 - g_loss: 1.2447 - d_accuracy: 0.6928 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1635 - g_loss: 1.2355 - d_accuracy: 0.6980Epoch 147: D Accuracy = 0.6950 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1625 - g_loss: 1.2416 - d_accuracy: 0.6979 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1658 - g_loss: 1.2366 - d_accuracy: 0.7063Epoch 148: D Accuracy = 0.6800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1651 - g_loss: 1.2451 - d_accuracy: 0.7054 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1558 - g_loss: 1.2074 - d_accuracy: 0.7077Epoch 149: D Accuracy = 0.7550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1532 - g_loss: 1.2085 - d_accuracy: 0.7093 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1953 - g_loss: 1.2341 - d_accuracy: 0.6800Epoch 150: D Accuracy = 0.6650 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1944 - g_loss: 1.2376 - d_accuracy: 0.6795 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1696 - g_loss: 1.2180 - d_accuracy: 0.6991Epoch 151: D Accuracy = 0.7300 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1706 - g_loss: 1.2070 - d_accuracy: 0.7002 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1735 - g_loss: 1.2298 - d_accuracy: 0.6888Epoch 152: D Accuracy = 0.7100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1720 - g_loss: 1.2338 - d_accuracy: 0.6895 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1592 - g_loss: 1.2375 - d_accuracy: 0.6995Epoch 153: D Accuracy = 0.7650 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1548 - g_loss: 1.2451 - d_accuracy: 0.7018 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1710 - g_loss: 1.2042 - d_accuracy: 0.6961Epoch 154: D Accuracy = 0.7400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1694 - g_loss: 1.1997 - d_accuracy: 0.6977 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1439 - g_loss: 1.2479 - d_accuracy: 0.7102Epoch 155: D Accuracy = 0.7450 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1429 - g_loss: 1.2462 - d_accuracy: 0.7114 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1618 - g_loss: 1.2505 - d_accuracy: 0.6981Epoch 156: D Accuracy = 0.6850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1584 - g_loss: 1.2631 - d_accuracy: 0.6976 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1584 - g_loss: 1.2587 - d_accuracy: 0.7051Epoch 157: D Accuracy = 0.7450 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1548 - g_loss: 1.2656 - d_accuracy: 0.7065 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2128 - g_loss: 1.2291 - d_accuracy: 0.6722Epoch 158: D Accuracy = 0.7600 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2086 - g_loss: 1.2286 - d_accuracy: 0.6754 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1374 - g_loss: 1.2367 - d_accuracy: 0.7169Epoch 159: D Accuracy = 0.7050 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1354 - g_loss: 1.2395 - d_accuracy: 0.7165 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1330 - g_loss: 1.2655 - d_accuracy: 0.7159Epoch 160: D Accuracy = 0.6850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1340 - g_loss: 1.2689 - d_accuracy: 0.7148 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1467 - g_loss: 1.2401 - d_accuracy: 0.7094Epoch 161: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1457 - g_loss: 1.2427 - d_accuracy: 0.7100 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1604 - g_loss: 1.2923 - d_accuracy: 0.6963Epoch 162: D Accuracy = 0.6400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1616 - g_loss: 1.3090 - d_accuracy: 0.6943 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1690 - g_loss: 1.2370 - d_accuracy: 0.7024Epoch 163: D Accuracy = 0.8250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1632 - g_loss: 1.2356 - d_accuracy: 0.7068
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1832 - g_loss: 1.2423 - d_accuracy: 0.6916Epoch 164: D Accuracy = 0.5900 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1911 - g_loss: 1.2243 - d_accuracy: 0.6879 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1171 - g_loss: 1.2838 - d_accuracy: 0.7275Epoch 165: D Accuracy = 0.7600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1158 - g_loss: 1.2810 - d_accuracy: 0.7287 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1448 - g_loss: 1.2669 - d_accuracy: 0.7086Epoch 166: D Accuracy = 0.7600 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1406 - g_loss: 1.2650 - d_accuracy: 0.7104 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1108 - g_loss: 1.2847 - d_accuracy: 0.7316Epoch 167: D Accuracy = 0.8500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1051 - g_loss: 1.2925 - d_accuracy: 0.7358 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1556 - g_loss: 1.2754 - d_accuracy: 0.6971Epoch 168: D Accuracy = 0.6300 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1596 - g_loss: 1.2790 - d_accuracy: 0.6947 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1383 - g_loss: 1.2778 - d_accuracy: 0.7115Epoch 169: D Accuracy = 0.6200 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1434 - g_loss: 1.2629 - d_accuracy: 0.7082 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1556 - g_loss: 1.2982 - d_accuracy: 0.7078Epoch 170: D Accuracy = 0.7950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1521 - g_loss: 1.2964 - d_accuracy: 0.7109 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1130 - g_loss: 1.2575 - d_accuracy: 0.7264Epoch 171: D Accuracy = 0.7350 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1129 - g_loss: 1.2550 - d_accuracy: 0.7267 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1512 - g_loss: 1.2678 - d_accuracy: 0.7092Epoch 172: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1478 - g_loss: 1.2711 - d_accuracy: 0.7107 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1237 - g_loss: 1.3059 - d_accuracy: 0.7249Epoch 173: D Accuracy = 0.5950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1290 - g_loss: 1.3172 - d_accuracy: 0.7202 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1435 - g_loss: 1.2975 - d_accuracy: 0.7102Epoch 174: D Accuracy = 0.6450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1441 - g_loss: 1.3073 - d_accuracy: 0.7079 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1604 - g_loss: 1.2654 - d_accuracy: 0.7023Epoch 175: D Accuracy = 0.7550 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1589 - g_loss: 1.2522 - d_accuracy: 0.7042 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1169 - g_loss: 1.2798 - d_accuracy: 0.7266Epoch 176: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1174 - g_loss: 1.2867 - d_accuracy: 0.7256 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1228 - g_loss: 1.2968 - d_accuracy: 0.7126Epoch 177: D Accuracy = 0.6350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1237 - g_loss: 1.3105 - d_accuracy: 0.7098 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1452 - g_loss: 1.2826 - d_accuracy: 0.7137Epoch 178: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1474 - g_loss: 1.2741 - d_accuracy: 0.7137 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1176 - g_loss: 1.3208 - d_accuracy: 0.7166Epoch 179: D Accuracy = 0.6950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1177 - g_loss: 1.3244 - d_accuracy: 0.7158 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1367 - g_loss: 1.3081 - d_accuracy: 0.7212Epoch 180: D Accuracy = 0.8050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1333 - g_loss: 1.3070 - d_accuracy: 0.7242 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0991 - g_loss: 1.3007 - d_accuracy: 0.7316Epoch 181: D Accuracy = 0.8050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0963 - g_loss: 1.3021 - d_accuracy: 0.7343 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1349 - g_loss: 1.3202 - d_accuracy: 0.7120Epoch 182: D Accuracy = 0.6850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1378 - g_loss: 1.3034 - d_accuracy: 0.7110 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1345 - g_loss: 1.3517 - d_accuracy: 0.7077Epoch 183: D Accuracy = 0.6500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1330 - g_loss: 1.3644 - d_accuracy: 0.7056 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1271 - g_loss: 1.3185 - d_accuracy: 0.7225Epoch 184: D Accuracy = 0.7700 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1224 - g_loss: 1.3223 - d_accuracy: 0.7242 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1158 - g_loss: 1.2939 - d_accuracy: 0.7233Epoch 185: D Accuracy = 0.7700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1161 - g_loss: 1.2816 - d_accuracy: 0.7249 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1200 - g_loss: 1.3130 - d_accuracy: 0.7212Epoch 186: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1221 - g_loss: 1.2986 - d_accuracy: 0.7222 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0956 - g_loss: 1.3490 - d_accuracy: 0.7338Epoch 187: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0955 - g_loss: 1.3422 - d_accuracy: 0.7344 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1549 - g_loss: 1.3373 - d_accuracy: 0.7043Epoch 188: D Accuracy = 0.7400 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1544 - g_loss: 1.3250 - d_accuracy: 0.7056 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1134 - g_loss: 1.3259 - d_accuracy: 0.7245Epoch 189: D Accuracy = 0.6150 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1177 - g_loss: 1.3365 - d_accuracy: 0.7205 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1011 - g_loss: 1.3145 - d_accuracy: 0.7325Epoch 190: D Accuracy = 0.6850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1033 - g_loss: 1.3159 - d_accuracy: 0.7308 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1011 - g_loss: 1.3377 - d_accuracy: 0.7347Epoch 191: D Accuracy = 0.6950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1009 - g_loss: 1.3485 - d_accuracy: 0.7332 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1273 - g_loss: 1.3627 - d_accuracy: 0.7224Epoch 192: D Accuracy = 0.5900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1327 - g_loss: 1.3727 - d_accuracy: 0.7176 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0914 - g_loss: 1.3347 - d_accuracy: 0.7413Epoch 193: D Accuracy = 0.8500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0860 - g_loss: 1.3324 - d_accuracy: 0.7451 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1113 - g_loss: 1.3550 - d_accuracy: 0.7275Epoch 194: D Accuracy = 0.7600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1085 - g_loss: 1.3586 - d_accuracy: 0.7287 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1346 - g_loss: 1.3499 - d_accuracy: 0.7138Epoch 195: D Accuracy = 0.7450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1356 - g_loss: 1.3355 - d_accuracy: 0.7149
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0954 - g_loss: 1.3547 - d_accuracy: 0.7375Epoch 196: D Accuracy = 0.7200 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0949 - g_loss: 1.3607 - d_accuracy: 0.7368 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0889 - g_loss: 1.3278 - d_accuracy: 0.7486Epoch 197: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1012 - g_loss: 1.3061 - d_accuracy: 0.7441 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1065 - g_loss: 1.3709 - d_accuracy: 0.7291Epoch 198: D Accuracy = 0.6050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1117 - g_loss: 1.3816 - d_accuracy: 0.7247 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0886 - g_loss: 1.3455 - d_accuracy: 0.7382Epoch 199: D Accuracy = 0.6350 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0938 - g_loss: 1.3499 - d_accuracy: 0.7345 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0986 - g_loss: 1.3627 - d_accuracy: 0.7416 Class 6 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.6550 27/27 [==============================] - 1s 41ms/step - d_loss: 1.1019 - g_loss: 1.3788 - d_accuracy: 0.7385 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1260 - g_loss: 1.3790 - d_accuracy: 0.7145Epoch 201: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1307 - g_loss: 1.4096 - d_accuracy: 0.7094 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0769 - g_loss: 1.3460 - d_accuracy: 0.7505Epoch 202: D Accuracy = 0.8100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0735 - g_loss: 1.3499 - d_accuracy: 0.7526 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0855 - g_loss: 1.3700 - d_accuracy: 0.7367Epoch 203: D Accuracy = 0.7700 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0858 - g_loss: 1.3580 - d_accuracy: 0.7379 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0664 - g_loss: 1.4027 - d_accuracy: 0.7485Epoch 204: D Accuracy = 0.8100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0652 - g_loss: 1.3930 - d_accuracy: 0.7507 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0978 - g_loss: 1.4280 - d_accuracy: 0.7340Epoch 205: D Accuracy = 0.6650 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0981 - g_loss: 1.4535 - d_accuracy: 0.7315 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1048 - g_loss: 1.3785 - d_accuracy: 0.7329Epoch 206: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1036 - g_loss: 1.3675 - d_accuracy: 0.7353 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0982 - g_loss: 1.3961 - d_accuracy: 0.7241Epoch 207: D Accuracy = 0.6400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0987 - g_loss: 1.4124 - d_accuracy: 0.7211 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0843 - g_loss: 1.4003 - d_accuracy: 0.7345Epoch 208: D Accuracy = 0.7650 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0807 - g_loss: 1.4079 - d_accuracy: 0.7356 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0952 - g_loss: 1.4176 - d_accuracy: 0.7306Epoch 209: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0918 - g_loss: 1.4185 - d_accuracy: 0.7331 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0771 - g_loss: 1.3797 - d_accuracy: 0.7500 Epoch 210: Generator loss improved from 0.6896 to 0.5643. Saving weights. Epoch 210: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0905 - g_loss: 1.3505 - d_accuracy: 0.7438 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0826 - g_loss: 1.4297 - d_accuracy: 0.7481Epoch 211: D Accuracy = 0.7300 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0848 - g_loss: 1.4114 - d_accuracy: 0.7475 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0564 - g_loss: 1.4064 - d_accuracy: 0.7534Epoch 212: D Accuracy = 0.8800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0515 - g_loss: 1.4081 - d_accuracy: 0.7579 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0605 - g_loss: 1.4048 - d_accuracy: 0.7513Epoch 213: D Accuracy = 0.7900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0596 - g_loss: 1.3991 - d_accuracy: 0.7527 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0632 - g_loss: 1.4924 - d_accuracy: 0.7454Epoch 214: D Accuracy = 0.6150 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0684 - g_loss: 1.5048 - d_accuracy: 0.7408 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0913 - g_loss: 1.4365 - d_accuracy: 0.7371Epoch 215: D Accuracy = 0.8200 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0862 - g_loss: 1.4367 - d_accuracy: 0.7401 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0731 - g_loss: 1.4352 - d_accuracy: 0.7505Epoch 216: D Accuracy = 0.7200 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0727 - g_loss: 1.4402 - d_accuracy: 0.7494 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0884 - g_loss: 1.4468 - d_accuracy: 0.7392Epoch 217: D Accuracy = 0.6450 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0912 - g_loss: 1.4624 - d_accuracy: 0.7358 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0583 - g_loss: 1.4282 - d_accuracy: 0.7541Epoch 218: D Accuracy = 0.7600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0599 - g_loss: 1.4132 - d_accuracy: 0.7543 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0517 - g_loss: 1.4459 - d_accuracy: 0.7579Epoch 219: D Accuracy = 0.7800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0515 - g_loss: 1.4402 - d_accuracy: 0.7587 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0765 - g_loss: 1.4296 - d_accuracy: 0.7470Epoch 220: D Accuracy = 0.7750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0758 - g_loss: 1.4257 - d_accuracy: 0.7480 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0479 - g_loss: 1.4364 - d_accuracy: 0.7531Epoch 221: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0478 - g_loss: 1.4441 - d_accuracy: 0.7521 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0599 - g_loss: 1.4423 - d_accuracy: 0.7513Epoch 222: D Accuracy = 0.7900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0574 - g_loss: 1.4414 - d_accuracy: 0.7527 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0553 - g_loss: 1.4460 - d_accuracy: 0.7566Epoch 223: D Accuracy = 0.7450 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0535 - g_loss: 1.4530 - d_accuracy: 0.7562 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0745 - g_loss: 1.4850 - d_accuracy: 0.7335Epoch 224: D Accuracy = 0.7100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0744 - g_loss: 1.4911 - d_accuracy: 0.7326 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0583 - g_loss: 1.4312 - d_accuracy: 0.7467Epoch 225: D Accuracy = 0.7400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0555 - g_loss: 1.4510 - d_accuracy: 0.7465 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1076 - g_loss: 1.4395 - d_accuracy: 0.7308Epoch 226: D Accuracy = 0.7200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1127 - g_loss: 1.4156 - d_accuracy: 0.7304 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0602 - g_loss: 1.4743 - d_accuracy: 0.7457Epoch 227: D Accuracy = 0.7250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0620 - g_loss: 1.4778 - d_accuracy: 0.7450 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0288 - g_loss: 1.4434 - d_accuracy: 0.7720Epoch 228: D Accuracy = 0.7850 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0272 - g_loss: 1.4438 - d_accuracy: 0.7724 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0785 - g_loss: 1.4587 - d_accuracy: 0.7497Epoch 229: D Accuracy = 0.7650 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0786 - g_loss: 1.4474 - d_accuracy: 0.7502 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0186 - g_loss: 1.4576 - d_accuracy: 0.7731Epoch 230: D Accuracy = 0.7950 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0199 - g_loss: 1.4431 - d_accuracy: 0.7739 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0471 - g_loss: 1.5164 - d_accuracy: 0.7613Epoch 231: D Accuracy = 0.8600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0409 - g_loss: 1.5211 - d_accuracy: 0.7648 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0581 - g_loss: 1.4777 - d_accuracy: 0.7523Epoch 232: D Accuracy = 0.7350 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0598 - g_loss: 1.4849 - d_accuracy: 0.7517 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0433 - g_loss: 1.4970 - d_accuracy: 0.7514Epoch 233: D Accuracy = 0.7800 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0423 - g_loss: 1.4843 - d_accuracy: 0.7524 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0418 - g_loss: 1.5089 - d_accuracy: 0.7659Epoch 234: D Accuracy = 0.7850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0405 - g_loss: 1.5001 - d_accuracy: 0.7666 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0577 - g_loss: 1.5212 - d_accuracy: 0.7489Epoch 235: D Accuracy = 0.7550 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0573 - g_loss: 1.5271 - d_accuracy: 0.7491 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0165 - g_loss: 1.5016 - d_accuracy: 0.7748Epoch 236: D Accuracy = 0.8050 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0167 - g_loss: 1.4929 - d_accuracy: 0.7758 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9984 - g_loss: 1.5356 - d_accuracy: 0.7827Epoch 237: D Accuracy = 0.7800 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9976 - g_loss: 1.5420 - d_accuracy: 0.7826 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9975 - g_loss: 1.5261 - d_accuracy: 0.7869Epoch 238: D Accuracy = 0.7150 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0003 - g_loss: 1.5211 - d_accuracy: 0.7843 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0600 - g_loss: 1.5669 - d_accuracy: 0.7498Epoch 239: D Accuracy = 0.7850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0565 - g_loss: 1.5714 - d_accuracy: 0.7511 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0326 - g_loss: 1.4886 - d_accuracy: 0.7678Epoch 240: D Accuracy = 0.8050 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0310 - g_loss: 1.4859 - d_accuracy: 0.7691 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0220 - g_loss: 1.5244 - d_accuracy: 0.7701Epoch 241: D Accuracy = 0.7150 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0291 - g_loss: 1.5082 - d_accuracy: 0.7681 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0423 - g_loss: 1.5033 - d_accuracy: 0.7592Epoch 242: D Accuracy = 0.7550 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0447 - g_loss: 1.4834 - d_accuracy: 0.7590 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0411 - g_loss: 1.5721 - d_accuracy: 0.7520Epoch 243: D Accuracy = 0.6800 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0461 - g_loss: 1.5773 - d_accuracy: 0.7495 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0413 - g_loss: 1.5287 - d_accuracy: 0.7608Epoch 244: D Accuracy = 0.7300 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0444 - g_loss: 1.5053 - d_accuracy: 0.7597 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0671 - g_loss: 1.5251 - d_accuracy: 0.7456Epoch 245: D Accuracy = 0.7300 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0685 - g_loss: 1.5146 - d_accuracy: 0.7451 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0166 - g_loss: 1.4875 - d_accuracy: 0.7687Epoch 246: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0204 - g_loss: 1.4673 - d_accuracy: 0.7680 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0431 - g_loss: 1.5451 - d_accuracy: 0.7570Epoch 247: D Accuracy = 0.7350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0454 - g_loss: 1.5261 - d_accuracy: 0.7562 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0219 - g_loss: 1.5749 - d_accuracy: 0.7625Epoch 248: D Accuracy = 0.6700 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0243 - g_loss: 1.6032 - d_accuracy: 0.7592 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0838 - g_loss: 1.5623 - d_accuracy: 0.7633Epoch 249: D Accuracy = 0.8600 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0765 - g_loss: 1.5635 - d_accuracy: 0.7668 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0280 - g_loss: 1.5476 - d_accuracy: 0.7641Epoch 250: D Accuracy = 0.8350 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0239 - g_loss: 1.5547 - d_accuracy: 0.7667 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9902 - g_loss: 1.5802 - d_accuracy: 0.7874Epoch 251: D Accuracy = 0.8300 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9868 - g_loss: 1.5798 - d_accuracy: 0.7889 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9965 - g_loss: 1.5963 - d_accuracy: 0.7843Epoch 252: D Accuracy = 0.8050 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9960 - g_loss: 1.5943 - d_accuracy: 0.7850 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0101 - g_loss: 1.5534 - d_accuracy: 0.7716Epoch 253: D Accuracy = 0.8850 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0047 - g_loss: 1.5466 - d_accuracy: 0.7757 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9765 - g_loss: 1.5502 - d_accuracy: 0.7953Epoch 254: D Accuracy = 0.8050 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9766 - g_loss: 1.5414 - d_accuracy: 0.7956 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0623 - g_loss: 1.5938 - d_accuracy: 0.7530Epoch 255: D Accuracy = 0.7800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0631 - g_loss: 1.5734 - d_accuracy: 0.7540 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9613 - g_loss: 1.5682 - d_accuracy: 0.8052Epoch 256: D Accuracy = 0.7400 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9677 - g_loss: 1.5504 - d_accuracy: 0.8029 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9911 - g_loss: 1.6174 - d_accuracy: 0.7841Epoch 257: D Accuracy = 0.8900 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9873 - g_loss: 1.6127 - d_accuracy: 0.7879 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0047 - g_loss: 1.5951 - d_accuracy: 0.7784Epoch 258: D Accuracy = 0.8100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0021 - g_loss: 1.5955 - d_accuracy: 0.7795 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0091 - g_loss: 1.5895 - d_accuracy: 0.7767Epoch 259: D Accuracy = 0.6700 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0139 - g_loss: 1.5997 - d_accuracy: 0.7729 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9951 - g_loss: 1.6225 - d_accuracy: 0.7848Epoch 260: D Accuracy = 0.7050 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9972 - g_loss: 1.6232 - d_accuracy: 0.7819 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0155 - g_loss: 1.5970 - d_accuracy: 0.7756Epoch 261: D Accuracy = 0.7550 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0137 - g_loss: 1.6029 - d_accuracy: 0.7749 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9775 - g_loss: 1.5874 - d_accuracy: 0.7921Epoch 262: D Accuracy = 0.7850 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9806 - g_loss: 1.5644 - d_accuracy: 0.7918 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9811 - g_loss: 1.6381 - d_accuracy: 0.7905Epoch 263: D Accuracy = 0.6200 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9858 - g_loss: 1.6681 - d_accuracy: 0.7844
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9817 - g_loss: 1.6049 - d_accuracy: 0.7857Epoch 264: D Accuracy = 0.7300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9845 - g_loss: 1.6086 - d_accuracy: 0.7837 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9574 - g_loss: 1.6466 - d_accuracy: 0.7992Epoch 265: D Accuracy = 0.8900 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9532 - g_loss: 1.6515 - d_accuracy: 0.8024 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9233 - g_loss: 1.6447 - d_accuracy: 0.8203Epoch 266: D Accuracy = 0.8150 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9269 - g_loss: 1.6334 - d_accuracy: 0.8201 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0601 - g_loss: 1.6842 - d_accuracy: 0.7517Epoch 267: D Accuracy = 0.8400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0551 - g_loss: 1.6797 - d_accuracy: 0.7549 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9952 - g_loss: 1.6652 - d_accuracy: 0.7854Epoch 268: D Accuracy = 0.8500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9929 - g_loss: 1.6645 - d_accuracy: 0.7877 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9987 - g_loss: 1.6122 - d_accuracy: 0.7813Epoch 269: D Accuracy = 0.7950 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9995 - g_loss: 1.5979 - d_accuracy: 0.7818 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0242 - g_loss: 1.6557 - d_accuracy: 0.7725Epoch 270: D Accuracy = 0.8350 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0219 - g_loss: 1.6442 - d_accuracy: 0.7748 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0118 - g_loss: 1.6694 - d_accuracy: 0.7669Epoch 271: D Accuracy = 0.5450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0282 - g_loss: 1.7091 - d_accuracy: 0.7589 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9681 - g_loss: 1.6289 - d_accuracy: 0.8007Epoch 272: D Accuracy = 0.6650 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9738 - g_loss: 1.6307 - d_accuracy: 0.7958 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0208 - g_loss: 1.6190 - d_accuracy: 0.7663Epoch 273: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0198 - g_loss: 1.6101 - d_accuracy: 0.7675 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9527 - g_loss: 1.6167 - d_accuracy: 0.8041Epoch 274: D Accuracy = 0.7800 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9521 - g_loss: 1.6270 - d_accuracy: 0.8032 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9663 - g_loss: 1.6220 - d_accuracy: 0.7979Epoch 275: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9633 - g_loss: 1.6168 - d_accuracy: 0.8006 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1145 - g_loss: 1.7305 - d_accuracy: 0.7556Epoch 276: D Accuracy = 0.8200 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1092 - g_loss: 1.7188 - d_accuracy: 0.7579 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9681 - g_loss: 1.6251 - d_accuracy: 0.7986Epoch 277: D Accuracy = 0.8250 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9669 - g_loss: 1.6218 - d_accuracy: 0.7996 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9930 - g_loss: 1.6514 - d_accuracy: 0.7790Epoch 278: D Accuracy = 0.8150 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9931 - g_loss: 1.6362 - d_accuracy: 0.7803 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9229 - g_loss: 1.6727 - d_accuracy: 0.8181Epoch 279: D Accuracy = 0.8650 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9233 - g_loss: 1.6681 - d_accuracy: 0.8197 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9180 - g_loss: 1.6896 - d_accuracy: 0.8181Epoch 280: D Accuracy = 0.7450 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9180 - g_loss: 1.7067 - d_accuracy: 0.8155 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9842 - g_loss: 1.7023 - d_accuracy: 0.7842Epoch 281: D Accuracy = 0.6800 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9865 - g_loss: 1.7436 - d_accuracy: 0.7804 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9693 - g_loss: 1.7036 - d_accuracy: 0.7914Epoch 282: D Accuracy = 0.7300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9738 - g_loss: 1.6916 - d_accuracy: 0.7892 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9497 - g_loss: 1.6810 - d_accuracy: 0.8053Epoch 283: D Accuracy = 0.8300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9482 - g_loss: 1.6873 - d_accuracy: 0.8062 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9564 - g_loss: 1.6293 - d_accuracy: 0.8029Epoch 284: D Accuracy = 0.7800 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9596 - g_loss: 1.6145 - d_accuracy: 0.8021 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9845 - g_loss: 1.7285 - d_accuracy: 0.7762Epoch 285: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9831 - g_loss: 1.7342 - d_accuracy: 0.7753 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9935 - g_loss: 1.6732 - d_accuracy: 0.7802Epoch 286: D Accuracy = 0.8400 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9901 - g_loss: 1.6634 - d_accuracy: 0.7824 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0221 - g_loss: 1.7018 - d_accuracy: 0.7744Epoch 287: D Accuracy = 0.7850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0245 - g_loss: 1.6799 - d_accuracy: 0.7748 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9500 - g_loss: 1.7262 - d_accuracy: 0.7955Epoch 288: D Accuracy = 0.8300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9456 - g_loss: 1.7405 - d_accuracy: 0.7967 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9710 - g_loss: 1.6626 - d_accuracy: 0.7971Epoch 289: D Accuracy = 0.8150 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9720 - g_loss: 1.6418 - d_accuracy: 0.7978 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9519 - g_loss: 1.7964 - d_accuracy: 0.7971Epoch 290: D Accuracy = 0.7100 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9561 - g_loss: 1.8169 - d_accuracy: 0.7940 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9721 - g_loss: 1.6567 - d_accuracy: 0.7912Epoch 291: D Accuracy = 0.7650 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9774 - g_loss: 1.6334 - d_accuracy: 0.7903 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9275 - g_loss: 1.7567 - d_accuracy: 0.8092Epoch 292: D Accuracy = 0.9200 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9231 - g_loss: 1.7481 - d_accuracy: 0.8132 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9753 - g_loss: 1.6859 - d_accuracy: 0.7912Epoch 293: D Accuracy = 0.8150 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9735 - g_loss: 1.6860 - d_accuracy: 0.7920 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9468 - g_loss: 1.7525 - d_accuracy: 0.8044Epoch 294: D Accuracy = 0.8800 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9415 - g_loss: 1.7527 - d_accuracy: 0.8071 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9379 - g_loss: 1.7404 - d_accuracy: 0.8058Epoch 295: D Accuracy = 0.8350 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9401 - g_loss: 1.7273 - d_accuracy: 0.8069
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9766 - g_loss: 1.7115 - d_accuracy: 0.7897Epoch 296: D Accuracy = 0.8850 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9702 - g_loss: 1.7156 - d_accuracy: 0.7931 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9300 - g_loss: 1.7416 - d_accuracy: 0.8091Epoch 297: D Accuracy = 0.8800 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9228 - g_loss: 1.7614 - d_accuracy: 0.8116 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9542 - g_loss: 1.7422 - d_accuracy: 0.8045Epoch 298: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9484 - g_loss: 1.7734 - d_accuracy: 0.8044 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9898 - g_loss: 1.7204 - d_accuracy: 0.7791Epoch 299: D Accuracy = 0.8900 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9838 - g_loss: 1.7185 - d_accuracy: 0.7830 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9351 - g_loss: 1.7380 - d_accuracy: 0.8047 Class 6 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.8800 27/27 [==============================] - 1s 41ms/step - d_loss: 0.9322 - g_loss: 1.7413 - d_accuracy: 0.8074 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9318 - g_loss: 1.7356 - d_accuracy: 0.8067Epoch 301: D Accuracy = 0.8500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9299 - g_loss: 1.7233 - d_accuracy: 0.8082 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9966 - g_loss: 1.7543 - d_accuracy: 0.7720Epoch 302: D Accuracy = 0.8250 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9942 - g_loss: 1.7458 - d_accuracy: 0.7739 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9215 - g_loss: 1.7551 - d_accuracy: 0.8159Epoch 303: D Accuracy = 0.8600 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9220 - g_loss: 1.7393 - d_accuracy: 0.8174 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9444 - g_loss: 1.7042 - d_accuracy: 0.8034Epoch 304: D Accuracy = 0.8100 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9438 - g_loss: 1.7158 - d_accuracy: 0.8037 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9469 - g_loss: 1.7756 - d_accuracy: 0.8008Epoch 305: D Accuracy = 0.8800 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9443 - g_loss: 1.7680 - d_accuracy: 0.8036 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9041 - g_loss: 1.7597 - d_accuracy: 0.8244Epoch 306: D Accuracy = 0.7950 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9028 - g_loss: 1.7759 - d_accuracy: 0.8234 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9570 - g_loss: 1.7643 - d_accuracy: 0.7944Epoch 307: D Accuracy = 0.8750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9528 - g_loss: 1.7588 - d_accuracy: 0.7973 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9807 - g_loss: 1.8047 - d_accuracy: 0.7821Epoch 308: D Accuracy = 0.6450 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9902 - g_loss: 1.8327 - d_accuracy: 0.7772 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9267 - g_loss: 1.7199 - d_accuracy: 0.8116Epoch 309: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9294 - g_loss: 1.7363 - d_accuracy: 0.8082 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9614 - g_loss: 1.7929 - d_accuracy: 0.7883Epoch 310: D Accuracy = 0.8150 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9594 - g_loss: 1.7929 - d_accuracy: 0.7892 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9346 - g_loss: 1.8078 - d_accuracy: 0.7991Epoch 311: D Accuracy = 0.7050 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9373 - g_loss: 1.8183 - d_accuracy: 0.7958 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9397 - g_loss: 1.7583 - d_accuracy: 0.8070Epoch 312: D Accuracy = 0.8450 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9380 - g_loss: 1.7497 - d_accuracy: 0.8084 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9233 - g_loss: 1.7636 - d_accuracy: 0.8178Epoch 313: D Accuracy = 0.8150 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9245 - g_loss: 1.7523 - d_accuracy: 0.8177 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9432 - g_loss: 1.7297 - d_accuracy: 0.8067Epoch 314: D Accuracy = 0.8200 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9424 - g_loss: 1.7278 - d_accuracy: 0.8072 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0041 - g_loss: 1.7567 - d_accuracy: 0.7766Epoch 315: D Accuracy = 0.8600 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0023 - g_loss: 1.7376 - d_accuracy: 0.7796 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9251 - g_loss: 1.7695 - d_accuracy: 0.8115Epoch 316: D Accuracy = 0.8350 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9263 - g_loss: 1.7577 - d_accuracy: 0.8123 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8904 - g_loss: 1.8317 - d_accuracy: 0.8317Epoch 317: D Accuracy = 0.8150 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8914 - g_loss: 1.8275 - d_accuracy: 0.8311 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9940 - g_loss: 1.8574 - d_accuracy: 0.7787Epoch 318: D Accuracy = 0.8300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9931 - g_loss: 1.8363 - d_accuracy: 0.7805 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9427 - g_loss: 1.7994 - d_accuracy: 0.8032Epoch 319: D Accuracy = 0.6750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9482 - g_loss: 1.8225 - d_accuracy: 0.7986 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9536 - g_loss: 1.8082 - d_accuracy: 0.7974Epoch 320: D Accuracy = 0.8350 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9504 - g_loss: 1.8130 - d_accuracy: 0.7988 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9272 - g_loss: 1.7936 - d_accuracy: 0.8158Epoch 321: D Accuracy = 0.8300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9273 - g_loss: 1.7903 - d_accuracy: 0.8163 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9418 - g_loss: 1.8198 - d_accuracy: 0.7937Epoch 322: D Accuracy = 0.8550 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9404 - g_loss: 1.7981 - d_accuracy: 0.7959 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9600 - g_loss: 1.8156 - d_accuracy: 0.7928Epoch 323: D Accuracy = 0.7100 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9697 - g_loss: 1.7833 - d_accuracy: 0.7898 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9507 - g_loss: 1.8317 - d_accuracy: 0.7984Epoch 324: D Accuracy = 0.8250 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9507 - g_loss: 1.8259 - d_accuracy: 0.7993 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9030 - g_loss: 1.8399 - d_accuracy: 0.8212Epoch 325: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9089 - g_loss: 1.8457 - d_accuracy: 0.8169 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9655 - g_loss: 1.8257 - d_accuracy: 0.8066Epoch 326: D Accuracy = 0.8400 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9634 - g_loss: 1.8180 - d_accuracy: 0.8078 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9681 - g_loss: 1.7985 - d_accuracy: 0.7959Epoch 327: D Accuracy = 0.8200 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9628 - g_loss: 1.8079 - d_accuracy: 0.7967 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8650 - g_loss: 1.8553 - d_accuracy: 0.8428Epoch 328: D Accuracy = 0.6300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8763 - g_loss: 1.8917 - d_accuracy: 0.8352 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9720 - g_loss: 1.8154 - d_accuracy: 0.7857Epoch 329: D Accuracy = 0.8650 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9662 - g_loss: 1.8221 - d_accuracy: 0.7885 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8697 - g_loss: 1.8428 - d_accuracy: 0.8426Epoch 330: D Accuracy = 0.8600 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8698 - g_loss: 1.8352 - d_accuracy: 0.8432 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9606 - g_loss: 1.9045 - d_accuracy: 0.8024Epoch 331: D Accuracy = 0.8550 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9561 - g_loss: 1.9108 - d_accuracy: 0.8042 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8775 - g_loss: 1.8791 - d_accuracy: 0.8330Epoch 332: D Accuracy = 0.8550 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8775 - g_loss: 1.8611 - d_accuracy: 0.8338 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8986 - g_loss: 1.8749 - d_accuracy: 0.8244Epoch 333: D Accuracy = 0.8650 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8963 - g_loss: 1.8716 - d_accuracy: 0.8259 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0122 - g_loss: 1.8966 - d_accuracy: 0.7682Epoch 334: D Accuracy = 0.5650 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0221 - g_loss: 1.9283 - d_accuracy: 0.7609 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9069 - g_loss: 1.8341 - d_accuracy: 0.8205Epoch 335: D Accuracy = 0.5650 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9238 - g_loss: 1.8581 - d_accuracy: 0.8114 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9180 - g_loss: 1.8768 - d_accuracy: 0.8214Epoch 336: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9201 - g_loss: 1.8833 - d_accuracy: 0.8180 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8863 - g_loss: 1.8782 - d_accuracy: 0.8240Epoch 337: D Accuracy = 0.7050 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8898 - g_loss: 1.8954 - d_accuracy: 0.8197 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9034 - g_loss: 1.8894 - d_accuracy: 0.8195Epoch 338: D Accuracy = 0.8650 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9027 - g_loss: 1.8720 - d_accuracy: 0.8211 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8677 - g_loss: 1.8637 - d_accuracy: 0.8451Epoch 339: D Accuracy = 0.9400 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8636 - g_loss: 1.8599 - d_accuracy: 0.8485 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9249 - g_loss: 1.9211 - d_accuracy: 0.8077Epoch 340: D Accuracy = 0.6050 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9409 - g_loss: 1.9580 - d_accuracy: 0.8005 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9506 - g_loss: 1.8469 - d_accuracy: 0.7978Epoch 341: D Accuracy = 0.8500 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9504 - g_loss: 1.8225 - d_accuracy: 0.7997 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8880 - g_loss: 1.9075 - d_accuracy: 0.8252Epoch 342: D Accuracy = 0.8400 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8855 - g_loss: 1.9237 - d_accuracy: 0.8258 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9023 - g_loss: 1.8649 - d_accuracy: 0.8194Epoch 343: D Accuracy = 0.8500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9032 - g_loss: 1.8533 - d_accuracy: 0.8205 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9439 - g_loss: 1.9122 - d_accuracy: 0.7983Epoch 344: D Accuracy = 0.8200 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9414 - g_loss: 1.9116 - d_accuracy: 0.7991 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9095 - g_loss: 1.8198 - d_accuracy: 0.8238Epoch 345: D Accuracy = 0.6950 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9215 - g_loss: 1.7847 - d_accuracy: 0.8192 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9194 - g_loss: 1.8612 - d_accuracy: 0.8095Epoch 346: D Accuracy = 0.8800 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9170 - g_loss: 1.8480 - d_accuracy: 0.8120 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8697 - g_loss: 1.9061 - d_accuracy: 0.8327Epoch 347: D Accuracy = 0.8900 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8655 - g_loss: 1.9133 - d_accuracy: 0.8348 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8899 - g_loss: 1.9297 - d_accuracy: 0.8265Epoch 348: D Accuracy = 0.8200 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8883 - g_loss: 1.9454 - d_accuracy: 0.8263 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9013 - g_loss: 1.8790 - d_accuracy: 0.8194Epoch 349: D Accuracy = 0.8100 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8993 - g_loss: 1.8894 - d_accuracy: 0.8190 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8986 - g_loss: 1.9412 - d_accuracy: 0.8249Epoch 350: D Accuracy = 0.7450 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8979 - g_loss: 1.9754 - d_accuracy: 0.8220 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8667 - g_loss: 1.8960 - d_accuracy: 0.8410Epoch 351: D Accuracy = 0.8550 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8695 - g_loss: 1.8785 - d_accuracy: 0.8415 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9157 - g_loss: 1.9678 - d_accuracy: 0.8116Epoch 352: D Accuracy = 0.8900 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9139 - g_loss: 1.9532 - d_accuracy: 0.8144 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9248 - g_loss: 1.9274 - d_accuracy: 0.8217Epoch 353: D Accuracy = 0.8300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9255 - g_loss: 1.9151 - d_accuracy: 0.8220 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9309 - g_loss: 1.9142 - d_accuracy: 0.8048Epoch 354: D Accuracy = 0.7700 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9278 - g_loss: 1.9358 - d_accuracy: 0.8036 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8612 - g_loss: 1.8981 - d_accuracy: 0.8442Epoch 355: D Accuracy = 0.8550 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8636 - g_loss: 1.8833 - d_accuracy: 0.8446 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8909 - g_loss: 1.9651 - d_accuracy: 0.8254Epoch 356: D Accuracy = 0.7850 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8926 - g_loss: 1.9706 - d_accuracy: 0.8239 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8690 - g_loss: 1.9691 - d_accuracy: 0.8330Epoch 357: D Accuracy = 0.8500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8670 - g_loss: 1.9848 - d_accuracy: 0.8336 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8825 - g_loss: 1.9036 - d_accuracy: 0.8306Epoch 358: D Accuracy = 0.8400 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8846 - g_loss: 1.8867 - d_accuracy: 0.8309 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9205 - g_loss: 1.9540 - d_accuracy: 0.8076Epoch 359: D Accuracy = 0.7750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9194 - g_loss: 1.9588 - d_accuracy: 0.8065 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8643 - g_loss: 1.9177 - d_accuracy: 0.8400Epoch 360: D Accuracy = 0.8400 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8641 - g_loss: 1.9074 - d_accuracy: 0.8400 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8476 - g_loss: 1.9786 - d_accuracy: 0.8396Epoch 361: D Accuracy = 0.8150 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8471 - g_loss: 2.0008 - d_accuracy: 0.8388 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8841 - g_loss: 1.9402 - d_accuracy: 0.8346Epoch 362: D Accuracy = 0.7950 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8905 - g_loss: 1.9089 - d_accuracy: 0.8332 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9108 - g_loss: 2.0402 - d_accuracy: 0.8168Epoch 363: D Accuracy = 0.8150 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9074 - g_loss: 2.0591 - d_accuracy: 0.8167
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8819 - g_loss: 1.9721 - d_accuracy: 0.8245Epoch 364: D Accuracy = 0.6100 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8936 - g_loss: 2.0296 - d_accuracy: 0.8169 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8830 - g_loss: 1.9907 - d_accuracy: 0.8305Epoch 365: D Accuracy = 0.8150 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8879 - g_loss: 1.9638 - d_accuracy: 0.8300 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9145 - g_loss: 1.9420 - d_accuracy: 0.8122Epoch 366: D Accuracy = 0.7700 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9199 - g_loss: 1.9134 - d_accuracy: 0.8107 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8777 - g_loss: 2.0108 - d_accuracy: 0.8254Epoch 367: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8782 - g_loss: 2.0338 - d_accuracy: 0.8214 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8443 - g_loss: 2.0056 - d_accuracy: 0.8458Epoch 368: D Accuracy = 0.6800 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8506 - g_loss: 2.0370 - d_accuracy: 0.8399 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9598 - g_loss: 1.9765 - d_accuracy: 0.7921Epoch 369: D Accuracy = 0.6950 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9598 - g_loss: 2.0021 - d_accuracy: 0.7886 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8641 - g_loss: 1.9554 - d_accuracy: 0.8300Epoch 370: D Accuracy = 0.7100 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8694 - g_loss: 1.9744 - d_accuracy: 0.8257 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8738 - g_loss: 1.9281 - d_accuracy: 0.8306Epoch 371: D Accuracy = 0.9100 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8699 - g_loss: 1.9184 - d_accuracy: 0.8334 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8837 - g_loss: 2.0411 - d_accuracy: 0.8279Epoch 372: D Accuracy = 0.6850 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8889 - g_loss: 2.0695 - d_accuracy: 0.8228 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8684 - g_loss: 1.9352 - d_accuracy: 0.8337Epoch 373: D Accuracy = 0.9200 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8668 - g_loss: 1.9180 - d_accuracy: 0.8368 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8180 - g_loss: 1.9738 - d_accuracy: 0.8617Epoch 374: D Accuracy = 0.8800 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8192 - g_loss: 1.9632 - d_accuracy: 0.8624 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9500 - g_loss: 2.0641 - d_accuracy: 0.7951Epoch 375: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9510 - g_loss: 2.0892 - d_accuracy: 0.7926 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8994 - g_loss: 1.9939 - d_accuracy: 0.8164Epoch 376: D Accuracy = 0.8400 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8930 - g_loss: 2.0203 - d_accuracy: 0.8173 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8896 - g_loss: 1.9433 - d_accuracy: 0.8233Epoch 377: D Accuracy = 0.9000 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8856 - g_loss: 1.9330 - d_accuracy: 0.8260 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8599 - g_loss: 1.9821 - d_accuracy: 0.8354Epoch 378: D Accuracy = 0.7850 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8618 - g_loss: 1.9828 - d_accuracy: 0.8336 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9008 - g_loss: 2.0036 - d_accuracy: 0.8241Epoch 379: D Accuracy = 0.8600 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8993 - g_loss: 1.9907 - d_accuracy: 0.8254 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8530 - g_loss: 2.0318 - d_accuracy: 0.8378Epoch 380: D Accuracy = 0.9100 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8494 - g_loss: 2.0291 - d_accuracy: 0.8404 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8965 - g_loss: 1.9916 - d_accuracy: 0.8218Epoch 381: D Accuracy = 0.6850 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9137 - g_loss: 1.9487 - d_accuracy: 0.8169 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9164 - g_loss: 2.0221 - d_accuracy: 0.8141Epoch 382: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9355 - g_loss: 2.0366 - d_accuracy: 0.8056 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8261 - g_loss: 1.9943 - d_accuracy: 0.8542Epoch 383: D Accuracy = 0.8600 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8275 - g_loss: 1.9844 - d_accuracy: 0.8544 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9448 - g_loss: 2.0003 - d_accuracy: 0.7989Epoch 384: D Accuracy = 0.9250 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9389 - g_loss: 1.9858 - d_accuracy: 0.8034 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8583 - g_loss: 2.0796 - d_accuracy: 0.8368Epoch 385: D Accuracy = 0.6650 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8649 - g_loss: 2.1055 - d_accuracy: 0.8307 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8753 - g_loss: 2.0292 - d_accuracy: 0.8306Epoch 386: D Accuracy = 0.9100 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8698 - g_loss: 2.0436 - d_accuracy: 0.8334 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8641 - g_loss: 2.0281 - d_accuracy: 0.8329Epoch 387: D Accuracy = 0.8450 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8624 - g_loss: 2.0414 - d_accuracy: 0.8334 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9258 - g_loss: 2.0279 - d_accuracy: 0.8002Epoch 388: D Accuracy = 0.9300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9174 - g_loss: 2.0370 - d_accuracy: 0.8048 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8816 - g_loss: 2.0513 - d_accuracy: 0.8256Epoch 389: D Accuracy = 0.7050 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8852 - g_loss: 2.0699 - d_accuracy: 0.8213 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8422 - g_loss: 2.0178 - d_accuracy: 0.8450Epoch 390: D Accuracy = 0.9400 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8382 - g_loss: 2.0176 - d_accuracy: 0.8484 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8505 - g_loss: 2.0715 - d_accuracy: 0.8447Epoch 391: D Accuracy = 0.8850 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8503 - g_loss: 2.0645 - d_accuracy: 0.8461 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9391 - g_loss: 2.0241 - d_accuracy: 0.8013Epoch 392: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9392 - g_loss: 2.0005 - d_accuracy: 0.8013 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8985 - g_loss: 1.9775 - d_accuracy: 0.8152Epoch 393: D Accuracy = 0.9250 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8916 - g_loss: 1.9777 - d_accuracy: 0.8191 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8269 - g_loss: 2.0075 - d_accuracy: 0.8557Epoch 394: D Accuracy = 0.7750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8298 - g_loss: 2.0114 - d_accuracy: 0.8528 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8584 - g_loss: 2.1510 - d_accuracy: 0.8283Epoch 395: D Accuracy = 0.6800 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8623 - g_loss: 2.1880 - d_accuracy: 0.8230
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8196 - g_loss: 2.0445 - d_accuracy: 0.8565Epoch 396: D Accuracy = 0.8550 27/27 [==============================] - 1s 38ms/step - d_loss: 0.8221 - g_loss: 2.0195 - d_accuracy: 0.8564 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8019 - g_loss: 2.0675 - d_accuracy: 0.8647Epoch 397: D Accuracy = 0.9050 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8002 - g_loss: 2.0694 - d_accuracy: 0.8661 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8953 - g_loss: 2.1187 - d_accuracy: 0.8235Epoch 398: D Accuracy = 0.8900 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8895 - g_loss: 2.1200 - d_accuracy: 0.8258 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9013 - g_loss: 2.1055 - d_accuracy: 0.8093Epoch 399: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8998 - g_loss: 2.1392 - d_accuracy: 0.8063 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8322 - g_loss: 2.0581 - d_accuracy: 0.8499 Class 6 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.8850 27/27 [==============================] - 1s 40ms/step - d_loss: 0.8313 - g_loss: 2.0494 - d_accuracy: 0.8512 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9178 - g_loss: 2.1146 - d_accuracy: 0.8066Epoch 401: D Accuracy = 0.9200 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9103 - g_loss: 2.1149 - d_accuracy: 0.8107 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8350 - g_loss: 2.0617 - d_accuracy: 0.8478Epoch 402: D Accuracy = 0.9050 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8320 - g_loss: 2.0715 - d_accuracy: 0.8498 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8306 - g_loss: 2.0684 - d_accuracy: 0.8474Epoch 403: D Accuracy = 0.7700 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8332 - g_loss: 2.0723 - d_accuracy: 0.8446 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8450 - g_loss: 2.1358 - d_accuracy: 0.8437Epoch 404: D Accuracy = 0.9250 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8410 - g_loss: 2.1274 - d_accuracy: 0.8466 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8781 - g_loss: 2.0787 - d_accuracy: 0.8275Epoch 405: D Accuracy = 0.8100 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8757 - g_loss: 2.1006 - d_accuracy: 0.8268 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8421 - g_loss: 2.0742 - d_accuracy: 0.8434Epoch 406: D Accuracy = 0.8800 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8426 - g_loss: 2.0564 - d_accuracy: 0.8447 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8922 - g_loss: 2.1163 - d_accuracy: 0.8231Epoch 407: D Accuracy = 0.9150 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8880 - g_loss: 2.1060 - d_accuracy: 0.8264 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7881 - g_loss: 2.1359 - d_accuracy: 0.8692Epoch 408: D Accuracy = 0.7650 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7922 - g_loss: 2.1522 - d_accuracy: 0.8655 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8166 - g_loss: 2.1690 - d_accuracy: 0.8593Epoch 409: D Accuracy = 0.8100 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8166 - g_loss: 2.1873 - d_accuracy: 0.8575 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8281 - g_loss: 2.0638 - d_accuracy: 0.8519Epoch 410: D Accuracy = 0.9150 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8246 - g_loss: 2.0513 - d_accuracy: 0.8541 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8915 - g_loss: 2.0725 - d_accuracy: 0.8225Epoch 411: D Accuracy = 0.8650 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8925 - g_loss: 2.0467 - d_accuracy: 0.8241 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7706 - g_loss: 2.1500 - d_accuracy: 0.8752Epoch 412: D Accuracy = 0.8500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7753 - g_loss: 2.1232 - d_accuracy: 0.8743 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8752 - g_loss: 2.1495 - d_accuracy: 0.8254Epoch 413: D Accuracy = 0.8400 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8767 - g_loss: 2.1224 - d_accuracy: 0.8259 Epoch 414/500 26/27 [===========================>..] - ETA: 0s - d_loss: 0.8422 - g_loss: 2.1661 - d_accuracy: 0.8400Epoch 414: D Accuracy = 0.8700 27/27 [==============================] - 1s 40ms/step - d_loss: 0.8440 - g_loss: 2.1224 - d_accuracy: 0.8421 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8267 - g_loss: 2.1411 - d_accuracy: 0.8440Epoch 415: D Accuracy = 0.6950 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8337 - g_loss: 2.1581 - d_accuracy: 0.8387 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8394 - g_loss: 2.0836 - d_accuracy: 0.8472Epoch 416: D Accuracy = 0.9050 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8365 - g_loss: 2.0745 - d_accuracy: 0.8492 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9033 - g_loss: 2.1558 - d_accuracy: 0.8215Epoch 417: D Accuracy = 0.8200 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9015 - g_loss: 2.1706 - d_accuracy: 0.8214 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7756 - g_loss: 2.1101 - d_accuracy: 0.8786Epoch 418: D Accuracy = 0.9100 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7737 - g_loss: 2.1050 - d_accuracy: 0.8797 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8647 - g_loss: 2.1428 - d_accuracy: 0.8298Epoch 419: D Accuracy = 0.7950 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8743 - g_loss: 2.1019 - d_accuracy: 0.8285 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8777 - g_loss: 2.1156 - d_accuracy: 0.8262Epoch 420: D Accuracy = 0.8750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8760 - g_loss: 2.0913 - d_accuracy: 0.8280 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9143 - g_loss: 2.0875 - d_accuracy: 0.8152Epoch 421: D Accuracy = 0.9200 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9095 - g_loss: 2.0724 - d_accuracy: 0.8189 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8405 - g_loss: 2.1520 - d_accuracy: 0.8416Epoch 422: D Accuracy = 0.9150 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8360 - g_loss: 2.1399 - d_accuracy: 0.8442 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8258 - g_loss: 2.0986 - d_accuracy: 0.8507Epoch 423: D Accuracy = 0.8900 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8244 - g_loss: 2.0847 - d_accuracy: 0.8521 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7727 - g_loss: 2.1560 - d_accuracy: 0.8731Epoch 424: D Accuracy = 0.8850 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7750 - g_loss: 2.1313 - d_accuracy: 0.8735 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8454 - g_loss: 2.1907 - d_accuracy: 0.8441Epoch 425: D Accuracy = 0.8650 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8417 - g_loss: 2.1936 - d_accuracy: 0.8448 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8571 - g_loss: 2.1993 - d_accuracy: 0.8396Epoch 426: D Accuracy = 0.8300 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8558 - g_loss: 2.1968 - d_accuracy: 0.8393 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8482 - g_loss: 2.1479 - d_accuracy: 0.8386Epoch 427: D Accuracy = 0.8700 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8465 - g_loss: 2.1461 - d_accuracy: 0.8398 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9115 - g_loss: 2.1737 - d_accuracy: 0.8099Epoch 428: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9165 - g_loss: 2.1917 - d_accuracy: 0.8060 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8615 - g_loss: 2.1454 - d_accuracy: 0.8309Epoch 429: D Accuracy = 0.8450 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8588 - g_loss: 2.1645 - d_accuracy: 0.8314 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7931 - g_loss: 2.1519 - d_accuracy: 0.8720Epoch 430: D Accuracy = 0.9150 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7914 - g_loss: 2.1432 - d_accuracy: 0.8735 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8095 - g_loss: 2.2517 - d_accuracy: 0.8533Epoch 431: D Accuracy = 0.8900 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8089 - g_loss: 2.2481 - d_accuracy: 0.8546 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9027 - g_loss: 2.1893 - d_accuracy: 0.8174Epoch 432: D Accuracy = 0.8600 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9013 - g_loss: 2.1612 - d_accuracy: 0.8190 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7856 - g_loss: 2.1883 - d_accuracy: 0.8681Epoch 433: D Accuracy = 0.8400 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7899 - g_loss: 2.1787 - d_accuracy: 0.8671 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8209 - g_loss: 2.1796 - d_accuracy: 0.8545Epoch 434: D Accuracy = 0.8650 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8246 - g_loss: 2.1571 - d_accuracy: 0.8549 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8223 - g_loss: 2.1849 - d_accuracy: 0.8498Epoch 435: D Accuracy = 0.9400 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8172 - g_loss: 2.1760 - d_accuracy: 0.8530 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9233 - g_loss: 2.1924 - d_accuracy: 0.8245Epoch 436: D Accuracy = 0.9400 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9147 - g_loss: 2.1850 - d_accuracy: 0.8286 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8152 - g_loss: 2.2130 - d_accuracy: 0.8471Epoch 437: D Accuracy = 0.9500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8086 - g_loss: 2.2188 - d_accuracy: 0.8508 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8138 - g_loss: 2.1675 - d_accuracy: 0.8518Epoch 438: D Accuracy = 0.8350 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8176 - g_loss: 2.1430 - d_accuracy: 0.8512 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7891 - g_loss: 2.2071 - d_accuracy: 0.8638Epoch 439: D Accuracy = 0.7600 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7947 - g_loss: 2.2185 - d_accuracy: 0.8601 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8414 - g_loss: 2.1673 - d_accuracy: 0.8438Epoch 440: D Accuracy = 0.8050 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8411 - g_loss: 2.1767 - d_accuracy: 0.8424 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7611 - g_loss: 2.1873 - d_accuracy: 0.8836Epoch 441: D Accuracy = 0.8350 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7675 - g_loss: 2.1525 - d_accuracy: 0.8819 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8547 - g_loss: 2.2402 - d_accuracy: 0.8382Epoch 442: D Accuracy = 0.8350 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8521 - g_loss: 2.2575 - d_accuracy: 0.8381 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8323 - g_loss: 2.1947 - d_accuracy: 0.8426Epoch 443: D Accuracy = 0.8050 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8362 - g_loss: 2.1714 - d_accuracy: 0.8413 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8433 - g_loss: 2.2378 - d_accuracy: 0.8381Epoch 444: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8472 - g_loss: 2.2721 - d_accuracy: 0.8337 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8335 - g_loss: 2.1931 - d_accuracy: 0.8462Epoch 445: D Accuracy = 0.8400 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8391 - g_loss: 2.1530 - d_accuracy: 0.8460 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8067 - g_loss: 2.3321 - d_accuracy: 0.8572Epoch 446: D Accuracy = 0.8950 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8017 - g_loss: 2.3526 - d_accuracy: 0.8586 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8232 - g_loss: 2.3092 - d_accuracy: 0.8493Epoch 447: D Accuracy = 0.9200 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8204 - g_loss: 2.2923 - d_accuracy: 0.8518 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7979 - g_loss: 2.2823 - d_accuracy: 0.8627Epoch 448: D Accuracy = 0.7000 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8077 - g_loss: 2.3059 - d_accuracy: 0.8569 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7940 - g_loss: 2.2116 - d_accuracy: 0.8638Epoch 449: D Accuracy = 0.9150 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7936 - g_loss: 2.1948 - d_accuracy: 0.8656 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9030 - g_loss: 2.3348 - d_accuracy: 0.8172Epoch 450: D Accuracy = 0.7800 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9002 - g_loss: 2.3782 - d_accuracy: 0.8159 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7907 - g_loss: 2.2585 - d_accuracy: 0.8568Epoch 451: D Accuracy = 0.8600 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7888 - g_loss: 2.2621 - d_accuracy: 0.8569 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8290 - g_loss: 2.2234 - d_accuracy: 0.8442Epoch 452: D Accuracy = 0.8650 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8263 - g_loss: 2.2286 - d_accuracy: 0.8450 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7967 - g_loss: 2.2688 - d_accuracy: 0.8626Epoch 453: D Accuracy = 0.9300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7894 - g_loss: 2.2898 - d_accuracy: 0.8650 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7766 - g_loss: 2.2367 - d_accuracy: 0.8754Epoch 454: D Accuracy = 0.8200 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7775 - g_loss: 2.2700 - d_accuracy: 0.8734 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8870 - g_loss: 2.2285 - d_accuracy: 0.8163Epoch 455: D Accuracy = 0.6450 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8966 - g_loss: 2.2913 - d_accuracy: 0.8102 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8024 - g_loss: 2.2644 - d_accuracy: 0.8540Epoch 456: D Accuracy = 0.8700 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8017 - g_loss: 2.2576 - d_accuracy: 0.8546 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7752 - g_loss: 2.2666 - d_accuracy: 0.8715Epoch 457: D Accuracy = 0.8050 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7806 - g_loss: 2.2608 - d_accuracy: 0.8692 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7732 - g_loss: 2.2593 - d_accuracy: 0.8709Epoch 458: D Accuracy = 0.8500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7746 - g_loss: 2.2629 - d_accuracy: 0.8701 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7658 - g_loss: 2.3148 - d_accuracy: 0.8728Epoch 459: D Accuracy = 0.8400 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7656 - g_loss: 2.3287 - d_accuracy: 0.8717 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8178 - g_loss: 2.2253 - d_accuracy: 0.8535Epoch 460: D Accuracy = 0.8600 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8203 - g_loss: 2.1947 - d_accuracy: 0.8537 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9157 - g_loss: 2.2884 - d_accuracy: 0.8083Epoch 461: D Accuracy = 0.9400 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9071 - g_loss: 2.2826 - d_accuracy: 0.8130 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8301 - g_loss: 2.2545 - d_accuracy: 0.8484Epoch 462: D Accuracy = 0.9300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8226 - g_loss: 2.2714 - d_accuracy: 0.8513 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8102 - g_loss: 2.3392 - d_accuracy: 0.8561Epoch 463: D Accuracy = 0.7700 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8135 - g_loss: 2.3572 - d_accuracy: 0.8530
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7653 - g_loss: 2.2811 - d_accuracy: 0.8743Epoch 464: D Accuracy = 0.7700 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7692 - g_loss: 2.2962 - d_accuracy: 0.8706 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8043 - g_loss: 2.3484 - d_accuracy: 0.8591Epoch 465: D Accuracy = 0.8550 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8015 - g_loss: 2.3617 - d_accuracy: 0.8589 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8002 - g_loss: 2.2608 - d_accuracy: 0.8585Epoch 466: D Accuracy = 0.8600 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7995 - g_loss: 2.2526 - d_accuracy: 0.8586 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8113 - g_loss: 2.2884 - d_accuracy: 0.8560Epoch 467: D Accuracy = 0.7750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8118 - g_loss: 2.3247 - d_accuracy: 0.8531 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9137 - g_loss: 2.2615 - d_accuracy: 0.8203Epoch 468: D Accuracy = 0.7250 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9180 - g_loss: 2.2687 - d_accuracy: 0.8169 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7788 - g_loss: 2.1995 - d_accuracy: 0.8734Epoch 469: D Accuracy = 0.8250 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7847 - g_loss: 2.1683 - d_accuracy: 0.8717 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7958 - g_loss: 2.2558 - d_accuracy: 0.8610Epoch 470: D Accuracy = 0.8450 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8017 - g_loss: 2.2264 - d_accuracy: 0.8604 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7563 - g_loss: 2.3190 - d_accuracy: 0.8779Epoch 471: D Accuracy = 0.9250 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7561 - g_loss: 2.2961 - d_accuracy: 0.8795 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7862 - g_loss: 2.3398 - d_accuracy: 0.8579Epoch 472: D Accuracy = 0.8150 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7828 - g_loss: 2.3817 - d_accuracy: 0.8563 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7788 - g_loss: 2.3428 - d_accuracy: 0.8701Epoch 473: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7897 - g_loss: 2.2986 - d_accuracy: 0.8676 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8307 - g_loss: 2.3137 - d_accuracy: 0.8461Epoch 474: D Accuracy = 0.9000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8252 - g_loss: 2.3131 - d_accuracy: 0.8480 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8286 - g_loss: 2.2874 - d_accuracy: 0.8478Epoch 475: D Accuracy = 0.9250 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8240 - g_loss: 2.2813 - d_accuracy: 0.8505 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8154 - g_loss: 2.2499 - d_accuracy: 0.8534Epoch 476: D Accuracy = 0.8700 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8159 - g_loss: 2.2327 - d_accuracy: 0.8540 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7883 - g_loss: 2.3445 - d_accuracy: 0.8591Epoch 477: D Accuracy = 0.8350 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7937 - g_loss: 2.3266 - d_accuracy: 0.8582 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7534 - g_loss: 2.2976 - d_accuracy: 0.8791Epoch 478: D Accuracy = 0.9300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7522 - g_loss: 2.2935 - d_accuracy: 0.8809 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9191 - g_loss: 2.3238 - d_accuracy: 0.8119Epoch 479: D Accuracy = 0.8950 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9148 - g_loss: 2.3021 - d_accuracy: 0.8149 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8065 - g_loss: 2.2382 - d_accuracy: 0.8577Epoch 480: D Accuracy = 0.8450 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8122 - g_loss: 2.2042 - d_accuracy: 0.8572 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8138 - g_loss: 2.3053 - d_accuracy: 0.8537Epoch 481: D Accuracy = 0.8550 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8177 - g_loss: 2.2707 - d_accuracy: 0.8538 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8133 - g_loss: 2.2932 - d_accuracy: 0.8562Epoch 482: D Accuracy = 0.7450 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8169 - g_loss: 2.3218 - d_accuracy: 0.8522 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8061 - g_loss: 2.3041 - d_accuracy: 0.8545Epoch 483: D Accuracy = 0.8950 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8080 - g_loss: 2.2764 - d_accuracy: 0.8559 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7667 - g_loss: 2.3752 - d_accuracy: 0.8703Epoch 484: D Accuracy = 0.8700 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7671 - g_loss: 2.3792 - d_accuracy: 0.8703 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8227 - g_loss: 2.3355 - d_accuracy: 0.8507Epoch 485: D Accuracy = 0.7850 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8239 - g_loss: 2.3673 - d_accuracy: 0.8483 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7695 - g_loss: 2.3278 - d_accuracy: 0.8759Epoch 486: D Accuracy = 0.8800 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7705 - g_loss: 2.3165 - d_accuracy: 0.8761 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8482 - g_loss: 2.3390 - d_accuracy: 0.8369Epoch 487: D Accuracy = 0.6550 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8610 - g_loss: 2.3561 - d_accuracy: 0.8304 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7799 - g_loss: 2.2725 - d_accuracy: 0.8697Epoch 488: D Accuracy = 0.9300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7775 - g_loss: 2.2584 - d_accuracy: 0.8718 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8176 - g_loss: 2.3389 - d_accuracy: 0.8474Epoch 489: D Accuracy = 0.8450 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8219 - g_loss: 2.3075 - d_accuracy: 0.8473 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7816 - g_loss: 2.3759 - d_accuracy: 0.8690Epoch 490: D Accuracy = 0.8150 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7820 - g_loss: 2.3935 - d_accuracy: 0.8671 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8084 - g_loss: 2.3422 - d_accuracy: 0.8537Epoch 491: D Accuracy = 0.9300 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8042 - g_loss: 2.3302 - d_accuracy: 0.8565 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7941 - g_loss: 2.3459 - d_accuracy: 0.8553Epoch 492: D Accuracy = 0.8700 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7942 - g_loss: 2.3412 - d_accuracy: 0.8558 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7627 - g_loss: 2.3988 - d_accuracy: 0.8751Epoch 493: D Accuracy = 0.7050 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7709 - g_loss: 2.4270 - d_accuracy: 0.8690 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7855 - g_loss: 2.3433 - d_accuracy: 0.8665Epoch 494: D Accuracy = 0.9550 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7792 - g_loss: 2.3528 - d_accuracy: 0.8697 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7622 - g_loss: 2.4047 - d_accuracy: 0.8685Epoch 495: D Accuracy = 0.8600 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7632 - g_loss: 2.3994 - d_accuracy: 0.8682
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7880 - g_loss: 2.3193 - d_accuracy: 0.8598Epoch 496: D Accuracy = 0.8950 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7840 - g_loss: 2.3299 - d_accuracy: 0.8611 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7857 - g_loss: 2.3470 - d_accuracy: 0.8635Epoch 497: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7965 - g_loss: 2.3042 - d_accuracy: 0.8613 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7639 - g_loss: 2.3661 - d_accuracy: 0.8738Epoch 498: D Accuracy = 0.8900 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7614 - g_loss: 2.3697 - d_accuracy: 0.8744 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7644 - g_loss: 2.3686 - d_accuracy: 0.8735Epoch 499: D Accuracy = 0.7050 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7721 - g_loss: 2.3992 - d_accuracy: 0.8675 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8021 - g_loss: 2.3752 - d_accuracy: 0.8573 Class 6 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.8200 27/27 [==============================] - 1s 41ms/step - d_loss: 0.7990 - g_loss: 2.4175 - d_accuracy: 0.8560 Training DCGAN for class 7... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.1569 - g_loss: 1.1344 - d_accuracy: 0.7398WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0162s vs `on_train_batch_end` time: 0.0188s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.6879 - g_loss: 2.3187 - d_accuracy: 0.9117 Epoch 1: Generator loss improved from inf to 2.8116. Saving weights. Epoch 1: D Accuracy = 0.9797 27/27 [==============================] - 2s 42ms/step - d_loss: 0.6821 - g_loss: 2.3364 - d_accuracy: 0.9141 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4653 - g_loss: 3.6421 - d_accuracy: 0.9749Epoch 2: D Accuracy = 0.9865 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4626 - g_loss: 3.6836 - d_accuracy: 0.9753 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8057 - g_loss: 2.6097 - d_accuracy: 0.8715Epoch 3: D Accuracy = 0.9730 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7944 - g_loss: 2.6225 - d_accuracy: 0.8752 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4548 - g_loss: 3.7812 - d_accuracy: 0.9784Epoch 4: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4529 - g_loss: 3.8027 - d_accuracy: 0.9792 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5491 - g_loss: 4.1912 - d_accuracy: 0.9527Epoch 5: D Accuracy = 0.9797 27/27 [==============================] - 1s 34ms/step - d_loss: 0.5444 - g_loss: 4.2098 - d_accuracy: 0.9536 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3908 - g_loss: 4.8752 - d_accuracy: 0.9920Epoch 6: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3900 - g_loss: 4.8815 - d_accuracy: 0.9923 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3719 - g_loss: 5.1601 - d_accuracy: 0.9970Epoch 7: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3716 - g_loss: 5.1528 - d_accuracy: 0.9971 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3665 - g_loss: 5.3863 - d_accuracy: 0.9978Epoch 8: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3663 - g_loss: 5.3913 - d_accuracy: 0.9979 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3609 - g_loss: 5.4824 - d_accuracy: 0.9978Epoch 9: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3610 - g_loss: 5.4841 - d_accuracy: 0.9979 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3552 - g_loss: 5.9581 - d_accuracy: 0.9981Epoch 10: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3550 - g_loss: 5.9615 - d_accuracy: 0.9982 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3515 - g_loss: 5.9262 - d_accuracy: 0.9990Epoch 11: D Accuracy = 1.0000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.3512 - g_loss: 5.9244 - d_accuracy: 0.9990 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3487 - g_loss: 6.1605 - d_accuracy: 0.9991Epoch 12: D Accuracy = 1.0000 27/27 [==============================] - 1s 37ms/step - d_loss: 0.3484 - g_loss: 6.1546 - d_accuracy: 0.9992 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3451 - g_loss: 6.3790 - d_accuracy: 0.9996Epoch 13: D Accuracy = 1.0000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.3450 - g_loss: 6.3813 - d_accuracy: 0.9996 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3450 - g_loss: 6.3321 - d_accuracy: 0.9994Epoch 14: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3451 - g_loss: 6.3346 - d_accuracy: 0.9994 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3432 - g_loss: 6.3888 - d_accuracy: 0.9996Epoch 15: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3433 - g_loss: 6.4000 - d_accuracy: 0.9996 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3419 - g_loss: 6.7925 - d_accuracy: 0.9999Epoch 16: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3418 - g_loss: 6.7945 - d_accuracy: 0.9999 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3397 - g_loss: 6.8272 - d_accuracy: 1.0000Epoch 17: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3398 - g_loss: 6.8272 - d_accuracy: 1.0000 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3388 - g_loss: 6.8931 - d_accuracy: 0.9999Epoch 18: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3388 - g_loss: 6.8907 - d_accuracy: 0.9999 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3373 - g_loss: 7.0626 - d_accuracy: 1.0000Epoch 19: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3373 - g_loss: 7.0655 - d_accuracy: 1.0000 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3360 - g_loss: 7.1482 - d_accuracy: 0.9999Epoch 20: D Accuracy = 1.0000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.3360 - g_loss: 7.1410 - d_accuracy: 0.9999 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3359 - g_loss: 7.2120 - d_accuracy: 1.0000Epoch 21: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3358 - g_loss: 7.2113 - d_accuracy: 1.0000 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3347 - g_loss: 7.2525 - d_accuracy: 1.0000Epoch 22: D Accuracy = 1.0000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.3347 - g_loss: 7.2656 - d_accuracy: 1.0000 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3339 - g_loss: 7.4123 - d_accuracy: 1.0000Epoch 23: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3339 - g_loss: 7.4170 - d_accuracy: 1.0000 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3334 - g_loss: 7.4390 - d_accuracy: 1.0000Epoch 24: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3334 - g_loss: 7.4422 - d_accuracy: 1.0000 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3333 - g_loss: 7.4553 - d_accuracy: 1.0000Epoch 25: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3332 - g_loss: 7.4419 - d_accuracy: 1.0000 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3331 - g_loss: 7.3596 - d_accuracy: 1.0000Epoch 26: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3331 - g_loss: 7.3645 - d_accuracy: 1.0000 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3324 - g_loss: 7.6719 - d_accuracy: 1.0000Epoch 27: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3323 - g_loss: 7.6773 - d_accuracy: 1.0000 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3320 - g_loss: 7.7627 - d_accuracy: 1.0000Epoch 28: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3319 - g_loss: 7.7752 - d_accuracy: 1.0000 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3316 - g_loss: 7.8329 - d_accuracy: 1.0000Epoch 29: D Accuracy = 1.0000 27/27 [==============================] - 1s 37ms/step - d_loss: 0.3315 - g_loss: 7.8279 - d_accuracy: 1.0000 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3318 - g_loss: 7.9347 - d_accuracy: 1.0000Epoch 30: D Accuracy = 1.0000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.3319 - g_loss: 7.9242 - d_accuracy: 1.0000 Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3308 - g_loss: 8.0141 - d_accuracy: 1.0000Epoch 31: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3308 - g_loss: 8.0142 - d_accuracy: 1.0000 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3305 - g_loss: 8.1162 - d_accuracy: 1.0000Epoch 32: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3305 - g_loss: 8.1132 - d_accuracy: 1.0000 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3304 - g_loss: 8.0395 - d_accuracy: 1.0000Epoch 33: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3304 - g_loss: 8.0481 - d_accuracy: 1.0000 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3300 - g_loss: 8.1221 - d_accuracy: 1.0000Epoch 34: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3300 - g_loss: 8.1133 - d_accuracy: 1.0000 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1745 - g_loss: 5.0696 - d_accuracy: 0.8424 Epoch 35: Generator loss improved from 2.8116 to 1.1353. Saving weights. Epoch 35: D Accuracy = 0.8649 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1689 - g_loss: 4.9291 - d_accuracy: 0.8432 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8455 - g_loss: 1.5446 - d_accuracy: 0.8949 Epoch 36: Generator loss improved from 1.1353 to 0.4587. Saving weights. Epoch 36: D Accuracy = 0.5878 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8739 - g_loss: 1.5059 - d_accuracy: 0.8839 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9862 - g_loss: 1.4721 - d_accuracy: 0.8069Epoch 37: D Accuracy = 0.8243 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9829 - g_loss: 1.4769 - d_accuracy: 0.8075 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0204 - g_loss: 1.4088 - d_accuracy: 0.7815Epoch 38: D Accuracy = 0.7770 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0207 - g_loss: 1.4087 - d_accuracy: 0.7814 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1597 - g_loss: 1.2305 - d_accuracy: 0.7158Epoch 39: D Accuracy = 0.7095 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1597 - g_loss: 1.2343 - d_accuracy: 0.7156 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1127 - g_loss: 1.2291 - d_accuracy: 0.7360Epoch 40: D Accuracy = 0.6959 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1172 - g_loss: 1.2127 - d_accuracy: 0.7346 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0685 - g_loss: 1.3303 - d_accuracy: 0.7517Epoch 41: D Accuracy = 0.7095 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0694 - g_loss: 1.3291 - d_accuracy: 0.7502 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0842 - g_loss: 1.3376 - d_accuracy: 0.7471Epoch 42: D Accuracy = 0.8311 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0808 - g_loss: 1.3346 - d_accuracy: 0.7501 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0379 - g_loss: 1.3890 - d_accuracy: 0.7625Epoch 43: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0368 - g_loss: 1.3834 - d_accuracy: 0.7627 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0001 - g_loss: 1.4302 - d_accuracy: 0.7858Epoch 44: D Accuracy = 0.7905 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9997 - g_loss: 1.4298 - d_accuracy: 0.7860 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0373 - g_loss: 1.4504 - d_accuracy: 0.7672Epoch 45: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0390 - g_loss: 1.4402 - d_accuracy: 0.7668 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0114 - g_loss: 1.4296 - d_accuracy: 0.7803Epoch 46: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0181 - g_loss: 1.4074 - d_accuracy: 0.7790 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0226 - g_loss: 1.4803 - d_accuracy: 0.7736Epoch 47: D Accuracy = 0.7905 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0230 - g_loss: 1.4769 - d_accuracy: 0.7742 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0337 - g_loss: 1.4608 - d_accuracy: 0.7642Epoch 48: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0358 - g_loss: 1.4752 - d_accuracy: 0.7625 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0361 - g_loss: 1.4167 - d_accuracy: 0.7635Epoch 49: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0368 - g_loss: 1.4220 - d_accuracy: 0.7630 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1006 - g_loss: 1.4102 - d_accuracy: 0.7412Epoch 50: D Accuracy = 0.6689 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1017 - g_loss: 1.4156 - d_accuracy: 0.7386 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0779 - g_loss: 1.3278 - d_accuracy: 0.7508Epoch 51: D Accuracy = 0.7905 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0738 - g_loss: 1.3265 - d_accuracy: 0.7522 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1011 - g_loss: 1.3170 - d_accuracy: 0.7293Epoch 52: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0992 - g_loss: 1.3289 - d_accuracy: 0.7283 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1082 - g_loss: 1.2641 - d_accuracy: 0.7397Epoch 53: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1084 - g_loss: 1.2705 - d_accuracy: 0.7384 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1084 - g_loss: 1.3001 - d_accuracy: 0.7325Epoch 54: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1053 - g_loss: 1.2913 - d_accuracy: 0.7358 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1419 - g_loss: 1.2633 - d_accuracy: 0.7167Epoch 55: D Accuracy = 0.7230 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1432 - g_loss: 1.2553 - d_accuracy: 0.7170 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1374 - g_loss: 1.2591 - d_accuracy: 0.7162Epoch 56: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1418 - g_loss: 1.2407 - d_accuracy: 0.7162 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1227 - g_loss: 1.3012 - d_accuracy: 0.7269Epoch 57: D Accuracy = 0.7230 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1282 - g_loss: 1.2832 - d_accuracy: 0.7267 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1020 - g_loss: 1.2818 - d_accuracy: 0.7332Epoch 58: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1000 - g_loss: 1.2798 - d_accuracy: 0.7338 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1179 - g_loss: 1.2951 - d_accuracy: 0.7247Epoch 59: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1201 - g_loss: 1.3139 - d_accuracy: 0.7212 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1161 - g_loss: 1.2721 - d_accuracy: 0.7322Epoch 60: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1167 - g_loss: 1.2760 - d_accuracy: 0.7311 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0962 - g_loss: 1.3070 - d_accuracy: 0.7359Epoch 61: D Accuracy = 0.6419 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0980 - g_loss: 1.3329 - d_accuracy: 0.7325 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0902 - g_loss: 1.2937 - d_accuracy: 0.7409Epoch 62: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0875 - g_loss: 1.2880 - d_accuracy: 0.7429
Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1151 - g_loss: 1.2825 - d_accuracy: 0.7314Epoch 63: D Accuracy = 0.8446 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1110 - g_loss: 1.2843 - d_accuracy: 0.7354 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1215 - g_loss: 1.3149 - d_accuracy: 0.7200Epoch 64: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1205 - g_loss: 1.3178 - d_accuracy: 0.7204 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1052 - g_loss: 1.2986 - d_accuracy: 0.7308Epoch 65: D Accuracy = 0.7095 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1072 - g_loss: 1.3006 - d_accuracy: 0.7301 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0960 - g_loss: 1.2878 - d_accuracy: 0.7426Epoch 66: D Accuracy = 0.7973 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0965 - g_loss: 1.2730 - d_accuracy: 0.7446 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1295 - g_loss: 1.3026 - d_accuracy: 0.7207Epoch 67: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1350 - g_loss: 1.2814 - d_accuracy: 0.7196 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1165 - g_loss: 1.2910 - d_accuracy: 0.7243Epoch 68: D Accuracy = 0.7635 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1125 - g_loss: 1.2922 - d_accuracy: 0.7257 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1071 - g_loss: 1.3317 - d_accuracy: 0.7244Epoch 69: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1045 - g_loss: 1.3398 - d_accuracy: 0.7246 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0821 - g_loss: 1.3140 - d_accuracy: 0.7447Epoch 70: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0824 - g_loss: 1.3260 - d_accuracy: 0.7427 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1021 - g_loss: 1.3137 - d_accuracy: 0.7318Epoch 71: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1029 - g_loss: 1.2988 - d_accuracy: 0.7322 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1213 - g_loss: 1.3269 - d_accuracy: 0.7244Epoch 72: D Accuracy = 0.7568 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1214 - g_loss: 1.3237 - d_accuracy: 0.7255 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1039 - g_loss: 1.2931 - d_accuracy: 0.7342Epoch 73: D Accuracy = 0.7230 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1059 - g_loss: 1.2867 - d_accuracy: 0.7338 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1206 - g_loss: 1.3240 - d_accuracy: 0.7308Epoch 74: D Accuracy = 0.7365 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1185 - g_loss: 1.3211 - d_accuracy: 0.7310 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1008 - g_loss: 1.3271 - d_accuracy: 0.7348Epoch 75: D Accuracy = 0.6824 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1036 - g_loss: 1.3116 - d_accuracy: 0.7329 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1131 - g_loss: 1.3589 - d_accuracy: 0.7285Epoch 76: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1083 - g_loss: 1.3765 - d_accuracy: 0.7290 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0759 - g_loss: 1.3136 - d_accuracy: 0.7464Epoch 77: D Accuracy = 0.7905 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0754 - g_loss: 1.3040 - d_accuracy: 0.7480 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1341 - g_loss: 1.3224 - d_accuracy: 0.7226Epoch 78: D Accuracy = 0.7635 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1322 - g_loss: 1.3235 - d_accuracy: 0.7240 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1147 - g_loss: 1.3163 - d_accuracy: 0.7354Epoch 79: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1159 - g_loss: 1.3191 - d_accuracy: 0.7342 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0847 - g_loss: 1.2960 - d_accuracy: 0.7452Epoch 80: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0801 - g_loss: 1.3012 - d_accuracy: 0.7475 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.3366 - d_accuracy: 0.7258Epoch 81: D Accuracy = 0.7635 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1307 - g_loss: 1.3523 - d_accuracy: 0.7271 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1276 - g_loss: 1.2815 - d_accuracy: 0.7211Epoch 82: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1268 - g_loss: 1.2804 - d_accuracy: 0.7209 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1223 - g_loss: 1.2705 - d_accuracy: 0.7282Epoch 83: D Accuracy = 0.7162 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1225 - g_loss: 1.2588 - d_accuracy: 0.7278 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1349 - g_loss: 1.3153 - d_accuracy: 0.7149Epoch 84: D Accuracy = 0.7365 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1341 - g_loss: 1.3047 - d_accuracy: 0.7157 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1440 - g_loss: 1.2720 - d_accuracy: 0.7112Epoch 85: D Accuracy = 0.6824 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1466 - g_loss: 1.2784 - d_accuracy: 0.7102 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1472 - g_loss: 1.2875 - d_accuracy: 0.7169Epoch 86: D Accuracy = 0.6689 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1459 - g_loss: 1.3030 - d_accuracy: 0.7152 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1035 - g_loss: 1.2745 - d_accuracy: 0.7362Epoch 87: D Accuracy = 0.7905 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1019 - g_loss: 1.2695 - d_accuracy: 0.7381 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1444 - g_loss: 1.2712 - d_accuracy: 0.7130Epoch 88: D Accuracy = 0.6959 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1449 - g_loss: 1.2655 - d_accuracy: 0.7124 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1297 - g_loss: 1.2612 - d_accuracy: 0.7230Epoch 89: D Accuracy = 0.6824 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1330 - g_loss: 1.2518 - d_accuracy: 0.7216 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1712 - g_loss: 1.2874 - d_accuracy: 0.6966Epoch 90: D Accuracy = 0.7230 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1681 - g_loss: 1.2935 - d_accuracy: 0.6976 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1377 - g_loss: 1.2360 - d_accuracy: 0.7114Epoch 91: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1376 - g_loss: 1.2246 - d_accuracy: 0.7125 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1143 - g_loss: 1.2573 - d_accuracy: 0.7309Epoch 92: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1219 - g_loss: 1.2371 - d_accuracy: 0.7272 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1556 - g_loss: 1.2604 - d_accuracy: 0.7012Epoch 93: D Accuracy = 0.6351 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1584 - g_loss: 1.2545 - d_accuracy: 0.6988 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1585 - g_loss: 1.2578 - d_accuracy: 0.7044Epoch 94: D Accuracy = 0.7230 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1563 - g_loss: 1.2682 - d_accuracy: 0.7051 Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1766 - g_loss: 1.2300 - d_accuracy: 0.6977Epoch 95: D Accuracy = 0.6351 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1804 - g_loss: 1.2205 - d_accuracy: 0.6955 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1417 - g_loss: 1.2569 - d_accuracy: 0.7150Epoch 96: D Accuracy = 0.7230 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1409 - g_loss: 1.2657 - d_accuracy: 0.7153 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1589 - g_loss: 1.2423 - d_accuracy: 0.6960Epoch 97: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1602 - g_loss: 1.2489 - d_accuracy: 0.6948 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1412 - g_loss: 1.2283 - d_accuracy: 0.7151Epoch 98: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1433 - g_loss: 1.2223 - d_accuracy: 0.7147 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1741 - g_loss: 1.2503 - d_accuracy: 0.6917Epoch 99: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1749 - g_loss: 1.2510 - d_accuracy: 0.6921 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1547 - g_loss: 1.2105 - d_accuracy: 0.7048 Class 7 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.7162 27/27 [==============================] - 1s 41ms/step - d_loss: 1.1569 - g_loss: 1.2033 - d_accuracy: 0.7052 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1989 - g_loss: 1.2491 - d_accuracy: 0.6832Epoch 101: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1974 - g_loss: 1.2400 - d_accuracy: 0.6853 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1369 - g_loss: 1.2145 - d_accuracy: 0.7139Epoch 102: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1342 - g_loss: 1.2240 - d_accuracy: 0.7149 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1759 - g_loss: 1.2377 - d_accuracy: 0.6911Epoch 103: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1803 - g_loss: 1.2745 - d_accuracy: 0.6881 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1387 - g_loss: 1.2208 - d_accuracy: 0.7136Epoch 104: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1373 - g_loss: 1.2173 - d_accuracy: 0.7137 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1552 - g_loss: 1.2566 - d_accuracy: 0.6994Epoch 105: D Accuracy = 0.5743 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1602 - g_loss: 1.2698 - d_accuracy: 0.6949 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1574 - g_loss: 1.2366 - d_accuracy: 0.7068Epoch 106: D Accuracy = 0.7568 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1560 - g_loss: 1.2292 - d_accuracy: 0.7086 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1614 - g_loss: 1.2288 - d_accuracy: 0.6968Epoch 107: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1577 - g_loss: 1.2208 - d_accuracy: 0.7004 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1675 - g_loss: 1.2447 - d_accuracy: 0.6956Epoch 108: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1738 - g_loss: 1.2256 - d_accuracy: 0.6930 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1415 - g_loss: 1.2773 - d_accuracy: 0.7125Epoch 109: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1416 - g_loss: 1.2901 - d_accuracy: 0.7107 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1718 - g_loss: 1.2357 - d_accuracy: 0.6991Epoch 110: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1712 - g_loss: 1.2456 - d_accuracy: 0.6978 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1295 - g_loss: 1.2180 - d_accuracy: 0.7252Epoch 111: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1282 - g_loss: 1.2213 - d_accuracy: 0.7263 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1368 - g_loss: 1.2567 - d_accuracy: 0.7183Epoch 112: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1377 - g_loss: 1.2399 - d_accuracy: 0.7194 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1676 - g_loss: 1.2482 - d_accuracy: 0.6953Epoch 113: D Accuracy = 0.6959 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1716 - g_loss: 1.2298 - d_accuracy: 0.6954 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1376 - g_loss: 1.2233 - d_accuracy: 0.7132Epoch 114: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1424 - g_loss: 1.2110 - d_accuracy: 0.7119 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1553 - g_loss: 1.2438 - d_accuracy: 0.7015Epoch 115: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1529 - g_loss: 1.2570 - d_accuracy: 0.7010 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1510 - g_loss: 1.2298 - d_accuracy: 0.7147Epoch 116: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1528 - g_loss: 1.2224 - d_accuracy: 0.7143 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1528 - g_loss: 1.2210 - d_accuracy: 0.6986Epoch 117: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1532 - g_loss: 1.2180 - d_accuracy: 0.6978 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1331 - g_loss: 1.2274 - d_accuracy: 0.7192Epoch 118: D Accuracy = 0.7770 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1306 - g_loss: 1.2258 - d_accuracy: 0.7212 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1729 - g_loss: 1.2464 - d_accuracy: 0.6975Epoch 119: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1713 - g_loss: 1.2462 - d_accuracy: 0.6994 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1771 - g_loss: 1.2445 - d_accuracy: 0.6944Epoch 120: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1802 - g_loss: 1.2457 - d_accuracy: 0.6915 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1678 - g_loss: 1.2232 - d_accuracy: 0.6872Epoch 121: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1660 - g_loss: 1.2223 - d_accuracy: 0.6877 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1355 - g_loss: 1.1960 - d_accuracy: 0.7211Epoch 122: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1315 - g_loss: 1.1984 - d_accuracy: 0.7238 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1531 - g_loss: 1.2804 - d_accuracy: 0.7050Epoch 123: D Accuracy = 0.6959 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1528 - g_loss: 1.2849 - d_accuracy: 0.7047 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1549 - g_loss: 1.2376 - d_accuracy: 0.7066Epoch 124: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1558 - g_loss: 1.2283 - d_accuracy: 0.7070 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1551 - g_loss: 1.2521 - d_accuracy: 0.7063Epoch 125: D Accuracy = 0.7230 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1538 - g_loss: 1.2519 - d_accuracy: 0.7069 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1567 - g_loss: 1.2243 - d_accuracy: 0.7039Epoch 126: D Accuracy = 0.7095 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1554 - g_loss: 1.2235 - d_accuracy: 0.7041 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1473 - g_loss: 1.2508 - d_accuracy: 0.7055Epoch 127: D Accuracy = 0.5878 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1509 - g_loss: 1.2668 - d_accuracy: 0.7013 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1480 - g_loss: 1.2319 - d_accuracy: 0.7089Epoch 128: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1481 - g_loss: 1.2204 - d_accuracy: 0.7106 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1867 - g_loss: 1.2506 - d_accuracy: 0.6802Epoch 129: D Accuracy = 0.7365 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1821 - g_loss: 1.2595 - d_accuracy: 0.6822 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1412 - g_loss: 1.2616 - d_accuracy: 0.7072Epoch 130: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1440 - g_loss: 1.2661 - d_accuracy: 0.7051 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1658 - g_loss: 1.2406 - d_accuracy: 0.7029Epoch 131: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1649 - g_loss: 1.2467 - d_accuracy: 0.7024 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1401 - g_loss: 1.2397 - d_accuracy: 0.7158Epoch 132: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1409 - g_loss: 1.2323 - d_accuracy: 0.7154 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1587 - g_loss: 1.2573 - d_accuracy: 0.7075Epoch 133: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1639 - g_loss: 1.2415 - d_accuracy: 0.7044 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1511 - g_loss: 1.2499 - d_accuracy: 0.7071Epoch 134: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1507 - g_loss: 1.2647 - d_accuracy: 0.7055 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1444 - g_loss: 1.2341 - d_accuracy: 0.7159Epoch 135: D Accuracy = 0.7703 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1384 - g_loss: 1.2505 - d_accuracy: 0.7178 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1236 - g_loss: 1.2657 - d_accuracy: 0.7217Epoch 136: D Accuracy = 0.7365 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1237 - g_loss: 1.2602 - d_accuracy: 0.7222 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1791 - g_loss: 1.3015 - d_accuracy: 0.6898Epoch 137: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1734 - g_loss: 1.3090 - d_accuracy: 0.6920 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1177 - g_loss: 1.2655 - d_accuracy: 0.7234Epoch 138: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1178 - g_loss: 1.2574 - d_accuracy: 0.7243 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0955 - g_loss: 1.2658 - d_accuracy: 0.7358Epoch 139: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0913 - g_loss: 1.2694 - d_accuracy: 0.7390 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1475 - g_loss: 1.2674 - d_accuracy: 0.7098Epoch 140: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1424 - g_loss: 1.2613 - d_accuracy: 0.7139 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1194 - g_loss: 1.2715 - d_accuracy: 0.7230Epoch 141: D Accuracy = 0.6824 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1192 - g_loss: 1.2843 - d_accuracy: 0.7216 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1566 - g_loss: 1.2433 - d_accuracy: 0.7067Epoch 142: D Accuracy = 0.6351 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1607 - g_loss: 1.2386 - d_accuracy: 0.7041 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1322 - g_loss: 1.2775 - d_accuracy: 0.7179Epoch 143: D Accuracy = 0.7162 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1298 - g_loss: 1.2865 - d_accuracy: 0.7179 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1181 - g_loss: 1.2877 - d_accuracy: 0.7195Epoch 144: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1233 - g_loss: 1.3018 - d_accuracy: 0.7150 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1304 - g_loss: 1.2436 - d_accuracy: 0.7130Epoch 145: D Accuracy = 0.7365 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1292 - g_loss: 1.2377 - d_accuracy: 0.7139 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1227 - g_loss: 1.2637 - d_accuracy: 0.7248Epoch 146: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1255 - g_loss: 1.2778 - d_accuracy: 0.7225 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1458 - g_loss: 1.2794 - d_accuracy: 0.7059Epoch 147: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1467 - g_loss: 1.2639 - d_accuracy: 0.7063 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1438 - g_loss: 1.2890 - d_accuracy: 0.7145Epoch 148: D Accuracy = 0.7770 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1411 - g_loss: 1.2896 - d_accuracy: 0.7168 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1121 - g_loss: 1.2726 - d_accuracy: 0.7336Epoch 149: D Accuracy = 0.7635 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1123 - g_loss: 1.2666 - d_accuracy: 0.7346 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1209 - g_loss: 1.2608 - d_accuracy: 0.7202Epoch 150: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1211 - g_loss: 1.2574 - d_accuracy: 0.7211 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1072 - g_loss: 1.2714 - d_accuracy: 0.7362Epoch 151: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1150 - g_loss: 1.2770 - d_accuracy: 0.7318 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1358 - g_loss: 1.2559 - d_accuracy: 0.7142Epoch 152: D Accuracy = 0.6689 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1395 - g_loss: 1.2419 - d_accuracy: 0.7125 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1397 - g_loss: 1.3301 - d_accuracy: 0.7102Epoch 153: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1347 - g_loss: 1.3254 - d_accuracy: 0.7143 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1077 - g_loss: 1.3070 - d_accuracy: 0.7321Epoch 154: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1131 - g_loss: 1.3406 - d_accuracy: 0.7272 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1218 - g_loss: 1.2700 - d_accuracy: 0.7251Epoch 155: D Accuracy = 0.7568 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1221 - g_loss: 1.2557 - d_accuracy: 0.7262 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1312 - g_loss: 1.2975 - d_accuracy: 0.7202Epoch 156: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1409 - g_loss: 1.2725 - d_accuracy: 0.7167 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1454 - g_loss: 1.2942 - d_accuracy: 0.7050Epoch 157: D Accuracy = 0.6014 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1482 - g_loss: 1.3006 - d_accuracy: 0.7013 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1469 - g_loss: 1.2938 - d_accuracy: 0.7126Epoch 158: D Accuracy = 0.7838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1422 - g_loss: 1.2985 - d_accuracy: 0.7152 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1041 - g_loss: 1.2803 - d_accuracy: 0.7322Epoch 159: D Accuracy = 0.6959 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1039 - g_loss: 1.2867 - d_accuracy: 0.7309 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1394 - g_loss: 1.2568 - d_accuracy: 0.7134Epoch 160: D Accuracy = 0.7027 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1400 - g_loss: 1.2510 - d_accuracy: 0.7130 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1010 - g_loss: 1.3252 - d_accuracy: 0.7314Epoch 161: D Accuracy = 0.7365 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1006 - g_loss: 1.3232 - d_accuracy: 0.7316 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0836 - g_loss: 1.3423 - d_accuracy: 0.7463Epoch 162: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0836 - g_loss: 1.3361 - d_accuracy: 0.7471 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1193 - g_loss: 1.3129 - d_accuracy: 0.7273Epoch 163: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1163 - g_loss: 1.3141 - d_accuracy: 0.7288
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1395 - g_loss: 1.3207 - d_accuracy: 0.7123Epoch 164: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1346 - g_loss: 1.3328 - d_accuracy: 0.7143 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1465 - g_loss: 1.2813 - d_accuracy: 0.7182Epoch 165: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1586 - g_loss: 1.2553 - d_accuracy: 0.7147 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1019 - g_loss: 1.3198 - d_accuracy: 0.7340Epoch 166: D Accuracy = 0.7568 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0971 - g_loss: 1.3326 - d_accuracy: 0.7349 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1055 - g_loss: 1.2998 - d_accuracy: 0.7293Epoch 167: D Accuracy = 0.6014 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1105 - g_loss: 1.3010 - d_accuracy: 0.7247 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1129 - g_loss: 1.3124 - d_accuracy: 0.7242Epoch 168: D Accuracy = 0.7365 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1149 - g_loss: 1.2966 - d_accuracy: 0.7246 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1197 - g_loss: 1.3443 - d_accuracy: 0.7197Epoch 169: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1221 - g_loss: 1.3671 - d_accuracy: 0.7157 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1152 - g_loss: 1.3163 - d_accuracy: 0.7250Epoch 170: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1145 - g_loss: 1.3277 - d_accuracy: 0.7242 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0595 - g_loss: 1.3207 - d_accuracy: 0.7578Epoch 171: D Accuracy = 0.8041 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0590 - g_loss: 1.3090 - d_accuracy: 0.7594 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1180 - g_loss: 1.3523 - d_accuracy: 0.7211Epoch 172: D Accuracy = 0.7905 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1152 - g_loss: 1.3551 - d_accuracy: 0.7236 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1169 - g_loss: 1.3357 - d_accuracy: 0.7251Epoch 173: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1150 - g_loss: 1.3256 - d_accuracy: 0.7281 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1137 - g_loss: 1.3376 - d_accuracy: 0.7278Epoch 174: D Accuracy = 0.6824 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1150 - g_loss: 1.3351 - d_accuracy: 0.7262 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0978 - g_loss: 1.3329 - d_accuracy: 0.7367Epoch 175: D Accuracy = 0.7432 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1008 - g_loss: 1.3253 - d_accuracy: 0.7370 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1005 - g_loss: 1.3440 - d_accuracy: 0.7269Epoch 176: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0977 - g_loss: 1.3485 - d_accuracy: 0.7275 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0972 - g_loss: 1.3775 - d_accuracy: 0.7291Epoch 177: D Accuracy = 0.6689 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0983 - g_loss: 1.3926 - d_accuracy: 0.7269 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1204 - g_loss: 1.3222 - d_accuracy: 0.7241Epoch 178: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1258 - g_loss: 1.3431 - d_accuracy: 0.7205 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1226 - g_loss: 1.3148 - d_accuracy: 0.7153Epoch 179: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1236 - g_loss: 1.3194 - d_accuracy: 0.7139 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1129 - g_loss: 1.3226 - d_accuracy: 0.7272Epoch 180: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1091 - g_loss: 1.3366 - d_accuracy: 0.7278 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0932 - g_loss: 1.3558 - d_accuracy: 0.7418Epoch 181: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0932 - g_loss: 1.3407 - d_accuracy: 0.7438 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1009 - g_loss: 1.3619 - d_accuracy: 0.7305Epoch 182: D Accuracy = 0.6959 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1015 - g_loss: 1.3699 - d_accuracy: 0.7293 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0739 - g_loss: 1.3488 - d_accuracy: 0.7492Epoch 183: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0728 - g_loss: 1.3426 - d_accuracy: 0.7499 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0805 - g_loss: 1.4050 - d_accuracy: 0.7405Epoch 184: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0782 - g_loss: 1.4024 - d_accuracy: 0.7415 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1022 - g_loss: 1.3334 - d_accuracy: 0.7307Epoch 185: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1034 - g_loss: 1.3232 - d_accuracy: 0.7316 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1076 - g_loss: 1.3538 - d_accuracy: 0.7337Epoch 186: D Accuracy = 0.7230 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1072 - g_loss: 1.3500 - d_accuracy: 0.7333 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0772 - g_loss: 1.4049 - d_accuracy: 0.7482Epoch 187: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0792 - g_loss: 1.4161 - d_accuracy: 0.7451 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0804 - g_loss: 1.3536 - d_accuracy: 0.7441Epoch 188: D Accuracy = 0.7635 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0783 - g_loss: 1.3497 - d_accuracy: 0.7448 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0775 - g_loss: 1.3661 - d_accuracy: 0.7429Epoch 189: D Accuracy = 0.7230 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0794 - g_loss: 1.3488 - d_accuracy: 0.7422 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0781 - g_loss: 1.4269 - d_accuracy: 0.7379Epoch 190: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0841 - g_loss: 1.4494 - d_accuracy: 0.7333 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1174 - g_loss: 1.3474 - d_accuracy: 0.7213Epoch 191: D Accuracy = 0.8176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1145 - g_loss: 1.3419 - d_accuracy: 0.7247 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1068 - g_loss: 1.3592 - d_accuracy: 0.7230Epoch 192: D Accuracy = 0.6689 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1106 - g_loss: 1.3684 - d_accuracy: 0.7211 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0450 - g_loss: 1.3647 - d_accuracy: 0.7653Epoch 193: D Accuracy = 0.7635 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0496 - g_loss: 1.3496 - d_accuracy: 0.7652 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0959 - g_loss: 1.4005 - d_accuracy: 0.7368Epoch 194: D Accuracy = 0.7770 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0946 - g_loss: 1.3895 - d_accuracy: 0.7383 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0907 - g_loss: 1.3712 - d_accuracy: 0.7398Epoch 195: D Accuracy = 0.7365 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0911 - g_loss: 1.3676 - d_accuracy: 0.7397
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0930 - g_loss: 1.3762 - d_accuracy: 0.7323Epoch 196: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0918 - g_loss: 1.3773 - d_accuracy: 0.7322 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1016 - g_loss: 1.3861 - d_accuracy: 0.7277Epoch 197: D Accuracy = 0.7770 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1005 - g_loss: 1.3800 - d_accuracy: 0.7295 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0757 - g_loss: 1.3786 - d_accuracy: 0.7440Epoch 198: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0770 - g_loss: 1.3701 - d_accuracy: 0.7439 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0881 - g_loss: 1.3675 - d_accuracy: 0.7388Epoch 199: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0873 - g_loss: 1.3691 - d_accuracy: 0.7404 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0901 - g_loss: 1.3698 - d_accuracy: 0.7346 Class 7 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.6419 27/27 [==============================] - 1s 41ms/step - d_loss: 1.0940 - g_loss: 1.3825 - d_accuracy: 0.7313 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0703 - g_loss: 1.4017 - d_accuracy: 0.7435Epoch 201: D Accuracy = 0.6149 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0735 - g_loss: 1.4246 - d_accuracy: 0.7390 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1049 - g_loss: 1.3642 - d_accuracy: 0.7302Epoch 202: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1025 - g_loss: 1.3689 - d_accuracy: 0.7301 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0704 - g_loss: 1.3725 - d_accuracy: 0.7439Epoch 203: D Accuracy = 0.6824 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0776 - g_loss: 1.3510 - d_accuracy: 0.7417 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1076 - g_loss: 1.4354 - d_accuracy: 0.7239Epoch 204: D Accuracy = 0.7635 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1049 - g_loss: 1.4448 - d_accuracy: 0.7253 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0525 - g_loss: 1.4090 - d_accuracy: 0.7560Epoch 205: D Accuracy = 0.7905 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0501 - g_loss: 1.4108 - d_accuracy: 0.7572 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1167 - g_loss: 1.4081 - d_accuracy: 0.7201Epoch 206: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1171 - g_loss: 1.3965 - d_accuracy: 0.7224 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0683 - g_loss: 1.4177 - d_accuracy: 0.7424Epoch 207: D Accuracy = 0.7635 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0658 - g_loss: 1.4224 - d_accuracy: 0.7432 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0809 - g_loss: 1.3983 - d_accuracy: 0.7423Epoch 208: D Accuracy = 0.6824 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0868 - g_loss: 1.3812 - d_accuracy: 0.7402 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.4163 - d_accuracy: 0.7379Epoch 209: D Accuracy = 0.7230 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0898 - g_loss: 1.4158 - d_accuracy: 0.7373 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0881 - g_loss: 1.3657 - d_accuracy: 0.7465Epoch 210: D Accuracy = 0.7770 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0879 - g_loss: 1.3543 - d_accuracy: 0.7476 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0889 - g_loss: 1.4482 - d_accuracy: 0.7340Epoch 211: D Accuracy = 0.7230 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0865 - g_loss: 1.4613 - d_accuracy: 0.7336 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0530 - g_loss: 1.3989 - d_accuracy: 0.7525Epoch 212: D Accuracy = 0.7635 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0534 - g_loss: 1.3962 - d_accuracy: 0.7529 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0926 - g_loss: 1.4000 - d_accuracy: 0.7330Epoch 213: D Accuracy = 0.7365 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0945 - g_loss: 1.3848 - d_accuracy: 0.7331 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0711 - g_loss: 1.4319 - d_accuracy: 0.7395Epoch 214: D Accuracy = 0.6959 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0724 - g_loss: 1.4363 - d_accuracy: 0.7379 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0593 - g_loss: 1.4302 - d_accuracy: 0.7532Epoch 215: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0629 - g_loss: 1.4528 - d_accuracy: 0.7487 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0610 - g_loss: 1.4507 - d_accuracy: 0.7480Epoch 216: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0599 - g_loss: 1.4788 - d_accuracy: 0.7469 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0782 - g_loss: 1.3933 - d_accuracy: 0.7413Epoch 217: D Accuracy = 0.6959 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0805 - g_loss: 1.3931 - d_accuracy: 0.7397 Epoch 218/500 26/27 [===========================>..] - ETA: 0s - d_loss: 1.0407 - g_loss: 1.4316 - d_accuracy: 0.7607Epoch 218: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0377 - g_loss: 1.4448 - d_accuracy: 0.7599 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0635 - g_loss: 1.4537 - d_accuracy: 0.7458Epoch 219: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0696 - g_loss: 1.4900 - d_accuracy: 0.7404 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0643 - g_loss: 1.4023 - d_accuracy: 0.7495Epoch 220: D Accuracy = 0.8176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0617 - g_loss: 1.3951 - d_accuracy: 0.7519 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0279 - g_loss: 1.4378 - d_accuracy: 0.7673Epoch 221: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0300 - g_loss: 1.4285 - d_accuracy: 0.7664 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0843 - g_loss: 1.4514 - d_accuracy: 0.7335Epoch 222: D Accuracy = 0.8041 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0840 - g_loss: 1.4389 - d_accuracy: 0.7360 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0450 - g_loss: 1.4488 - d_accuracy: 0.7636Epoch 223: D Accuracy = 0.6014 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0509 - g_loss: 1.4845 - d_accuracy: 0.7578 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0371 - g_loss: 1.4457 - d_accuracy: 0.7624Epoch 224: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0327 - g_loss: 1.4539 - d_accuracy: 0.7632 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0658 - g_loss: 1.4531 - d_accuracy: 0.7483Epoch 225: D Accuracy = 0.6892 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0677 - g_loss: 1.4762 - d_accuracy: 0.7462 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0337 - g_loss: 1.4381 - d_accuracy: 0.7635Epoch 226: D Accuracy = 0.7635 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0334 - g_loss: 1.4285 - d_accuracy: 0.7635 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0391 - g_loss: 1.4732 - d_accuracy: 0.7615Epoch 227: D Accuracy = 0.7838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0368 - g_loss: 1.4738 - d_accuracy: 0.7623 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0241 - g_loss: 1.4848 - d_accuracy: 0.7705Epoch 228: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0193 - g_loss: 1.4823 - d_accuracy: 0.7738 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0524 - g_loss: 1.5056 - d_accuracy: 0.7490Epoch 229: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0498 - g_loss: 1.5194 - d_accuracy: 0.7488 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0567 - g_loss: 1.4701 - d_accuracy: 0.7478Epoch 230: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0525 - g_loss: 1.4640 - d_accuracy: 0.7510 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0647 - g_loss: 1.4761 - d_accuracy: 0.7512Epoch 231: D Accuracy = 0.8176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0642 - g_loss: 1.4685 - d_accuracy: 0.7536 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0472 - g_loss: 1.4714 - d_accuracy: 0.7569Epoch 232: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0549 - g_loss: 1.4828 - d_accuracy: 0.7523 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0374 - g_loss: 1.4594 - d_accuracy: 0.7586Epoch 233: D Accuracy = 0.8108 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0348 - g_loss: 1.4625 - d_accuracy: 0.7605 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0509 - g_loss: 1.4856 - d_accuracy: 0.7535Epoch 234: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0520 - g_loss: 1.5093 - d_accuracy: 0.7507 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0510 - g_loss: 1.4887 - d_accuracy: 0.7592Epoch 235: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0517 - g_loss: 1.4842 - d_accuracy: 0.7591 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0164 - g_loss: 1.4871 - d_accuracy: 0.7721Epoch 236: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0134 - g_loss: 1.4836 - d_accuracy: 0.7750 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0262 - g_loss: 1.4816 - d_accuracy: 0.7639Epoch 237: D Accuracy = 0.7905 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0274 - g_loss: 1.4729 - d_accuracy: 0.7649 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0679 - g_loss: 1.4909 - d_accuracy: 0.7425Epoch 238: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0630 - g_loss: 1.4873 - d_accuracy: 0.7464 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0417 - g_loss: 1.4756 - d_accuracy: 0.7572Epoch 239: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0437 - g_loss: 1.4818 - d_accuracy: 0.7553 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0204 - g_loss: 1.4991 - d_accuracy: 0.7660Epoch 240: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0213 - g_loss: 1.5022 - d_accuracy: 0.7651 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0325 - g_loss: 1.5124 - d_accuracy: 0.7631Epoch 241: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0404 - g_loss: 1.5305 - d_accuracy: 0.7576 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0452 - g_loss: 1.5122 - d_accuracy: 0.7605Epoch 242: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0463 - g_loss: 1.5239 - d_accuracy: 0.7585 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0222 - g_loss: 1.4796 - d_accuracy: 0.7718Epoch 243: D Accuracy = 0.6824 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0261 - g_loss: 1.4770 - d_accuracy: 0.7686 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0084 - g_loss: 1.5166 - d_accuracy: 0.7713Epoch 244: D Accuracy = 0.7770 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0085 - g_loss: 1.5200 - d_accuracy: 0.7715 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0664 - g_loss: 1.5185 - d_accuracy: 0.7424Epoch 245: D Accuracy = 0.6824 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0758 - g_loss: 1.4888 - d_accuracy: 0.7403 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0417 - g_loss: 1.5099 - d_accuracy: 0.7611Epoch 246: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0388 - g_loss: 1.5121 - d_accuracy: 0.7619 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0195 - g_loss: 1.5067 - d_accuracy: 0.7658Epoch 247: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0148 - g_loss: 1.5192 - d_accuracy: 0.7669 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0287 - g_loss: 1.5179 - d_accuracy: 0.7664Epoch 248: D Accuracy = 0.8176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0268 - g_loss: 1.5126 - d_accuracy: 0.7682 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0161 - g_loss: 1.5164 - d_accuracy: 0.7687Epoch 249: D Accuracy = 0.8716 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0122 - g_loss: 1.5142 - d_accuracy: 0.7724 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0029 - g_loss: 1.5138 - d_accuracy: 0.7742Epoch 250: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0083 - g_loss: 1.5234 - d_accuracy: 0.7697 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0504 - g_loss: 1.4872 - d_accuracy: 0.7561Epoch 251: D Accuracy = 0.7770 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0511 - g_loss: 1.4886 - d_accuracy: 0.7568 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0460 - g_loss: 1.5260 - d_accuracy: 0.7540Epoch 252: D Accuracy = 0.7838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0453 - g_loss: 1.5202 - d_accuracy: 0.7551 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0344 - g_loss: 1.5415 - d_accuracy: 0.7564Epoch 253: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0339 - g_loss: 1.5325 - d_accuracy: 0.7569 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0223 - g_loss: 1.5044 - d_accuracy: 0.7660Epoch 254: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0230 - g_loss: 1.4952 - d_accuracy: 0.7666 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0543 - g_loss: 1.5500 - d_accuracy: 0.7561Epoch 255: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0624 - g_loss: 1.5310 - d_accuracy: 0.7537 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0401 - g_loss: 1.5231 - d_accuracy: 0.7592Epoch 256: D Accuracy = 0.7635 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0403 - g_loss: 1.5041 - d_accuracy: 0.7593 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0246 - g_loss: 1.5384 - d_accuracy: 0.7652Epoch 257: D Accuracy = 0.8041 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0217 - g_loss: 1.5398 - d_accuracy: 0.7666 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9830 - g_loss: 1.5527 - d_accuracy: 0.7903Epoch 258: D Accuracy = 0.8311 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9793 - g_loss: 1.5609 - d_accuracy: 0.7918 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0266 - g_loss: 1.5190 - d_accuracy: 0.7626Epoch 259: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0225 - g_loss: 1.5195 - d_accuracy: 0.7657 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0185 - g_loss: 1.5961 - d_accuracy: 0.7585Epoch 260: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0139 - g_loss: 1.6009 - d_accuracy: 0.7609 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0478 - g_loss: 1.5817 - d_accuracy: 0.7501Epoch 261: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0523 - g_loss: 1.5678 - d_accuracy: 0.7475 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0285 - g_loss: 1.5293 - d_accuracy: 0.7614Epoch 262: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0286 - g_loss: 1.5451 - d_accuracy: 0.7612 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0327 - g_loss: 1.5186 - d_accuracy: 0.7610Epoch 263: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0437 - g_loss: 1.4930 - d_accuracy: 0.7570
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0398 - g_loss: 1.5789 - d_accuracy: 0.7558Epoch 264: D Accuracy = 0.8041 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0372 - g_loss: 1.5776 - d_accuracy: 0.7575 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0505 - g_loss: 1.5663 - d_accuracy: 0.7545Epoch 265: D Accuracy = 0.7770 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0520 - g_loss: 1.5465 - d_accuracy: 0.7553 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0028 - g_loss: 1.5266 - d_accuracy: 0.7752Epoch 266: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0066 - g_loss: 1.5162 - d_accuracy: 0.7741 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0572 - g_loss: 1.5190 - d_accuracy: 0.7489Epoch 267: D Accuracy = 0.7905 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0565 - g_loss: 1.5045 - d_accuracy: 0.7504 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9990 - g_loss: 1.5324 - d_accuracy: 0.7807Epoch 268: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0013 - g_loss: 1.5261 - d_accuracy: 0.7794 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0040 - g_loss: 1.5603 - d_accuracy: 0.7780Epoch 269: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0137 - g_loss: 1.5961 - d_accuracy: 0.7720 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0277 - g_loss: 1.5602 - d_accuracy: 0.7611Epoch 270: D Accuracy = 0.7770 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0280 - g_loss: 1.5573 - d_accuracy: 0.7617 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0181 - g_loss: 1.5480 - d_accuracy: 0.7710Epoch 271: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0220 - g_loss: 1.5384 - d_accuracy: 0.7700 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0431 - g_loss: 1.5655 - d_accuracy: 0.7521Epoch 272: D Accuracy = 0.7905 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0410 - g_loss: 1.5579 - d_accuracy: 0.7535 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0506 - g_loss: 1.5792 - d_accuracy: 0.7530Epoch 273: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0518 - g_loss: 1.5717 - d_accuracy: 0.7529 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0401 - g_loss: 1.5606 - d_accuracy: 0.7593Epoch 274: D Accuracy = 0.7703 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0392 - g_loss: 1.5607 - d_accuracy: 0.7597 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9906 - g_loss: 1.5472 - d_accuracy: 0.7871Epoch 275: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9892 - g_loss: 1.5691 - d_accuracy: 0.7865 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0182 - g_loss: 1.5647 - d_accuracy: 0.7691Epoch 276: D Accuracy = 0.8446 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0125 - g_loss: 1.5727 - d_accuracy: 0.7718 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0131 - g_loss: 1.5780 - d_accuracy: 0.7715Epoch 277: D Accuracy = 0.8041 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0123 - g_loss: 1.5645 - d_accuracy: 0.7727 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9721 - g_loss: 1.5965 - d_accuracy: 0.7959Epoch 278: D Accuracy = 0.7770 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9731 - g_loss: 1.6020 - d_accuracy: 0.7952 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0057 - g_loss: 1.5301 - d_accuracy: 0.7762Epoch 279: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0071 - g_loss: 1.5128 - d_accuracy: 0.7760 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0484 - g_loss: 1.5927 - d_accuracy: 0.7542Epoch 280: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0490 - g_loss: 1.5944 - d_accuracy: 0.7529 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0017 - g_loss: 1.5819 - d_accuracy: 0.7765Epoch 281: D Accuracy = 0.8243 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9996 - g_loss: 1.5808 - d_accuracy: 0.7782 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9755 - g_loss: 1.5808 - d_accuracy: 0.7917Epoch 282: D Accuracy = 0.8176 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9724 - g_loss: 1.6022 - d_accuracy: 0.7926 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9991 - g_loss: 1.5804 - d_accuracy: 0.7791Epoch 283: D Accuracy = 0.7905 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0020 - g_loss: 1.5636 - d_accuracy: 0.7795 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9656 - g_loss: 1.6220 - d_accuracy: 0.7963Epoch 284: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9667 - g_loss: 1.6050 - d_accuracy: 0.7973 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0129 - g_loss: 1.6259 - d_accuracy: 0.7629Epoch 285: D Accuracy = 0.8446 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0088 - g_loss: 1.6195 - d_accuracy: 0.7658 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0169 - g_loss: 1.5949 - d_accuracy: 0.7644Epoch 286: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0138 - g_loss: 1.5911 - d_accuracy: 0.7661 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0088 - g_loss: 1.5918 - d_accuracy: 0.7742Epoch 287: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0076 - g_loss: 1.6130 - d_accuracy: 0.7740 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0105 - g_loss: 1.5579 - d_accuracy: 0.7737Epoch 288: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0096 - g_loss: 1.5471 - d_accuracy: 0.7740 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9723 - g_loss: 1.6174 - d_accuracy: 0.7946Epoch 289: D Accuracy = 0.8446 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9690 - g_loss: 1.6105 - d_accuracy: 0.7964 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0015 - g_loss: 1.6200 - d_accuracy: 0.7767Epoch 290: D Accuracy = 0.7838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0053 - g_loss: 1.6038 - d_accuracy: 0.7770 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9628 - g_loss: 1.6182 - d_accuracy: 0.7899Epoch 291: D Accuracy = 0.8041 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9619 - g_loss: 1.6104 - d_accuracy: 0.7904 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0121 - g_loss: 1.6078 - d_accuracy: 0.7778Epoch 292: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0121 - g_loss: 1.5938 - d_accuracy: 0.7785 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9780 - g_loss: 1.6606 - d_accuracy: 0.7786Epoch 293: D Accuracy = 0.7635 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9763 - g_loss: 1.6713 - d_accuracy: 0.7780 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9822 - g_loss: 1.6290 - d_accuracy: 0.7894Epoch 294: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9801 - g_loss: 1.6325 - d_accuracy: 0.7906 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0270 - g_loss: 1.6515 - d_accuracy: 0.7652Epoch 295: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0233 - g_loss: 1.6667 - d_accuracy: 0.7644
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9803 - g_loss: 1.6386 - d_accuracy: 0.7878Epoch 296: D Accuracy = 0.7635 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9834 - g_loss: 1.6208 - d_accuracy: 0.7870 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0104 - g_loss: 1.6250 - d_accuracy: 0.7673Epoch 297: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0124 - g_loss: 1.6506 - d_accuracy: 0.7645 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9714 - g_loss: 1.6302 - d_accuracy: 0.7900Epoch 298: D Accuracy = 0.7365 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9782 - g_loss: 1.6117 - d_accuracy: 0.7881 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9964 - g_loss: 1.6578 - d_accuracy: 0.7796Epoch 299: D Accuracy = 0.8784 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9905 - g_loss: 1.6587 - d_accuracy: 0.7832 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9775 - g_loss: 1.6422 - d_accuracy: 0.7895 Class 7 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.8311 27/27 [==============================] - 1s 42ms/step - d_loss: 0.9775 - g_loss: 1.6225 - d_accuracy: 0.7909 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9894 - g_loss: 1.6257 - d_accuracy: 0.7781Epoch 301: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9885 - g_loss: 1.6218 - d_accuracy: 0.7778 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9919 - g_loss: 1.6397 - d_accuracy: 0.7786Epoch 302: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9910 - g_loss: 1.6510 - d_accuracy: 0.7776 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0288 - g_loss: 1.6160 - d_accuracy: 0.7663Epoch 303: D Accuracy = 0.7905 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0275 - g_loss: 1.6093 - d_accuracy: 0.7671 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9500 - g_loss: 1.6779 - d_accuracy: 0.7936Epoch 304: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9458 - g_loss: 1.6835 - d_accuracy: 0.7952 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9753 - g_loss: 1.6569 - d_accuracy: 0.7934Epoch 305: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9749 - g_loss: 1.6517 - d_accuracy: 0.7936 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9483 - g_loss: 1.7076 - d_accuracy: 0.7979Epoch 306: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9498 - g_loss: 1.7323 - d_accuracy: 0.7950 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9896 - g_loss: 1.6775 - d_accuracy: 0.7818Epoch 307: D Accuracy = 0.8041 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9862 - g_loss: 1.6875 - d_accuracy: 0.7826 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9997 - g_loss: 1.6590 - d_accuracy: 0.7756Epoch 308: D Accuracy = 0.8446 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9971 - g_loss: 1.6516 - d_accuracy: 0.7781 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9432 - g_loss: 1.6675 - d_accuracy: 0.8087Epoch 309: D Accuracy = 0.8514 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9429 - g_loss: 1.6566 - d_accuracy: 0.8103 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9741 - g_loss: 1.6805 - d_accuracy: 0.7885Epoch 310: D Accuracy = 0.7905 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9750 - g_loss: 1.6769 - d_accuracy: 0.7886 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9758 - g_loss: 1.6702 - d_accuracy: 0.7838Epoch 311: D Accuracy = 0.7635 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9774 - g_loss: 1.6636 - d_accuracy: 0.7831 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9603 - g_loss: 1.6782 - d_accuracy: 0.7967Epoch 312: D Accuracy = 0.7095 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9628 - g_loss: 1.6995 - d_accuracy: 0.7936 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9745 - g_loss: 1.6493 - d_accuracy: 0.7886Epoch 313: D Accuracy = 0.7230 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9762 - g_loss: 1.6655 - d_accuracy: 0.7863 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9569 - g_loss: 1.7145 - d_accuracy: 0.7934Epoch 314: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9563 - g_loss: 1.7366 - d_accuracy: 0.7916 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9395 - g_loss: 1.7013 - d_accuracy: 0.8062Epoch 315: D Accuracy = 0.8311 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9405 - g_loss: 1.6903 - d_accuracy: 0.8071 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9593 - g_loss: 1.6847 - d_accuracy: 0.7947Epoch 316: D Accuracy = 0.7297 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9638 - g_loss: 1.6953 - d_accuracy: 0.7924 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9732 - g_loss: 1.6988 - d_accuracy: 0.7912Epoch 317: D Accuracy = 0.8514 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9699 - g_loss: 1.6931 - d_accuracy: 0.7934 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9560 - g_loss: 1.6764 - d_accuracy: 0.8023Epoch 318: D Accuracy = 0.7905 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9575 - g_loss: 1.6724 - d_accuracy: 0.8019 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9976 - g_loss: 1.6865 - d_accuracy: 0.7755Epoch 319: D Accuracy = 0.7905 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9966 - g_loss: 1.6853 - d_accuracy: 0.7761 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9661 - g_loss: 1.6651 - d_accuracy: 0.7947Epoch 320: D Accuracy = 0.8446 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9633 - g_loss: 1.6609 - d_accuracy: 0.7965 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9766 - g_loss: 1.6981 - d_accuracy: 0.7843Epoch 321: D Accuracy = 0.8041 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9789 - g_loss: 1.6804 - d_accuracy: 0.7850 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9673 - g_loss: 1.7223 - d_accuracy: 0.7957Epoch 322: D Accuracy = 0.8986 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9632 - g_loss: 1.7166 - d_accuracy: 0.7994 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9476 - g_loss: 1.7401 - d_accuracy: 0.8034Epoch 323: D Accuracy = 0.8716 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9436 - g_loss: 1.7419 - d_accuracy: 0.8058 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9630 - g_loss: 1.7247 - d_accuracy: 0.7928Epoch 324: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9669 - g_loss: 1.7384 - d_accuracy: 0.7886 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9892 - g_loss: 1.6834 - d_accuracy: 0.7806Epoch 325: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9892 - g_loss: 1.6758 - d_accuracy: 0.7802 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9355 - g_loss: 1.7039 - d_accuracy: 0.8060Epoch 326: D Accuracy = 0.8041 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9375 - g_loss: 1.6904 - d_accuracy: 0.8059 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9513 - g_loss: 1.7204 - d_accuracy: 0.7991Epoch 327: D Accuracy = 0.7703 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9532 - g_loss: 1.7130 - d_accuracy: 0.7980 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9930 - g_loss: 1.7033 - d_accuracy: 0.7767Epoch 328: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9899 - g_loss: 1.6999 - d_accuracy: 0.7779 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9312 - g_loss: 1.7520 - d_accuracy: 0.8053Epoch 329: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9384 - g_loss: 1.7698 - d_accuracy: 0.8002 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9508 - g_loss: 1.7104 - d_accuracy: 0.7951Epoch 330: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9489 - g_loss: 1.7131 - d_accuracy: 0.7937 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9398 - g_loss: 1.7224 - d_accuracy: 0.8059Epoch 331: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9426 - g_loss: 1.7057 - d_accuracy: 0.8056 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9974 - g_loss: 1.7835 - d_accuracy: 0.7752Epoch 332: D Accuracy = 0.7770 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9989 - g_loss: 1.7622 - d_accuracy: 0.7752 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9413 - g_loss: 1.7562 - d_accuracy: 0.8033Epoch 333: D Accuracy = 0.7635 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9399 - g_loss: 1.7787 - d_accuracy: 0.8019 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9388 - g_loss: 1.7417 - d_accuracy: 0.8082Epoch 334: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9373 - g_loss: 1.7636 - d_accuracy: 0.8068 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9158 - g_loss: 1.7549 - d_accuracy: 0.8117Epoch 335: D Accuracy = 0.8446 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9150 - g_loss: 1.7521 - d_accuracy: 0.8128 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0526 - g_loss: 1.7577 - d_accuracy: 0.7567Epoch 336: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0501 - g_loss: 1.7602 - d_accuracy: 0.7581 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9554 - g_loss: 1.7273 - d_accuracy: 0.7966Epoch 337: D Accuracy = 0.8446 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9527 - g_loss: 1.7232 - d_accuracy: 0.7983 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9140 - g_loss: 1.7378 - d_accuracy: 0.8171Epoch 338: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9140 - g_loss: 1.7300 - d_accuracy: 0.8168 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9269 - g_loss: 1.7997 - d_accuracy: 0.8117Epoch 339: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9280 - g_loss: 1.7894 - d_accuracy: 0.8126 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9966 - g_loss: 1.7413 - d_accuracy: 0.7753Epoch 340: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9984 - g_loss: 1.7189 - d_accuracy: 0.7752 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9359 - g_loss: 1.7637 - d_accuracy: 0.8086Epoch 341: D Accuracy = 0.8176 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9358 - g_loss: 1.7512 - d_accuracy: 0.8090 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9588 - g_loss: 1.7996 - d_accuracy: 0.7897Epoch 342: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9722 - g_loss: 1.8251 - d_accuracy: 0.7833 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9860 - g_loss: 1.6906 - d_accuracy: 0.7809Epoch 343: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9836 - g_loss: 1.6890 - d_accuracy: 0.7820 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9154 - g_loss: 1.7444 - d_accuracy: 0.8190Epoch 344: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9117 - g_loss: 1.7560 - d_accuracy: 0.8202 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9081 - g_loss: 1.7469 - d_accuracy: 0.8157Epoch 345: D Accuracy = 0.9054 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9028 - g_loss: 1.7504 - d_accuracy: 0.8189 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9778 - g_loss: 1.7609 - d_accuracy: 0.7829Epoch 346: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9804 - g_loss: 1.7403 - d_accuracy: 0.7834 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9450 - g_loss: 1.7485 - d_accuracy: 0.8022Epoch 347: D Accuracy = 0.8041 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9474 - g_loss: 1.7336 - d_accuracy: 0.8023 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9939 - g_loss: 1.7609 - d_accuracy: 0.7745Epoch 348: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9938 - g_loss: 1.7852 - d_accuracy: 0.7724 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9414 - g_loss: 1.7477 - d_accuracy: 0.8033Epoch 349: D Accuracy = 0.8716 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9365 - g_loss: 1.7532 - d_accuracy: 0.8057 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9787 - g_loss: 1.7613 - d_accuracy: 0.7829Epoch 350: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9847 - g_loss: 1.7357 - d_accuracy: 0.7830 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9541 - g_loss: 1.7505 - d_accuracy: 0.7951Epoch 351: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9584 - g_loss: 1.7338 - d_accuracy: 0.7937 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9287 - g_loss: 1.7881 - d_accuracy: 0.8001Epoch 352: D Accuracy = 0.7905 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9258 - g_loss: 1.8076 - d_accuracy: 0.7998 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9366 - g_loss: 1.7550 - d_accuracy: 0.8056Epoch 353: D Accuracy = 0.7905 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9352 - g_loss: 1.7608 - d_accuracy: 0.8051 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9493 - g_loss: 1.7918 - d_accuracy: 0.7990Epoch 354: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9472 - g_loss: 1.7884 - d_accuracy: 0.8009 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9379 - g_loss: 1.7956 - d_accuracy: 0.8037Epoch 355: D Accuracy = 0.8041 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9390 - g_loss: 1.7824 - d_accuracy: 0.8037 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9655 - g_loss: 1.7499 - d_accuracy: 0.7931Epoch 356: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9704 - g_loss: 1.7233 - d_accuracy: 0.7927 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9331 - g_loss: 1.8423 - d_accuracy: 0.8077Epoch 357: D Accuracy = 0.8986 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9282 - g_loss: 1.8381 - d_accuracy: 0.8110 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8998 - g_loss: 1.7810 - d_accuracy: 0.8212Epoch 358: D Accuracy = 0.8986 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8974 - g_loss: 1.7680 - d_accuracy: 0.8240 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9308 - g_loss: 1.8522 - d_accuracy: 0.8038Epoch 359: D Accuracy = 0.8311 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9322 - g_loss: 1.8299 - d_accuracy: 0.8048 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9300 - g_loss: 1.7916 - d_accuracy: 0.8119Epoch 360: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9302 - g_loss: 1.7765 - d_accuracy: 0.8133 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9114 - g_loss: 1.8123 - d_accuracy: 0.8203Epoch 361: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9124 - g_loss: 1.8238 - d_accuracy: 0.8178 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9330 - g_loss: 1.8206 - d_accuracy: 0.8005Epoch 362: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9371 - g_loss: 1.8491 - d_accuracy: 0.7970 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9252 - g_loss: 1.7880 - d_accuracy: 0.8065Epoch 363: D Accuracy = 0.8176 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9227 - g_loss: 1.7938 - d_accuracy: 0.8069
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8837 - g_loss: 1.8206 - d_accuracy: 0.8303Epoch 364: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8896 - g_loss: 1.8332 - d_accuracy: 0.8267 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9347 - g_loss: 1.8404 - d_accuracy: 0.8018Epoch 365: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9365 - g_loss: 1.8475 - d_accuracy: 0.8001 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9345 - g_loss: 1.7984 - d_accuracy: 0.8021Epoch 366: D Accuracy = 0.7770 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9379 - g_loss: 1.7802 - d_accuracy: 0.8012 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9642 - g_loss: 1.8363 - d_accuracy: 0.7884Epoch 367: D Accuracy = 0.8311 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9601 - g_loss: 1.8360 - d_accuracy: 0.7900 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0988 - g_loss: 1.8987 - d_accuracy: 0.7799Epoch 368: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0945 - g_loss: 1.9072 - d_accuracy: 0.7781 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9162 - g_loss: 1.7766 - d_accuracy: 0.8158Epoch 369: D Accuracy = 0.6554 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9257 - g_loss: 1.7917 - d_accuracy: 0.8101 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9223 - g_loss: 1.7875 - d_accuracy: 0.8151Epoch 370: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9257 - g_loss: 1.7693 - d_accuracy: 0.8154 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9102 - g_loss: 1.7983 - d_accuracy: 0.8170Epoch 371: D Accuracy = 0.8716 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9061 - g_loss: 1.8032 - d_accuracy: 0.8190 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9218 - g_loss: 1.8415 - d_accuracy: 0.8049Epoch 372: D Accuracy = 0.6824 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9266 - g_loss: 1.8654 - d_accuracy: 0.8006 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9121 - g_loss: 1.8357 - d_accuracy: 0.8204Epoch 373: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9125 - g_loss: 1.8562 - d_accuracy: 0.8191 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9130 - g_loss: 1.8162 - d_accuracy: 0.8157Epoch 374: D Accuracy = 0.7635 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9144 - g_loss: 1.8427 - d_accuracy: 0.8139 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9118 - g_loss: 1.8408 - d_accuracy: 0.8121Epoch 375: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9123 - g_loss: 1.8290 - d_accuracy: 0.8125 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8929 - g_loss: 1.8849 - d_accuracy: 0.8221Epoch 376: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8991 - g_loss: 1.8793 - d_accuracy: 0.8193 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9222 - g_loss: 1.8638 - d_accuracy: 0.8166Epoch 377: D Accuracy = 0.7905 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9312 - g_loss: 1.8346 - d_accuracy: 0.8157 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9268 - g_loss: 1.8935 - d_accuracy: 0.8073Epoch 378: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9256 - g_loss: 1.8854 - d_accuracy: 0.8089 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9420 - g_loss: 1.8314 - d_accuracy: 0.8034Epoch 379: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9397 - g_loss: 1.8426 - d_accuracy: 0.8041 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9202 - g_loss: 1.8514 - d_accuracy: 0.8106Epoch 380: D Accuracy = 0.7365 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9231 - g_loss: 1.8575 - d_accuracy: 0.8079 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9151 - g_loss: 1.8636 - d_accuracy: 0.8189Epoch 381: D Accuracy = 0.8446 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9111 - g_loss: 1.8880 - d_accuracy: 0.8198 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9197 - g_loss: 1.8462 - d_accuracy: 0.8113Epoch 382: D Accuracy = 0.7095 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9219 - g_loss: 1.8564 - d_accuracy: 0.8077 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8866 - g_loss: 1.8514 - d_accuracy: 0.8249Epoch 383: D Accuracy = 0.7770 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8896 - g_loss: 1.8432 - d_accuracy: 0.8232 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9466 - g_loss: 1.8890 - d_accuracy: 0.7988Epoch 384: D Accuracy = 0.8986 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9391 - g_loss: 1.8905 - d_accuracy: 0.8023 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9066 - g_loss: 1.8562 - d_accuracy: 0.8173Epoch 385: D Accuracy = 0.8041 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9057 - g_loss: 1.8642 - d_accuracy: 0.8168 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8728 - g_loss: 1.8533 - d_accuracy: 0.8338Epoch 386: D Accuracy = 0.7770 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8768 - g_loss: 1.8442 - d_accuracy: 0.8317 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9385 - g_loss: 1.8726 - d_accuracy: 0.8050Epoch 387: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9415 - g_loss: 1.8814 - d_accuracy: 0.8028 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9247 - g_loss: 1.8383 - d_accuracy: 0.8132Epoch 388: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9311 - g_loss: 1.8083 - d_accuracy: 0.8121 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9083 - g_loss: 1.8521 - d_accuracy: 0.8147Epoch 389: D Accuracy = 0.8919 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9029 - g_loss: 1.8535 - d_accuracy: 0.8175 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9325 - g_loss: 1.8832 - d_accuracy: 0.8079Epoch 390: D Accuracy = 0.8446 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9288 - g_loss: 1.8863 - d_accuracy: 0.8092 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9098 - g_loss: 1.8817 - d_accuracy: 0.8132Epoch 391: D Accuracy = 0.8581 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9063 - g_loss: 1.8911 - d_accuracy: 0.8148 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9114 - g_loss: 1.8884 - d_accuracy: 0.8168Epoch 392: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9090 - g_loss: 1.8859 - d_accuracy: 0.8175 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9150 - g_loss: 1.9465 - d_accuracy: 0.8161Epoch 393: D Accuracy = 0.8716 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9144 - g_loss: 1.9377 - d_accuracy: 0.8181 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8755 - g_loss: 1.8922 - d_accuracy: 0.8349Epoch 394: D Accuracy = 0.9054 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8716 - g_loss: 1.8889 - d_accuracy: 0.8374 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8978 - g_loss: 1.8726 - d_accuracy: 0.8229Epoch 395: D Accuracy = 0.8311 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8946 - g_loss: 1.8926 - d_accuracy: 0.8232
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9219 - g_loss: 1.9208 - d_accuracy: 0.7993Epoch 396: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9237 - g_loss: 1.9522 - d_accuracy: 0.7959 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9059 - g_loss: 1.8758 - d_accuracy: 0.8196Epoch 397: D Accuracy = 0.8986 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9005 - g_loss: 1.8839 - d_accuracy: 0.8224 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8562 - g_loss: 1.9393 - d_accuracy: 0.8382Epoch 398: D Accuracy = 0.8041 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8580 - g_loss: 1.9426 - d_accuracy: 0.8370 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8588 - g_loss: 1.9800 - d_accuracy: 0.8333Epoch 399: D Accuracy = 0.8784 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8549 - g_loss: 1.9823 - d_accuracy: 0.8349 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9133 - g_loss: 1.9405 - d_accuracy: 0.8153 Class 7 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.8851 27/27 [==============================] - 1s 41ms/step - d_loss: 0.9086 - g_loss: 1.9460 - d_accuracy: 0.8178 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9392 - g_loss: 1.8966 - d_accuracy: 0.7992Epoch 401: D Accuracy = 0.6284 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9480 - g_loss: 1.9131 - d_accuracy: 0.7931 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8916 - g_loss: 1.9236 - d_accuracy: 0.8247Epoch 402: D Accuracy = 0.8176 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8908 - g_loss: 1.9202 - d_accuracy: 0.8244 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8696 - g_loss: 1.9144 - d_accuracy: 0.8318Epoch 403: D Accuracy = 0.9122 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8678 - g_loss: 1.9062 - d_accuracy: 0.8347 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8559 - g_loss: 1.9322 - d_accuracy: 0.8401Epoch 404: D Accuracy = 0.8581 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8549 - g_loss: 1.9308 - d_accuracy: 0.8407 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8904 - g_loss: 1.9639 - d_accuracy: 0.8218Epoch 405: D Accuracy = 0.8514 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8885 - g_loss: 1.9568 - d_accuracy: 0.8228 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9334 - g_loss: 1.9339 - d_accuracy: 0.8014Epoch 406: D Accuracy = 0.7230 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9366 - g_loss: 1.9379 - d_accuracy: 0.7986 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9032 - g_loss: 1.8947 - d_accuracy: 0.8194Epoch 407: D Accuracy = 0.8108 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9032 - g_loss: 1.8915 - d_accuracy: 0.8191 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8956 - g_loss: 1.9509 - d_accuracy: 0.8218Epoch 408: D Accuracy = 0.6959 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9026 - g_loss: 1.9777 - d_accuracy: 0.8173 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8613 - g_loss: 1.9019 - d_accuracy: 0.8384Epoch 409: D Accuracy = 0.8514 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8621 - g_loss: 1.8866 - d_accuracy: 0.8389 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9264 - g_loss: 1.9689 - d_accuracy: 0.8008Epoch 410: D Accuracy = 0.8176 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9280 - g_loss: 1.9535 - d_accuracy: 0.8014 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8793 - g_loss: 1.9341 - d_accuracy: 0.8237Epoch 411: D Accuracy = 0.8446 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8788 - g_loss: 1.9290 - d_accuracy: 0.8244 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8753 - g_loss: 1.9452 - d_accuracy: 0.8303Epoch 412: D Accuracy = 0.8446 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8760 - g_loss: 1.9312 - d_accuracy: 0.8308 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8673 - g_loss: 1.9907 - d_accuracy: 0.8362Epoch 413: D Accuracy = 0.8581 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8657 - g_loss: 1.9895 - d_accuracy: 0.8370 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9176 - g_loss: 2.0033 - d_accuracy: 0.8096Epoch 414: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9123 - g_loss: 2.0094 - d_accuracy: 0.8120 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8516 - g_loss: 1.9698 - d_accuracy: 0.8445Epoch 415: D Accuracy = 0.8784 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8489 - g_loss: 1.9765 - d_accuracy: 0.8457 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9040 - g_loss: 2.0149 - d_accuracy: 0.8177Epoch 416: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9019 - g_loss: 2.0213 - d_accuracy: 0.8179 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8699 - g_loss: 1.9888 - d_accuracy: 0.8297Epoch 417: D Accuracy = 0.8581 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8710 - g_loss: 1.9628 - d_accuracy: 0.8307 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9072 - g_loss: 2.0334 - d_accuracy: 0.8139Epoch 418: D Accuracy = 0.9122 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9010 - g_loss: 2.0435 - d_accuracy: 0.8174 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8455 - g_loss: 1.9844 - d_accuracy: 0.8452Epoch 419: D Accuracy = 0.8514 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8464 - g_loss: 1.9639 - d_accuracy: 0.8454 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8609 - g_loss: 1.9994 - d_accuracy: 0.8417Epoch 420: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8644 - g_loss: 1.9734 - d_accuracy: 0.8421 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8438 - g_loss: 1.9922 - d_accuracy: 0.8447Epoch 421: D Accuracy = 0.8649 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8435 - g_loss: 1.9870 - d_accuracy: 0.8454 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8409 - g_loss: 2.0151 - d_accuracy: 0.8415Epoch 422: D Accuracy = 0.7568 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8438 - g_loss: 2.0327 - d_accuracy: 0.8385 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8494 - g_loss: 2.0136 - d_accuracy: 0.8421Epoch 423: D Accuracy = 0.8311 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8513 - g_loss: 1.9983 - d_accuracy: 0.8417 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8648 - g_loss: 2.0082 - d_accuracy: 0.8357Epoch 424: D Accuracy = 0.8581 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8652 - g_loss: 1.9919 - d_accuracy: 0.8365 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8897 - g_loss: 2.0067 - d_accuracy: 0.8227Epoch 425: D Accuracy = 0.9189 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8834 - g_loss: 2.0052 - d_accuracy: 0.8261 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9161 - g_loss: 2.0082 - d_accuracy: 0.8123Epoch 426: D Accuracy = 0.8311 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9115 - g_loss: 2.0190 - d_accuracy: 0.8130 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9083 - g_loss: 1.9925 - d_accuracy: 0.8177Epoch 427: D Accuracy = 0.7095 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9125 - g_loss: 2.0073 - d_accuracy: 0.8138 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8912 - g_loss: 1.9898 - d_accuracy: 0.8257Epoch 428: D Accuracy = 0.8649 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8893 - g_loss: 1.9913 - d_accuracy: 0.8271 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8709 - g_loss: 2.0351 - d_accuracy: 0.8301Epoch 429: D Accuracy = 0.8581 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8705 - g_loss: 2.0259 - d_accuracy: 0.8311 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8791 - g_loss: 2.0604 - d_accuracy: 0.8262Epoch 430: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8846 - g_loss: 2.0783 - d_accuracy: 0.8222 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8977 - g_loss: 1.9564 - d_accuracy: 0.8197Epoch 431: D Accuracy = 0.8986 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8938 - g_loss: 1.9511 - d_accuracy: 0.8226 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8530 - g_loss: 2.0170 - d_accuracy: 0.8376Epoch 432: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8579 - g_loss: 2.0250 - d_accuracy: 0.8338 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8731 - g_loss: 2.0137 - d_accuracy: 0.8308Epoch 433: D Accuracy = 0.7905 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8742 - g_loss: 2.0251 - d_accuracy: 0.8293 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8606 - g_loss: 2.0036 - d_accuracy: 0.8409Epoch 434: D Accuracy = 0.8716 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8570 - g_loss: 2.0096 - d_accuracy: 0.8420 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8278 - g_loss: 2.0807 - d_accuracy: 0.8480Epoch 435: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8283 - g_loss: 2.0913 - d_accuracy: 0.8462 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9148 - g_loss: 2.0073 - d_accuracy: 0.8116Epoch 436: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9166 - g_loss: 1.9896 - d_accuracy: 0.8130 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8478 - g_loss: 2.0447 - d_accuracy: 0.8359Epoch 437: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8531 - g_loss: 2.0400 - d_accuracy: 0.8331 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9034 - g_loss: 2.0313 - d_accuracy: 0.8129Epoch 438: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9012 - g_loss: 2.0378 - d_accuracy: 0.8133 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8518 - g_loss: 2.0847 - d_accuracy: 0.8362Epoch 439: D Accuracy = 0.8986 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8457 - g_loss: 2.0973 - d_accuracy: 0.8385 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8488 - g_loss: 2.0516 - d_accuracy: 0.8386Epoch 440: D Accuracy = 0.8378 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8456 - g_loss: 2.0614 - d_accuracy: 0.8386 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8620 - g_loss: 2.0331 - d_accuracy: 0.8363Epoch 441: D Accuracy = 0.8311 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8619 - g_loss: 2.0217 - d_accuracy: 0.8361 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8199 - g_loss: 2.0474 - d_accuracy: 0.8548Epoch 442: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8254 - g_loss: 2.0209 - d_accuracy: 0.8527 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8896 - g_loss: 2.0641 - d_accuracy: 0.8162Epoch 443: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8913 - g_loss: 2.0667 - d_accuracy: 0.8141 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8635 - g_loss: 2.0268 - d_accuracy: 0.8387Epoch 444: D Accuracy = 0.8176 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8674 - g_loss: 2.0110 - d_accuracy: 0.8380 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9708 - g_loss: 2.0871 - d_accuracy: 0.7951Epoch 445: D Accuracy = 0.9527 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9607 - g_loss: 2.0832 - d_accuracy: 0.8008 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8424 - g_loss: 2.0581 - d_accuracy: 0.8431Epoch 446: D Accuracy = 0.9054 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8380 - g_loss: 2.0686 - d_accuracy: 0.8454 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8739 - g_loss: 2.0916 - d_accuracy: 0.8305Epoch 447: D Accuracy = 0.8716 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8723 - g_loss: 2.0828 - d_accuracy: 0.8319 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8377 - g_loss: 2.1026 - d_accuracy: 0.8410Epoch 448: D Accuracy = 0.8311 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8361 - g_loss: 2.1003 - d_accuracy: 0.8406 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9043 - g_loss: 2.0927 - d_accuracy: 0.8077Epoch 449: D Accuracy = 0.8581 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9031 - g_loss: 2.0724 - d_accuracy: 0.8095 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8499 - g_loss: 2.0732 - d_accuracy: 0.8350Epoch 450: D Accuracy = 0.8851 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8513 - g_loss: 2.0541 - d_accuracy: 0.8368 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8768 - g_loss: 2.0677 - d_accuracy: 0.8285Epoch 451: D Accuracy = 0.9392 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8699 - g_loss: 2.0653 - d_accuracy: 0.8324 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8575 - g_loss: 2.0480 - d_accuracy: 0.8366Epoch 452: D Accuracy = 0.9122 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8531 - g_loss: 2.0362 - d_accuracy: 0.8393 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8625 - g_loss: 2.0698 - d_accuracy: 0.8340Epoch 453: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8619 - g_loss: 2.0770 - d_accuracy: 0.8341 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8302 - g_loss: 2.0731 - d_accuracy: 0.8493Epoch 454: D Accuracy = 0.7905 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8339 - g_loss: 2.0627 - d_accuracy: 0.8472 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8358 - g_loss: 2.0542 - d_accuracy: 0.8467Epoch 455: D Accuracy = 0.8446 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8369 - g_loss: 2.0392 - d_accuracy: 0.8466 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8430 - g_loss: 2.1063 - d_accuracy: 0.8395Epoch 456: D Accuracy = 0.8041 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8440 - g_loss: 2.1208 - d_accuracy: 0.8383 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8525 - g_loss: 2.0714 - d_accuracy: 0.8402Epoch 457: D Accuracy = 0.7095 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8745 - g_loss: 2.0253 - d_accuracy: 0.8356 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8511 - g_loss: 2.1491 - d_accuracy: 0.8351Epoch 458: D Accuracy = 0.8716 27/27 [==============================] - 1s 38ms/step - d_loss: 0.8498 - g_loss: 2.1486 - d_accuracy: 0.8364 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8482 - g_loss: 2.1274 - d_accuracy: 0.8381Epoch 459: D Accuracy = 0.8446 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8494 - g_loss: 2.1182 - d_accuracy: 0.8384 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8634 - g_loss: 2.1161 - d_accuracy: 0.8340Epoch 460: D Accuracy = 0.8176 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8672 - g_loss: 2.0938 - d_accuracy: 0.8334 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8347 - g_loss: 2.0817 - d_accuracy: 0.8476Epoch 461: D Accuracy = 0.7635 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8389 - g_loss: 2.0831 - d_accuracy: 0.8446 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8464 - g_loss: 2.0806 - d_accuracy: 0.8431Epoch 462: D Accuracy = 0.8311 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8472 - g_loss: 2.0878 - d_accuracy: 0.8427 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8390 - g_loss: 2.0935 - d_accuracy: 0.8453Epoch 463: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8355 - g_loss: 2.1048 - d_accuracy: 0.8460
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8558 - g_loss: 2.1321 - d_accuracy: 0.8358Epoch 464: D Accuracy = 0.8311 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8533 - g_loss: 2.1383 - d_accuracy: 0.8356 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8338 - g_loss: 2.1174 - d_accuracy: 0.8461Epoch 465: D Accuracy = 0.7635 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8407 - g_loss: 2.0923 - d_accuracy: 0.8432 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8394 - g_loss: 2.1402 - d_accuracy: 0.8472Epoch 466: D Accuracy = 0.7230 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8445 - g_loss: 2.1582 - d_accuracy: 0.8428 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8500 - g_loss: 2.1306 - d_accuracy: 0.8358Epoch 467: D Accuracy = 0.8243 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8537 - g_loss: 2.1075 - d_accuracy: 0.8354 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8560 - g_loss: 2.1401 - d_accuracy: 0.8328Epoch 468: D Accuracy = 0.8851 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8513 - g_loss: 2.1565 - d_accuracy: 0.8347 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8344 - g_loss: 2.1096 - d_accuracy: 0.8450Epoch 469: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8319 - g_loss: 2.1284 - d_accuracy: 0.8453 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8335 - g_loss: 2.0953 - d_accuracy: 0.8449Epoch 470: D Accuracy = 0.8311 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8342 - g_loss: 2.0964 - d_accuracy: 0.8444 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8322 - g_loss: 2.1494 - d_accuracy: 0.8447Epoch 471: D Accuracy = 0.9054 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8292 - g_loss: 2.1426 - d_accuracy: 0.8469 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8511 - g_loss: 2.1335 - d_accuracy: 0.8393Epoch 472: D Accuracy = 0.8446 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8540 - g_loss: 2.1158 - d_accuracy: 0.8395 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8794 - g_loss: 2.1952 - d_accuracy: 0.8252Epoch 473: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8834 - g_loss: 2.1965 - d_accuracy: 0.8227 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8282 - g_loss: 2.1572 - d_accuracy: 0.8466Epoch 474: D Accuracy = 0.8581 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8271 - g_loss: 2.1612 - d_accuracy: 0.8470 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8003 - g_loss: 2.1617 - d_accuracy: 0.8607Epoch 475: D Accuracy = 0.8986 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7988 - g_loss: 2.1466 - d_accuracy: 0.8620 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8016 - g_loss: 2.1640 - d_accuracy: 0.8602Epoch 476: D Accuracy = 0.8851 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8013 - g_loss: 2.1524 - d_accuracy: 0.8611 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8217 - g_loss: 2.1768 - d_accuracy: 0.8530Epoch 477: D Accuracy = 0.8514 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8277 - g_loss: 2.1433 - d_accuracy: 0.8529 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8297 - g_loss: 2.1606 - d_accuracy: 0.8436Epoch 478: D Accuracy = 0.8581 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8295 - g_loss: 2.1528 - d_accuracy: 0.8441 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8313 - g_loss: 2.1668 - d_accuracy: 0.8507Epoch 479: D Accuracy = 0.9459 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8248 - g_loss: 2.1768 - d_accuracy: 0.8541 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8378 - g_loss: 2.2110 - d_accuracy: 0.8413Epoch 480: D Accuracy = 0.8041 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8410 - g_loss: 2.1989 - d_accuracy: 0.8399 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7894 - g_loss: 2.2288 - d_accuracy: 0.8593Epoch 481: D Accuracy = 0.8446 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7898 - g_loss: 2.2428 - d_accuracy: 0.8587 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8482 - g_loss: 2.1604 - d_accuracy: 0.8384Epoch 482: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8544 - g_loss: 2.1851 - d_accuracy: 0.8345 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8373 - g_loss: 2.1391 - d_accuracy: 0.8413Epoch 483: D Accuracy = 0.9189 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8359 - g_loss: 2.1188 - d_accuracy: 0.8441 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8636 - g_loss: 2.2089 - d_accuracy: 0.8328Epoch 484: D Accuracy = 0.8176 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8595 - g_loss: 2.2301 - d_accuracy: 0.8323 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8086 - g_loss: 2.1721 - d_accuracy: 0.8587Epoch 485: D Accuracy = 0.7905 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8123 - g_loss: 2.1925 - d_accuracy: 0.8563 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8457 - g_loss: 2.1624 - d_accuracy: 0.8363Epoch 486: D Accuracy = 0.9189 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8400 - g_loss: 2.1615 - d_accuracy: 0.8392 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8170 - g_loss: 2.1978 - d_accuracy: 0.8538Epoch 487: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8181 - g_loss: 2.1862 - d_accuracy: 0.8542 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8474 - g_loss: 2.1626 - d_accuracy: 0.8377Epoch 488: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8436 - g_loss: 2.1642 - d_accuracy: 0.8397 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8333 - g_loss: 2.1930 - d_accuracy: 0.8468Epoch 489: D Accuracy = 0.8986 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8327 - g_loss: 2.1792 - d_accuracy: 0.8486 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8278 - g_loss: 2.2074 - d_accuracy: 0.8455Epoch 490: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8333 - g_loss: 2.2305 - d_accuracy: 0.8419 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8413 - g_loss: 2.1968 - d_accuracy: 0.8436Epoch 491: D Accuracy = 0.7297 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8479 - g_loss: 2.2333 - d_accuracy: 0.8395 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8129 - g_loss: 2.1560 - d_accuracy: 0.8573Epoch 492: D Accuracy = 0.8378 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8144 - g_loss: 2.1467 - d_accuracy: 0.8566 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7682 - g_loss: 2.2357 - d_accuracy: 0.8728Epoch 493: D Accuracy = 0.8784 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7701 - g_loss: 2.2126 - d_accuracy: 0.8730 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8120 - g_loss: 2.2575 - d_accuracy: 0.8526Epoch 494: D Accuracy = 0.9122 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8073 - g_loss: 2.2655 - d_accuracy: 0.8548 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8034 - g_loss: 2.2372 - d_accuracy: 0.8586Epoch 495: D Accuracy = 0.9122 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8006 - g_loss: 2.2290 - d_accuracy: 0.8605
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8035 - g_loss: 2.2630 - d_accuracy: 0.8593Epoch 496: D Accuracy = 0.8446 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8043 - g_loss: 2.2649 - d_accuracy: 0.8587 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8058 - g_loss: 2.2367 - d_accuracy: 0.8586Epoch 497: D Accuracy = 0.8919 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8034 - g_loss: 2.2446 - d_accuracy: 0.8597 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8291 - g_loss: 2.2004 - d_accuracy: 0.8462Epoch 498: D Accuracy = 0.8716 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8297 - g_loss: 2.1806 - d_accuracy: 0.8471 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7633 - g_loss: 2.2731 - d_accuracy: 0.8757Epoch 499: D Accuracy = 0.9257 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7619 - g_loss: 2.2576 - d_accuracy: 0.8775 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8107 - g_loss: 2.2570 - d_accuracy: 0.8544 Class 7 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.8919 27/27 [==============================] - 1s 46ms/step - d_loss: 0.8120 - g_loss: 2.2409 - d_accuracy: 0.8557 Training DCGAN for class 8... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.1522 - g_loss: 1.2951 - d_accuracy: 0.7461WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0168s vs `on_train_batch_end` time: 0.0186s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.6297 - g_loss: 2.6278 - d_accuracy: 0.9282 Epoch 1: Generator loss improved from inf to 4.1781. Saving weights. Epoch 1: D Accuracy = 0.9828 27/27 [==============================] - 2s 42ms/step - d_loss: 0.6222 - g_loss: 2.6831 - d_accuracy: 0.9301 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6419 - g_loss: 4.0652 - d_accuracy: 0.9402 Epoch 2: Generator loss improved from 4.1781 to 3.3979. Saving weights. Epoch 2: D Accuracy = 0.7644 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6504 - g_loss: 4.0413 - d_accuracy: 0.9339 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5976 - g_loss: 2.7253 - d_accuracy: 0.9391 Epoch 3: Generator loss improved from 3.3979 to 3.1250. Saving weights. Epoch 3: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.5923 - g_loss: 2.7396 - d_accuracy: 0.9413 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4047 - g_loss: 4.2999 - d_accuracy: 0.9901Epoch 4: D Accuracy = 0.9828 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4055 - g_loss: 4.2799 - d_accuracy: 0.9898 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1562 - g_loss: 2.1186 - d_accuracy: 0.7420 Epoch 5: Generator loss improved from 3.1250 to 1.0002. Saving weights. Epoch 5: D Accuracy = 0.6954 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1596 - g_loss: 2.0787 - d_accuracy: 0.7404 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1057 - g_loss: 1.3700 - d_accuracy: 0.7451Epoch 6: D Accuracy = 0.7586 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1062 - g_loss: 1.3643 - d_accuracy: 0.7456 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1339 - g_loss: 1.3129 - d_accuracy: 0.7318Epoch 7: D Accuracy = 0.7586 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1327 - g_loss: 1.3084 - d_accuracy: 0.7328 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0994 - g_loss: 1.3098 - d_accuracy: 0.7349Epoch 8: D Accuracy = 0.7299 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0992 - g_loss: 1.3230 - d_accuracy: 0.7348 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1221 - g_loss: 1.3123 - d_accuracy: 0.7292 Epoch 9: Generator loss improved from 1.0002 to 0.9466. Saving weights. Epoch 9: D Accuracy = 0.7069 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1226 - g_loss: 1.2993 - d_accuracy: 0.7284 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0514 - g_loss: 1.3986 - d_accuracy: 0.7642Epoch 10: D Accuracy = 0.7069 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0553 - g_loss: 1.4049 - d_accuracy: 0.7621 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0359 - g_loss: 1.4870 - d_accuracy: 0.7664Epoch 11: D Accuracy = 0.7644 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0360 - g_loss: 1.4731 - d_accuracy: 0.7664 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9847 - g_loss: 1.5594 - d_accuracy: 0.7915Epoch 12: D Accuracy = 0.8506 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9839 - g_loss: 1.5606 - d_accuracy: 0.7936 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9331 - g_loss: 1.6340 - d_accuracy: 0.8136Epoch 13: D Accuracy = 0.7414 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9348 - g_loss: 1.6526 - d_accuracy: 0.8110 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9154 - g_loss: 1.7181 - d_accuracy: 0.8184Epoch 14: D Accuracy = 0.8391 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9108 - g_loss: 1.7375 - d_accuracy: 0.8191 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9330 - g_loss: 1.7260 - d_accuracy: 0.8062Epoch 15: D Accuracy = 0.8448 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9303 - g_loss: 1.7263 - d_accuracy: 0.8076 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9458 - g_loss: 1.7296 - d_accuracy: 0.8073Epoch 16: D Accuracy = 0.8161 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9470 - g_loss: 1.7234 - d_accuracy: 0.8076 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9651 - g_loss: 1.6784 - d_accuracy: 0.7947Epoch 17: D Accuracy = 0.8046 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9653 - g_loss: 1.6731 - d_accuracy: 0.7951 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0328 - g_loss: 1.5949 - d_accuracy: 0.7683Epoch 18: D Accuracy = 0.7874 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0333 - g_loss: 1.5817 - d_accuracy: 0.7690 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0199 - g_loss: 1.5588 - d_accuracy: 0.7636Epoch 19: D Accuracy = 0.7586 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0214 - g_loss: 1.5484 - d_accuracy: 0.7635 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0492 - g_loss: 1.5097 - d_accuracy: 0.7598Epoch 20: D Accuracy = 0.8391 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0442 - g_loss: 1.5146 - d_accuracy: 0.7626 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0613 - g_loss: 1.4904 - d_accuracy: 0.7513Epoch 21: D Accuracy = 0.7471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0606 - g_loss: 1.5014 - d_accuracy: 0.7512 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0668 - g_loss: 1.4816 - d_accuracy: 0.7465Epoch 22: D Accuracy = 0.6552 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0707 - g_loss: 1.4924 - d_accuracy: 0.7432 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0767 - g_loss: 1.4332 - d_accuracy: 0.7398Epoch 23: D Accuracy = 0.7471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0760 - g_loss: 1.4348 - d_accuracy: 0.7400 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1165 - g_loss: 1.4126 - d_accuracy: 0.7279 Epoch 24: Generator loss improved from 0.9466 to 0.9133. Saving weights. Epoch 24: D Accuracy = 0.7241 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1176 - g_loss: 1.3948 - d_accuracy: 0.7278 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1085 - g_loss: 1.3965 - d_accuracy: 0.7249Epoch 25: D Accuracy = 0.7874 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1072 - g_loss: 1.3941 - d_accuracy: 0.7271 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1229 - g_loss: 1.3533 - d_accuracy: 0.7215Epoch 26: D Accuracy = 0.8046 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1204 - g_loss: 1.3470 - d_accuracy: 0.7245 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1316 - g_loss: 1.3974 - d_accuracy: 0.7129Epoch 27: D Accuracy = 0.6322 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1346 - g_loss: 1.4188 - d_accuracy: 0.7101 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0971 - g_loss: 1.3352 - d_accuracy: 0.7403Epoch 28: D Accuracy = 0.8046 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0946 - g_loss: 1.3296 - d_accuracy: 0.7426 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1298 - g_loss: 1.4210 - d_accuracy: 0.7102Epoch 29: D Accuracy = 0.7759 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1274 - g_loss: 1.4167 - d_accuracy: 0.7125
Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1395 - g_loss: 1.3469 - d_accuracy: 0.7103Epoch 30: D Accuracy = 0.7011 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1390 - g_loss: 1.3491 - d_accuracy: 0.7100 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.3582 - d_accuracy: 0.7182Epoch 31: D Accuracy = 0.7931 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1344 - g_loss: 1.3448 - d_accuracy: 0.7209 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1618 - g_loss: 1.3344 - d_accuracy: 0.6942Epoch 32: D Accuracy = 0.6839 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1605 - g_loss: 1.3425 - d_accuracy: 0.6938 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1523 - g_loss: 1.3193 - d_accuracy: 0.7011Epoch 33: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1542 - g_loss: 1.3204 - d_accuracy: 0.6998 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1574 - g_loss: 1.2896 - d_accuracy: 0.7021 Epoch 34: Generator loss improved from 0.9133 to 0.7970. Saving weights. Epoch 34: D Accuracy = 0.6609 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1652 - g_loss: 1.2720 - d_accuracy: 0.7007 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1612 - g_loss: 1.3053 - d_accuracy: 0.6948Epoch 35: D Accuracy = 0.6379 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1631 - g_loss: 1.3012 - d_accuracy: 0.6927 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1766 - g_loss: 1.2958 - d_accuracy: 0.6817Epoch 36: D Accuracy = 0.6437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1772 - g_loss: 1.3062 - d_accuracy: 0.6803 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1674 - g_loss: 1.2548 - d_accuracy: 0.6986Epoch 37: D Accuracy = 0.7126 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1701 - g_loss: 1.2441 - d_accuracy: 0.6991 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1538 - g_loss: 1.3149 - d_accuracy: 0.7005Epoch 38: D Accuracy = 0.5747 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1565 - g_loss: 1.3350 - d_accuracy: 0.6960 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1653 - g_loss: 1.2646 - d_accuracy: 0.7024Epoch 39: D Accuracy = 0.7414 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1662 - g_loss: 1.2572 - d_accuracy: 0.7038 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1656 - g_loss: 1.2749 - d_accuracy: 0.6947Epoch 40: D Accuracy = 0.7069 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1626 - g_loss: 1.2869 - d_accuracy: 0.6952 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1537 - g_loss: 1.2393 - d_accuracy: 0.7047Epoch 41: D Accuracy = 0.7874 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1502 - g_loss: 1.2442 - d_accuracy: 0.7076 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1824 - g_loss: 1.2455 - d_accuracy: 0.6789Epoch 42: D Accuracy = 0.7471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1787 - g_loss: 1.2535 - d_accuracy: 0.6813 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2018 - g_loss: 1.2343 - d_accuracy: 0.6798Epoch 43: D Accuracy = 0.7931 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1978 - g_loss: 1.2323 - d_accuracy: 0.6839 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1895 - g_loss: 1.2257 - d_accuracy: 0.6799Epoch 44: D Accuracy = 0.7126 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1855 - g_loss: 1.2371 - d_accuracy: 0.6811 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1842 - g_loss: 1.2197 - d_accuracy: 0.6774Epoch 45: D Accuracy = 0.6954 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1822 - g_loss: 1.2253 - d_accuracy: 0.6780 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1951 - g_loss: 1.1947 - d_accuracy: 0.6733Epoch 46: D Accuracy = 0.7644 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1877 - g_loss: 1.2026 - d_accuracy: 0.6765 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2071 - g_loss: 1.1807 - d_accuracy: 0.6767Epoch 47: D Accuracy = 0.7011 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2062 - g_loss: 1.1735 - d_accuracy: 0.6776 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2163 - g_loss: 1.1724 - d_accuracy: 0.6639Epoch 48: D Accuracy = 0.6552 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2156 - g_loss: 1.1786 - d_accuracy: 0.6636 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2171 - g_loss: 1.1463 - d_accuracy: 0.6658Epoch 49: D Accuracy = 0.6724 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2185 - g_loss: 1.1396 - d_accuracy: 0.6661 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2371 - g_loss: 1.1484 - d_accuracy: 0.6513Epoch 50: D Accuracy = 0.7069 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2356 - g_loss: 1.1426 - d_accuracy: 0.6533 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.1663 - d_accuracy: 0.6545Epoch 51: D Accuracy = 0.6092 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2268 - g_loss: 1.1632 - d_accuracy: 0.6529 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2347 - g_loss: 1.1375 - d_accuracy: 0.6599 Epoch 52: Generator loss improved from 0.7970 to 0.5730. Saving weights. Epoch 52: D Accuracy = 0.5862 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2448 - g_loss: 1.1173 - d_accuracy: 0.6572 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2320 - g_loss: 1.1398 - d_accuracy: 0.6532Epoch 53: D Accuracy = 0.6782 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2315 - g_loss: 1.1379 - d_accuracy: 0.6540 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2592 - g_loss: 1.1405 - d_accuracy: 0.6409Epoch 54: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2590 - g_loss: 1.1346 - d_accuracy: 0.6402 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2386 - g_loss: 1.1214 - d_accuracy: 0.6545Epoch 55: D Accuracy = 0.6609 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2381 - g_loss: 1.1252 - d_accuracy: 0.6548 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2100 - g_loss: 1.1259 - d_accuracy: 0.6673Epoch 56: D Accuracy = 0.7471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2052 - g_loss: 1.1303 - d_accuracy: 0.6701 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2261 - g_loss: 1.1111 - d_accuracy: 0.6556Epoch 57: D Accuracy = 0.6552 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2234 - g_loss: 1.1162 - d_accuracy: 0.6556 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2587 - g_loss: 1.1249 - d_accuracy: 0.6425Epoch 58: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2563 - g_loss: 1.1245 - d_accuracy: 0.6433 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 1.0848 - d_accuracy: 0.6393Epoch 59: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2567 - g_loss: 1.0803 - d_accuracy: 0.6403 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 1.1169 - d_accuracy: 0.6521Epoch 60: D Accuracy = 0.7011 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2359 - g_loss: 1.1059 - d_accuracy: 0.6539 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 1.1060 - d_accuracy: 0.6420Epoch 61: D Accuracy = 0.6034 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2464 - g_loss: 1.1021 - d_accuracy: 0.6406
Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.1288 - d_accuracy: 0.6574Epoch 62: D Accuracy = 0.6207 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2295 - g_loss: 1.1326 - d_accuracy: 0.6561 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2464 - g_loss: 1.1060 - d_accuracy: 0.6432Epoch 63: D Accuracy = 0.7069 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2435 - g_loss: 1.1038 - d_accuracy: 0.6455 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 1.1041 - d_accuracy: 0.6504Epoch 64: D Accuracy = 0.6897 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2295 - g_loss: 1.1034 - d_accuracy: 0.6518 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2491 - g_loss: 1.1026 - d_accuracy: 0.6469Epoch 65: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2472 - g_loss: 1.1092 - d_accuracy: 0.6476 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2551 - g_loss: 1.0646 - d_accuracy: 0.6430Epoch 66: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2576 - g_loss: 1.0556 - d_accuracy: 0.6420 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2415 - g_loss: 1.0913 - d_accuracy: 0.6483Epoch 67: D Accuracy = 0.6839 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2402 - g_loss: 1.0849 - d_accuracy: 0.6496 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 1.0874 - d_accuracy: 0.6443Epoch 68: D Accuracy = 0.5805 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2605 - g_loss: 1.0969 - d_accuracy: 0.6420 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2530 - g_loss: 1.1007 - d_accuracy: 0.6434Epoch 69: D Accuracy = 0.6954 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2513 - g_loss: 1.0975 - d_accuracy: 0.6452 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 1.0723 - d_accuracy: 0.6274Epoch 70: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2713 - g_loss: 1.0713 - d_accuracy: 0.6281 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2579 - g_loss: 1.0766 - d_accuracy: 0.6338Epoch 71: D Accuracy = 0.6437 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2557 - g_loss: 1.0818 - d_accuracy: 0.6341 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2521 - g_loss: 1.1069 - d_accuracy: 0.6442Epoch 72: D Accuracy = 0.5460 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2576 - g_loss: 1.1154 - d_accuracy: 0.6407 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2581 - g_loss: 1.0628 - d_accuracy: 0.6378Epoch 73: D Accuracy = 0.6149 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2603 - g_loss: 1.0532 - d_accuracy: 0.6370 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2759 - g_loss: 1.0731 - d_accuracy: 0.6296Epoch 74: D Accuracy = 0.7011 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2742 - g_loss: 1.0655 - d_accuracy: 0.6321 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 1.0760 - d_accuracy: 0.6429Epoch 75: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2450 - g_loss: 1.0700 - d_accuracy: 0.6437 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2407 - g_loss: 1.0707 - d_accuracy: 0.6476Epoch 76: D Accuracy = 0.6092 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2416 - g_loss: 1.0748 - d_accuracy: 0.6462 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2429 - g_loss: 1.0856 - d_accuracy: 0.6439Epoch 77: D Accuracy = 0.6552 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2423 - g_loss: 1.0928 - d_accuracy: 0.6443 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2360 - g_loss: 1.0697 - d_accuracy: 0.6538Epoch 78: D Accuracy = 0.6954 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2362 - g_loss: 1.0636 - d_accuracy: 0.6553 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2507 - g_loss: 1.0990 - d_accuracy: 0.6368Epoch 79: D Accuracy = 0.5230 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2575 - g_loss: 1.1036 - d_accuracy: 0.6328 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 1.0997 - d_accuracy: 0.6344Epoch 80: D Accuracy = 0.7529 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2651 - g_loss: 1.0972 - d_accuracy: 0.6386 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2478 - g_loss: 1.0876 - d_accuracy: 0.6421Epoch 81: D Accuracy = 0.6207 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2486 - g_loss: 1.0863 - d_accuracy: 0.6413 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2412 - g_loss: 1.0834 - d_accuracy: 0.6465Epoch 82: D Accuracy = 0.7241 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2375 - g_loss: 1.0793 - d_accuracy: 0.6492 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 1.0935 - d_accuracy: 0.6295Epoch 83: D Accuracy = 0.7414 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2682 - g_loss: 1.0884 - d_accuracy: 0.6335 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2503 - g_loss: 1.0922 - d_accuracy: 0.6407Epoch 84: D Accuracy = 0.5632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2530 - g_loss: 1.1013 - d_accuracy: 0.6379 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2378 - g_loss: 1.0691 - d_accuracy: 0.6525Epoch 85: D Accuracy = 0.7069 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2359 - g_loss: 1.0664 - d_accuracy: 0.6544 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 1.0787 - d_accuracy: 0.6497Epoch 86: D Accuracy = 0.7184 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2426 - g_loss: 1.0717 - d_accuracy: 0.6522 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2504 - g_loss: 1.0739 - d_accuracy: 0.6419Epoch 87: D Accuracy = 0.5690 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2542 - g_loss: 1.0627 - d_accuracy: 0.6393 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2521 - g_loss: 1.0939 - d_accuracy: 0.6367Epoch 88: D Accuracy = 0.5230 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2578 - g_loss: 1.1075 - d_accuracy: 0.6326 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2732 - g_loss: 1.0653 - d_accuracy: 0.6273Epoch 89: D Accuracy = 0.6437 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2728 - g_loss: 1.0661 - d_accuracy: 0.6279 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 1.0602 - d_accuracy: 0.6334Epoch 90: D Accuracy = 0.6437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2604 - g_loss: 1.0574 - d_accuracy: 0.6337 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2470 - g_loss: 1.0728 - d_accuracy: 0.6465Epoch 91: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2466 - g_loss: 1.0750 - d_accuracy: 0.6472 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2749 - g_loss: 1.0619 - d_accuracy: 0.6337Epoch 92: D Accuracy = 0.5632 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2782 - g_loss: 1.0667 - d_accuracy: 0.6312 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2641 - g_loss: 1.0794 - d_accuracy: 0.6404Epoch 93: D Accuracy = 0.5805 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2644 - g_loss: 1.0842 - d_accuracy: 0.6383 Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 1.0748 - d_accuracy: 0.6525Epoch 94: D Accuracy = 0.6724 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2363 - g_loss: 1.0804 - d_accuracy: 0.6532 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2443 - g_loss: 1.0712 - d_accuracy: 0.6489Epoch 95: D Accuracy = 0.6092 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2448 - g_loss: 1.0688 - d_accuracy: 0.6474 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 1.0891 - d_accuracy: 0.6388Epoch 96: D Accuracy = 0.5920 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2608 - g_loss: 1.1039 - d_accuracy: 0.6371 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2675 - g_loss: 1.0651 - d_accuracy: 0.6313Epoch 97: D Accuracy = 0.5460 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2748 - g_loss: 1.0797 - d_accuracy: 0.6283 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2640 - g_loss: 1.0726 - d_accuracy: 0.6375Epoch 98: D Accuracy = 0.5632 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2662 - g_loss: 1.0809 - d_accuracy: 0.6348 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2456 - g_loss: 1.0807 - d_accuracy: 0.6404Epoch 99: D Accuracy = 0.6379 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2464 - g_loss: 1.0738 - d_accuracy: 0.6403 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2338 - g_loss: 1.0793 - d_accuracy: 0.6605 Class 8 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.7011 27/27 [==============================] - 1s 42ms/step - d_loss: 1.2322 - g_loss: 1.0713 - d_accuracy: 0.6620 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2615 - g_loss: 1.0878 - d_accuracy: 0.6387Epoch 101: D Accuracy = 0.6437 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2636 - g_loss: 1.0796 - d_accuracy: 0.6389 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2367 - g_loss: 1.0747 - d_accuracy: 0.6526Epoch 102: D Accuracy = 0.6897 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2377 - g_loss: 1.0682 - d_accuracy: 0.6539 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2793 - g_loss: 1.0820 - d_accuracy: 0.6314Epoch 103: D Accuracy = 0.6149 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2775 - g_loss: 1.0956 - d_accuracy: 0.6308 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2163 - g_loss: 1.0992 - d_accuracy: 0.6636Epoch 104: D Accuracy = 0.6782 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2157 - g_loss: 1.1001 - d_accuracy: 0.6641 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2462 - g_loss: 1.1056 - d_accuracy: 0.6522Epoch 105: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2452 - g_loss: 1.1046 - d_accuracy: 0.6521 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2208 - g_loss: 1.0812 - d_accuracy: 0.6585Epoch 106: D Accuracy = 0.6437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2229 - g_loss: 1.0769 - d_accuracy: 0.6580 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2491 - g_loss: 1.0858 - d_accuracy: 0.6451Epoch 107: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2507 - g_loss: 1.0742 - d_accuracy: 0.6458 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2497 - g_loss: 1.1003 - d_accuracy: 0.6493Epoch 108: D Accuracy = 0.6207 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2491 - g_loss: 1.1072 - d_accuracy: 0.6483 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 1.0822 - d_accuracy: 0.6459Epoch 109: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2564 - g_loss: 1.0908 - d_accuracy: 0.6448 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2377 - g_loss: 1.0766 - d_accuracy: 0.6561Epoch 110: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2365 - g_loss: 1.0817 - d_accuracy: 0.6564 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2554 - g_loss: 1.1052 - d_accuracy: 0.6442Epoch 111: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2558 - g_loss: 1.0935 - d_accuracy: 0.6450 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2479 - g_loss: 1.1006 - d_accuracy: 0.6457Epoch 112: D Accuracy = 0.6207 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2476 - g_loss: 1.1082 - d_accuracy: 0.6448 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2128 - g_loss: 1.1151 - d_accuracy: 0.6661Epoch 113: D Accuracy = 0.5977 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2134 - g_loss: 1.1286 - d_accuracy: 0.6636 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2841 - g_loss: 1.0990 - d_accuracy: 0.6385Epoch 114: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2844 - g_loss: 1.0879 - d_accuracy: 0.6389 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 1.0737 - d_accuracy: 0.6480Epoch 115: D Accuracy = 0.6207 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2362 - g_loss: 1.0854 - d_accuracy: 0.6470 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2361 - g_loss: 1.0822 - d_accuracy: 0.6513Epoch 116: D Accuracy = 0.6839 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2318 - g_loss: 1.0863 - d_accuracy: 0.6525 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 1.0875 - d_accuracy: 0.6473Epoch 117: D Accuracy = 0.6609 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2482 - g_loss: 1.0829 - d_accuracy: 0.6478 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 1.0877 - d_accuracy: 0.6422Epoch 118: D Accuracy = 0.5805 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2433 - g_loss: 1.0944 - d_accuracy: 0.6400 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 1.0938 - d_accuracy: 0.6566Epoch 119: D Accuracy = 0.6609 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2378 - g_loss: 1.0959 - d_accuracy: 0.6567 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 1.0994 - d_accuracy: 0.6486Epoch 120: D Accuracy = 0.5977 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2412 - g_loss: 1.1092 - d_accuracy: 0.6468 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 1.0920 - d_accuracy: 0.6548Epoch 121: D Accuracy = 0.7069 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2381 - g_loss: 1.0829 - d_accuracy: 0.6567 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 1.1119 - d_accuracy: 0.6508Epoch 122: D Accuracy = 0.6782 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2289 - g_loss: 1.1109 - d_accuracy: 0.6518 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2221 - g_loss: 1.0869 - d_accuracy: 0.6635Epoch 123: D Accuracy = 0.7126 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2208 - g_loss: 1.0822 - d_accuracy: 0.6653 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2175 - g_loss: 1.0924 - d_accuracy: 0.6646Epoch 124: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2182 - g_loss: 1.0836 - d_accuracy: 0.6647 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 1.1927 - d_accuracy: 0.6603Epoch 125: D Accuracy = 0.7644 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2798 - g_loss: 1.1875 - d_accuracy: 0.6640 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2536 - g_loss: 1.0722 - d_accuracy: 0.6372Epoch 126: D Accuracy = 0.6034 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2555 - g_loss: 1.0683 - d_accuracy: 0.6360 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2255 - g_loss: 1.0807 - d_accuracy: 0.6609Epoch 127: D Accuracy = 0.8103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2224 - g_loss: 1.0754 - d_accuracy: 0.6663 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2021 - g_loss: 1.1235 - d_accuracy: 0.6789Epoch 128: D Accuracy = 0.5575 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2049 - g_loss: 1.1351 - d_accuracy: 0.6746 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 1.1185 - d_accuracy: 0.6649Epoch 129: D Accuracy = 0.6437 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2229 - g_loss: 1.1110 - d_accuracy: 0.6641 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 1.1214 - d_accuracy: 0.6544Epoch 130: D Accuracy = 0.6609 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2284 - g_loss: 1.1254 - d_accuracy: 0.6546 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 1.0971 - d_accuracy: 0.6532Epoch 131: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2431 - g_loss: 1.0964 - d_accuracy: 0.6531 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2294 - g_loss: 1.0943 - d_accuracy: 0.6598Epoch 132: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2317 - g_loss: 1.0859 - d_accuracy: 0.6582 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2311 - g_loss: 1.1066 - d_accuracy: 0.6569Epoch 133: D Accuracy = 0.5632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2363 - g_loss: 1.1177 - d_accuracy: 0.6535 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2146 - g_loss: 1.1413 - d_accuracy: 0.6663Epoch 134: D Accuracy = 0.5747 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2215 - g_loss: 1.1589 - d_accuracy: 0.6630 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2186 - g_loss: 1.1247 - d_accuracy: 0.6645Epoch 135: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2258 - g_loss: 1.1058 - d_accuracy: 0.6625 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2143 - g_loss: 1.1164 - d_accuracy: 0.6699Epoch 136: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2161 - g_loss: 1.1065 - d_accuracy: 0.6698 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2155 - g_loss: 1.1435 - d_accuracy: 0.6607Epoch 137: D Accuracy = 0.7126 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2136 - g_loss: 1.1413 - d_accuracy: 0.6625 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2286 - g_loss: 1.1274 - d_accuracy: 0.6622Epoch 138: D Accuracy = 0.5977 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2307 - g_loss: 1.1265 - d_accuracy: 0.6599 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2246 - g_loss: 1.1318 - d_accuracy: 0.6605Epoch 139: D Accuracy = 0.6379 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2284 - g_loss: 1.1157 - d_accuracy: 0.6597 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2097 - g_loss: 1.1360 - d_accuracy: 0.6751Epoch 140: D Accuracy = 0.5977 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2141 - g_loss: 1.1474 - d_accuracy: 0.6723 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2212 - g_loss: 1.1365 - d_accuracy: 0.6583Epoch 141: D Accuracy = 0.6264 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2218 - g_loss: 1.1400 - d_accuracy: 0.6572 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2058 - g_loss: 1.1127 - d_accuracy: 0.6776Epoch 142: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2110 - g_loss: 1.0967 - d_accuracy: 0.6756 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 1.1329 - d_accuracy: 0.6511Epoch 143: D Accuracy = 0.6264 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2398 - g_loss: 1.1282 - d_accuracy: 0.6502 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2332 - g_loss: 1.1352 - d_accuracy: 0.6600Epoch 144: D Accuracy = 0.5977 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2360 - g_loss: 1.1454 - d_accuracy: 0.6578 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1980 - g_loss: 1.1336 - d_accuracy: 0.6688Epoch 145: D Accuracy = 0.6437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1995 - g_loss: 1.1295 - d_accuracy: 0.6679 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2189 - g_loss: 1.1208 - d_accuracy: 0.6685Epoch 146: D Accuracy = 0.7989 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2106 - g_loss: 1.1314 - d_accuracy: 0.6731 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2116 - g_loss: 1.1433 - d_accuracy: 0.6714Epoch 147: D Accuracy = 0.7011 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2119 - g_loss: 1.1328 - d_accuracy: 0.6724 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2149 - g_loss: 1.1342 - d_accuracy: 0.6751Epoch 148: D Accuracy = 0.7356 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2141 - g_loss: 1.1261 - d_accuracy: 0.6773 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2109 - g_loss: 1.1437 - d_accuracy: 0.6652Epoch 149: D Accuracy = 0.5862 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2151 - g_loss: 1.1432 - d_accuracy: 0.6624 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2260 - g_loss: 1.1514 - d_accuracy: 0.6697Epoch 150: D Accuracy = 0.6552 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2239 - g_loss: 1.1499 - d_accuracy: 0.6691 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2039 - g_loss: 1.1499 - d_accuracy: 0.6693Epoch 151: D Accuracy = 0.7069 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2018 - g_loss: 1.1473 - d_accuracy: 0.6706 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1956 - g_loss: 1.1650 - d_accuracy: 0.6791Epoch 152: D Accuracy = 0.6552 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1939 - g_loss: 1.1815 - d_accuracy: 0.6782 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1970 - g_loss: 1.1575 - d_accuracy: 0.6797Epoch 153: D Accuracy = 0.6092 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2007 - g_loss: 1.1635 - d_accuracy: 0.6772 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.1724 - d_accuracy: 0.6842Epoch 154: D Accuracy = 0.7241 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1868 - g_loss: 1.1705 - d_accuracy: 0.6857 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2033 - g_loss: 1.1506 - d_accuracy: 0.6752Epoch 155: D Accuracy = 0.6552 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2011 - g_loss: 1.1604 - d_accuracy: 0.6744 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1976 - g_loss: 1.1566 - d_accuracy: 0.6781Epoch 156: D Accuracy = 0.6724 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1986 - g_loss: 1.1467 - d_accuracy: 0.6779 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1997 - g_loss: 1.1595 - d_accuracy: 0.6751Epoch 157: D Accuracy = 0.6609 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2037 - g_loss: 1.1441 - d_accuracy: 0.6746 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1761 - g_loss: 1.1821 - d_accuracy: 0.6862Epoch 158: D Accuracy = 0.7356 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1737 - g_loss: 1.1864 - d_accuracy: 0.6880 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1934 - g_loss: 1.1648 - d_accuracy: 0.6808Epoch 159: D Accuracy = 0.7931 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1910 - g_loss: 1.1585 - d_accuracy: 0.6849 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2260 - g_loss: 1.1492 - d_accuracy: 0.6631Epoch 160: D Accuracy = 0.6782 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2257 - g_loss: 1.1444 - d_accuracy: 0.6637 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2021 - g_loss: 1.1780 - d_accuracy: 0.6767Epoch 161: D Accuracy = 0.6494 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2023 - g_loss: 1.1729 - d_accuracy: 0.6757 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1702 - g_loss: 1.1861 - d_accuracy: 0.6937Epoch 162: D Accuracy = 0.5747 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1736 - g_loss: 1.1969 - d_accuracy: 0.6895 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1885 - g_loss: 1.1810 - d_accuracy: 0.6792Epoch 163: D Accuracy = 0.7011 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1865 - g_loss: 1.1815 - d_accuracy: 0.6800
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 1.1872 - d_accuracy: 0.6755Epoch 164: D Accuracy = 0.6839 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2345 - g_loss: 1.1838 - d_accuracy: 0.6758 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1882 - g_loss: 1.1424 - d_accuracy: 0.6768Epoch 165: D Accuracy = 0.6724 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1906 - g_loss: 1.1319 - d_accuracy: 0.6767 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1776 - g_loss: 1.1643 - d_accuracy: 0.6948Epoch 166: D Accuracy = 0.7874 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1738 - g_loss: 1.1595 - d_accuracy: 0.6981 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1932 - g_loss: 1.1678 - d_accuracy: 0.6820Epoch 167: D Accuracy = 0.7069 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1924 - g_loss: 1.1672 - d_accuracy: 0.6829 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1863 - g_loss: 1.1752 - d_accuracy: 0.6758Epoch 168: D Accuracy = 0.7184 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1839 - g_loss: 1.1817 - d_accuracy: 0.6773 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2013 - g_loss: 1.1519 - d_accuracy: 0.6798Epoch 169: D Accuracy = 0.6207 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2080 - g_loss: 1.1327 - d_accuracy: 0.6777 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1918 - g_loss: 1.1861 - d_accuracy: 0.6791Epoch 170: D Accuracy = 0.6782 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1905 - g_loss: 1.1897 - d_accuracy: 0.6790 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1944 - g_loss: 1.1896 - d_accuracy: 0.6825Epoch 171: D Accuracy = 0.6379 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1941 - g_loss: 1.2026 - d_accuracy: 0.6809 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2190 - g_loss: 1.1804 - d_accuracy: 0.6687Epoch 172: D Accuracy = 0.6207 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2192 - g_loss: 1.1850 - d_accuracy: 0.6670 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1942 - g_loss: 1.1651 - d_accuracy: 0.6788Epoch 173: D Accuracy = 0.5977 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1980 - g_loss: 1.1615 - d_accuracy: 0.6759 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1982 - g_loss: 1.1876 - d_accuracy: 0.6722Epoch 174: D Accuracy = 0.6264 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1979 - g_loss: 1.2012 - d_accuracy: 0.6706 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2274 - g_loss: 1.1572 - d_accuracy: 0.6620Epoch 175: D Accuracy = 0.5460 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2318 - g_loss: 1.1751 - d_accuracy: 0.6579 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1792 - g_loss: 1.1857 - d_accuracy: 0.6931Epoch 176: D Accuracy = 0.7241 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1770 - g_loss: 1.1942 - d_accuracy: 0.6942 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1709 - g_loss: 1.1908 - d_accuracy: 0.6909Epoch 177: D Accuracy = 0.6494 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1727 - g_loss: 1.1937 - d_accuracy: 0.6894 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1820 - g_loss: 1.1800 - d_accuracy: 0.6828Epoch 178: D Accuracy = 0.5632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1878 - g_loss: 1.1688 - d_accuracy: 0.6785 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2010 - g_loss: 1.1728 - d_accuracy: 0.6725Epoch 179: D Accuracy = 0.7011 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2006 - g_loss: 1.1627 - d_accuracy: 0.6735 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1800 - g_loss: 1.2035 - d_accuracy: 0.6829Epoch 180: D Accuracy = 0.6839 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1795 - g_loss: 1.2140 - d_accuracy: 0.6829 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1952 - g_loss: 1.1980 - d_accuracy: 0.6819Epoch 181: D Accuracy = 0.7586 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1892 - g_loss: 1.2093 - d_accuracy: 0.6846 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1644 - g_loss: 1.1817 - d_accuracy: 0.6978Epoch 182: D Accuracy = 0.7184 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1604 - g_loss: 1.1926 - d_accuracy: 0.6985 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1831 - g_loss: 1.1847 - d_accuracy: 0.6903Epoch 183: D Accuracy = 0.7471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1815 - g_loss: 1.1841 - d_accuracy: 0.6923 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1841 - g_loss: 1.2170 - d_accuracy: 0.6838Epoch 184: D Accuracy = 0.7241 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1821 - g_loss: 1.2156 - d_accuracy: 0.6852 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1768 - g_loss: 1.2219 - d_accuracy: 0.6923Epoch 185: D Accuracy = 0.7069 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1782 - g_loss: 1.2279 - d_accuracy: 0.6928 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1728 - g_loss: 1.2059 - d_accuracy: 0.6913Epoch 186: D Accuracy = 0.6897 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1733 - g_loss: 1.2041 - d_accuracy: 0.6913 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1834 - g_loss: 1.2166 - d_accuracy: 0.6844Epoch 187: D Accuracy = 0.7241 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1823 - g_loss: 1.2107 - d_accuracy: 0.6858 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1743 - g_loss: 1.2178 - d_accuracy: 0.6894Epoch 188: D Accuracy = 0.7299 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1729 - g_loss: 1.2155 - d_accuracy: 0.6908 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1739 - g_loss: 1.1890 - d_accuracy: 0.6936Epoch 189: D Accuracy = 0.7299 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1704 - g_loss: 1.1940 - d_accuracy: 0.6949 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2146 - g_loss: 1.2200 - d_accuracy: 0.6746Epoch 190: D Accuracy = 0.5977 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2158 - g_loss: 1.2284 - d_accuracy: 0.6719 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1609 - g_loss: 1.2249 - d_accuracy: 0.6963Epoch 191: D Accuracy = 0.7874 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1582 - g_loss: 1.2145 - d_accuracy: 0.6995 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1673 - g_loss: 1.2395 - d_accuracy: 0.6957Epoch 192: D Accuracy = 0.7126 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1655 - g_loss: 1.2441 - d_accuracy: 0.6963 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1664 - g_loss: 1.2075 - d_accuracy: 0.6930Epoch 193: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1687 - g_loss: 1.2221 - d_accuracy: 0.6904 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1936 - g_loss: 1.2177 - d_accuracy: 0.6851Epoch 194: D Accuracy = 0.6897 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1886 - g_loss: 1.2378 - d_accuracy: 0.6853 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1782 - g_loss: 1.1839 - d_accuracy: 0.6897Epoch 195: D Accuracy = 0.7356 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1771 - g_loss: 1.1790 - d_accuracy: 0.6914
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1903 - g_loss: 1.2313 - d_accuracy: 0.6784Epoch 196: D Accuracy = 0.7184 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1893 - g_loss: 1.2353 - d_accuracy: 0.6798 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1520 - g_loss: 1.2015 - d_accuracy: 0.7001Epoch 197: D Accuracy = 0.6207 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1545 - g_loss: 1.1968 - d_accuracy: 0.6972 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1662 - g_loss: 1.2543 - d_accuracy: 0.7025Epoch 198: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1714 - g_loss: 1.2458 - d_accuracy: 0.6996 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1798 - g_loss: 1.2162 - d_accuracy: 0.6907Epoch 199: D Accuracy = 0.7184 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1795 - g_loss: 1.2109 - d_accuracy: 0.6917 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1354 - g_loss: 1.2308 - d_accuracy: 0.7130 Class 8 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.6092 27/27 [==============================] - 1s 41ms/step - d_loss: 1.1430 - g_loss: 1.2168 - d_accuracy: 0.7093 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2104 - g_loss: 1.2633 - d_accuracy: 0.6700Epoch 201: D Accuracy = 0.6264 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2106 - g_loss: 1.2761 - d_accuracy: 0.6685 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2127 - g_loss: 1.2030 - d_accuracy: 0.6699Epoch 202: D Accuracy = 0.7126 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2116 - g_loss: 1.2000 - d_accuracy: 0.6714 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1266 - g_loss: 1.2312 - d_accuracy: 0.7173Epoch 203: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1313 - g_loss: 1.2229 - d_accuracy: 0.7154 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1651 - g_loss: 1.2310 - d_accuracy: 0.6939Epoch 204: D Accuracy = 0.7241 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1643 - g_loss: 1.2335 - d_accuracy: 0.6950 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1753 - g_loss: 1.2348 - d_accuracy: 0.6910Epoch 205: D Accuracy = 0.5632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1815 - g_loss: 1.2463 - d_accuracy: 0.6864 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1446 - g_loss: 1.1995 - d_accuracy: 0.7131Epoch 206: D Accuracy = 0.8506 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1391 - g_loss: 1.1996 - d_accuracy: 0.7180 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.2530 - d_accuracy: 0.6785Epoch 207: D Accuracy = 0.6954 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2090 - g_loss: 1.2460 - d_accuracy: 0.6791 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.2035 - d_accuracy: 0.6976Epoch 208: D Accuracy = 0.6552 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1685 - g_loss: 1.2075 - d_accuracy: 0.6961 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1638 - g_loss: 1.2791 - d_accuracy: 0.6957Epoch 209: D Accuracy = 0.5690 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1691 - g_loss: 1.3070 - d_accuracy: 0.6912 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1475 - g_loss: 1.2425 - d_accuracy: 0.7075Epoch 210: D Accuracy = 0.7931 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1442 - g_loss: 1.2450 - d_accuracy: 0.7105 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1195 - g_loss: 1.2532 - d_accuracy: 0.7250Epoch 211: D Accuracy = 0.7586 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1174 - g_loss: 1.2512 - d_accuracy: 0.7262 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1533 - g_loss: 1.2949 - d_accuracy: 0.7080Epoch 212: D Accuracy = 0.7011 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1537 - g_loss: 1.3034 - d_accuracy: 0.7077 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1670 - g_loss: 1.2989 - d_accuracy: 0.6896Epoch 213: D Accuracy = 0.5920 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1746 - g_loss: 1.3267 - d_accuracy: 0.6861 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1231 - g_loss: 1.2865 - d_accuracy: 0.7158Epoch 214: D Accuracy = 0.7414 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1183 - g_loss: 1.3033 - d_accuracy: 0.7167 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1480 - g_loss: 1.2900 - d_accuracy: 0.7096Epoch 215: D Accuracy = 0.6839 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1476 - g_loss: 1.2847 - d_accuracy: 0.7087 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1583 - g_loss: 1.2595 - d_accuracy: 0.7081Epoch 216: D Accuracy = 0.7586 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1569 - g_loss: 1.2474 - d_accuracy: 0.7099 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1184 - g_loss: 1.2823 - d_accuracy: 0.7258Epoch 217: D Accuracy = 0.7414 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1177 - g_loss: 1.2818 - d_accuracy: 0.7264 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1774 - g_loss: 1.2743 - d_accuracy: 0.7071Epoch 218: D Accuracy = 0.8103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1732 - g_loss: 1.2693 - d_accuracy: 0.7108 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1562 - g_loss: 1.2935 - d_accuracy: 0.7018Epoch 219: D Accuracy = 0.6782 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1564 - g_loss: 1.3023 - d_accuracy: 0.7009 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1675 - g_loss: 1.2741 - d_accuracy: 0.7011Epoch 220: D Accuracy = 0.5460 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1799 - g_loss: 1.3146 - d_accuracy: 0.6955 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1325 - g_loss: 1.2492 - d_accuracy: 0.7198Epoch 221: D Accuracy = 0.6839 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1347 - g_loss: 1.2409 - d_accuracy: 0.7185 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1718 - g_loss: 1.2394 - d_accuracy: 0.6880Epoch 222: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1713 - g_loss: 1.2419 - d_accuracy: 0.6873 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1346 - g_loss: 1.2678 - d_accuracy: 0.7135Epoch 223: D Accuracy = 0.7241 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1358 - g_loss: 1.2613 - d_accuracy: 0.7138 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1423 - g_loss: 1.3036 - d_accuracy: 0.7062Epoch 224: D Accuracy = 0.7471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1424 - g_loss: 1.2946 - d_accuracy: 0.7077 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1819 - g_loss: 1.2911 - d_accuracy: 0.6978Epoch 225: D Accuracy = 0.5230 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1946 - g_loss: 1.3242 - d_accuracy: 0.6915 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1253 - g_loss: 1.2347 - d_accuracy: 0.7221Epoch 226: D Accuracy = 0.6609 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1286 - g_loss: 1.2260 - d_accuracy: 0.7199 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1597 - g_loss: 1.3011 - d_accuracy: 0.7063Epoch 227: D Accuracy = 0.7931 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1530 - g_loss: 1.3100 - d_accuracy: 0.7094 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1432 - g_loss: 1.2673 - d_accuracy: 0.7130Epoch 228: D Accuracy = 0.7069 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1413 - g_loss: 1.2747 - d_accuracy: 0.7127 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1304 - g_loss: 1.3000 - d_accuracy: 0.7117Epoch 229: D Accuracy = 0.7126 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1284 - g_loss: 1.3085 - d_accuracy: 0.7118 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1417 - g_loss: 1.2897 - d_accuracy: 0.7074Epoch 230: D Accuracy = 0.7356 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1392 - g_loss: 1.2997 - d_accuracy: 0.7084 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1771 - g_loss: 1.2628 - d_accuracy: 0.6940Epoch 231: D Accuracy = 0.5747 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1814 - g_loss: 1.2633 - d_accuracy: 0.6898 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1204 - g_loss: 1.3059 - d_accuracy: 0.7173Epoch 232: D Accuracy = 0.6379 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1209 - g_loss: 1.3245 - d_accuracy: 0.7145 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1375 - g_loss: 1.2919 - d_accuracy: 0.7121Epoch 233: D Accuracy = 0.7414 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1354 - g_loss: 1.2911 - d_accuracy: 0.7131 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1262 - g_loss: 1.2759 - d_accuracy: 0.7106Epoch 234: D Accuracy = 0.7759 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1229 - g_loss: 1.2758 - d_accuracy: 0.7129 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1499 - g_loss: 1.3036 - d_accuracy: 0.7054Epoch 235: D Accuracy = 0.7069 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1512 - g_loss: 1.2990 - d_accuracy: 0.7055 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1227 - g_loss: 1.2588 - d_accuracy: 0.7255Epoch 236: D Accuracy = 0.7069 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1225 - g_loss: 1.2537 - d_accuracy: 0.7249 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1484 - g_loss: 1.3128 - d_accuracy: 0.7089Epoch 237: D Accuracy = 0.6437 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1554 - g_loss: 1.2917 - d_accuracy: 0.7066 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1445 - g_loss: 1.3109 - d_accuracy: 0.7076Epoch 238: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1474 - g_loss: 1.3308 - d_accuracy: 0.7045 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1750 - g_loss: 1.3040 - d_accuracy: 0.6954Epoch 239: D Accuracy = 0.7011 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1715 - g_loss: 1.3118 - d_accuracy: 0.6956 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1508 - g_loss: 1.3067 - d_accuracy: 0.7080Epoch 240: D Accuracy = 0.5115 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1665 - g_loss: 1.3218 - d_accuracy: 0.7010 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1194 - g_loss: 1.2819 - d_accuracy: 0.7217Epoch 241: D Accuracy = 0.6724 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1258 - g_loss: 1.2597 - d_accuracy: 0.7199 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1332 - g_loss: 1.3067 - d_accuracy: 0.7147Epoch 242: D Accuracy = 0.7069 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1349 - g_loss: 1.2943 - d_accuracy: 0.7144 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1334 - g_loss: 1.2897 - d_accuracy: 0.7120Epoch 243: D Accuracy = 0.6782 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1385 - g_loss: 1.2760 - d_accuracy: 0.7108 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1472 - g_loss: 1.2989 - d_accuracy: 0.7052Epoch 244: D Accuracy = 0.7011 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1478 - g_loss: 1.2958 - d_accuracy: 0.7051 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1217 - g_loss: 1.3054 - d_accuracy: 0.7257Epoch 245: D Accuracy = 0.7184 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1232 - g_loss: 1.3004 - d_accuracy: 0.7254 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1086 - g_loss: 1.3041 - d_accuracy: 0.7223Epoch 246: D Accuracy = 0.7414 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1047 - g_loss: 1.3112 - d_accuracy: 0.7230 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1707 - g_loss: 1.3941 - d_accuracy: 0.6965Epoch 247: D Accuracy = 0.5517 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1812 - g_loss: 1.4237 - d_accuracy: 0.6913 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1376 - g_loss: 1.3081 - d_accuracy: 0.7107Epoch 248: D Accuracy = 0.6494 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1390 - g_loss: 1.3198 - d_accuracy: 0.7085 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1203 - g_loss: 1.2781 - d_accuracy: 0.7242Epoch 249: D Accuracy = 0.8046 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1155 - g_loss: 1.2779 - d_accuracy: 0.7271 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1237 - g_loss: 1.3254 - d_accuracy: 0.7246Epoch 250: D Accuracy = 0.7471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1230 - g_loss: 1.3266 - d_accuracy: 0.7254 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1258 - g_loss: 1.3389 - d_accuracy: 0.7147Epoch 251: D Accuracy = 0.8793 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1203 - g_loss: 1.3333 - d_accuracy: 0.7206 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1091 - g_loss: 1.3234 - d_accuracy: 0.7338Epoch 252: D Accuracy = 0.7184 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1090 - g_loss: 1.3164 - d_accuracy: 0.7332 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1539 - g_loss: 1.3262 - d_accuracy: 0.6985Epoch 253: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1550 - g_loss: 1.3325 - d_accuracy: 0.6957 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1311 - g_loss: 1.3116 - d_accuracy: 0.7155Epoch 254: D Accuracy = 0.6897 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1317 - g_loss: 1.3101 - d_accuracy: 0.7146 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1128 - g_loss: 1.2851 - d_accuracy: 0.7254Epoch 255: D Accuracy = 0.7931 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1082 - g_loss: 1.2919 - d_accuracy: 0.7278 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1236 - g_loss: 1.3306 - d_accuracy: 0.7206Epoch 256: D Accuracy = 0.8391 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1186 - g_loss: 1.3279 - d_accuracy: 0.7248 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1799 - g_loss: 1.3557 - d_accuracy: 0.6995Epoch 257: D Accuracy = 0.6609 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1830 - g_loss: 1.3366 - d_accuracy: 0.6982 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1296 - g_loss: 1.2802 - d_accuracy: 0.7085Epoch 258: D Accuracy = 0.6954 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1305 - g_loss: 1.2757 - d_accuracy: 0.7080 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0901 - g_loss: 1.3240 - d_accuracy: 0.7378Epoch 259: D Accuracy = 0.7644 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0868 - g_loss: 1.3322 - d_accuracy: 0.7387 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1147 - g_loss: 1.3177 - d_accuracy: 0.7268Epoch 260: D Accuracy = 0.8046 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1090 - g_loss: 1.3254 - d_accuracy: 0.7296 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1251 - g_loss: 1.3490 - d_accuracy: 0.7132Epoch 261: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1284 - g_loss: 1.3487 - d_accuracy: 0.7095 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1141 - g_loss: 1.3380 - d_accuracy: 0.7198Epoch 262: D Accuracy = 0.8161 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1093 - g_loss: 1.3380 - d_accuracy: 0.7232 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0974 - g_loss: 1.2994 - d_accuracy: 0.7345Epoch 263: D Accuracy = 0.7184 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1005 - g_loss: 1.2877 - d_accuracy: 0.7339
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1254 - g_loss: 1.3306 - d_accuracy: 0.7154Epoch 264: D Accuracy = 0.7069 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1250 - g_loss: 1.3301 - d_accuracy: 0.7151 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0754 - g_loss: 1.3395 - d_accuracy: 0.7455Epoch 265: D Accuracy = 0.7644 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0724 - g_loss: 1.3462 - d_accuracy: 0.7461 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1322 - g_loss: 1.3375 - d_accuracy: 0.7112Epoch 266: D Accuracy = 0.6839 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1323 - g_loss: 1.3432 - d_accuracy: 0.7103 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1216 - g_loss: 1.3676 - d_accuracy: 0.7223Epoch 267: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1230 - g_loss: 1.3901 - d_accuracy: 0.7197 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1163 - g_loss: 1.3328 - d_accuracy: 0.7207Epoch 268: D Accuracy = 0.7759 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1151 - g_loss: 1.3235 - d_accuracy: 0.7227 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1254 - g_loss: 1.3427 - d_accuracy: 0.7162Epoch 269: D Accuracy = 0.8218 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1245 - g_loss: 1.3291 - d_accuracy: 0.7200 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1202 - g_loss: 1.3603 - d_accuracy: 0.7188Epoch 270: D Accuracy = 0.7356 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1182 - g_loss: 1.3640 - d_accuracy: 0.7194 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3737 - d_accuracy: 0.7324Epoch 271: D Accuracy = 0.6724 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0926 - g_loss: 1.3892 - d_accuracy: 0.7302 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1034 - g_loss: 1.3602 - d_accuracy: 0.7231Epoch 272: D Accuracy = 0.7299 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1044 - g_loss: 1.3596 - d_accuracy: 0.7233 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1099 - g_loss: 1.3733 - d_accuracy: 0.7218Epoch 273: D Accuracy = 0.7471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1115 - g_loss: 1.3672 - d_accuracy: 0.7227 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1229 - g_loss: 1.3821 - d_accuracy: 0.7193Epoch 274: D Accuracy = 0.6322 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1272 - g_loss: 1.4011 - d_accuracy: 0.7162 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1261 - g_loss: 1.3543 - d_accuracy: 0.7143Epoch 275: D Accuracy = 0.7989 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1232 - g_loss: 1.3513 - d_accuracy: 0.7174 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1209 - g_loss: 1.3407 - d_accuracy: 0.7187Epoch 276: D Accuracy = 0.7241 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1208 - g_loss: 1.3342 - d_accuracy: 0.7189 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1218 - g_loss: 1.3595 - d_accuracy: 0.7255Epoch 277: D Accuracy = 0.7126 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1210 - g_loss: 1.3649 - d_accuracy: 0.7250 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0941 - g_loss: 1.3740 - d_accuracy: 0.7386Epoch 278: D Accuracy = 0.6609 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0982 - g_loss: 1.3831 - d_accuracy: 0.7358 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1092 - g_loss: 1.3594 - d_accuracy: 0.7282Epoch 279: D Accuracy = 0.7241 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1113 - g_loss: 1.3562 - d_accuracy: 0.7281 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1080 - g_loss: 1.4156 - d_accuracy: 0.7223Epoch 280: D Accuracy = 0.7586 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1087 - g_loss: 1.4007 - d_accuracy: 0.7236 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0580 - g_loss: 1.4280 - d_accuracy: 0.7519Epoch 281: D Accuracy = 0.8161 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0545 - g_loss: 1.4261 - d_accuracy: 0.7542 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1088 - g_loss: 1.3702 - d_accuracy: 0.7218Epoch 282: D Accuracy = 0.6724 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1121 - g_loss: 1.3736 - d_accuracy: 0.7200 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0950 - g_loss: 1.3889 - d_accuracy: 0.7300Epoch 283: D Accuracy = 0.7529 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0956 - g_loss: 1.3733 - d_accuracy: 0.7308 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1079 - g_loss: 1.4055 - d_accuracy: 0.7308Epoch 284: D Accuracy = 0.7356 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1088 - g_loss: 1.3987 - d_accuracy: 0.7310 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1089 - g_loss: 1.3822 - d_accuracy: 0.7268Epoch 285: D Accuracy = 0.6897 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1149 - g_loss: 1.3617 - d_accuracy: 0.7255 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0985 - g_loss: 1.4111 - d_accuracy: 0.7263Epoch 286: D Accuracy = 0.7471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0980 - g_loss: 1.4055 - d_accuracy: 0.7271 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0934 - g_loss: 1.4076 - d_accuracy: 0.7371Epoch 287: D Accuracy = 0.6839 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0913 - g_loss: 1.4266 - d_accuracy: 0.7352 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1100 - g_loss: 1.3972 - d_accuracy: 0.7290Epoch 288: D Accuracy = 0.7184 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1096 - g_loss: 1.3898 - d_accuracy: 0.7286 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0633 - g_loss: 1.4040 - d_accuracy: 0.7494Epoch 289: D Accuracy = 0.7529 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0624 - g_loss: 1.4025 - d_accuracy: 0.7495 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1166 - g_loss: 1.4153 - d_accuracy: 0.7304Epoch 290: D Accuracy = 0.7126 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1152 - g_loss: 1.4214 - d_accuracy: 0.7298 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0814 - g_loss: 1.3567 - d_accuracy: 0.7437Epoch 291: D Accuracy = 0.7759 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0820 - g_loss: 1.3425 - d_accuracy: 0.7449 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0896 - g_loss: 1.3926 - d_accuracy: 0.7268Epoch 292: D Accuracy = 0.7069 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0901 - g_loss: 1.3919 - d_accuracy: 0.7261 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0787 - g_loss: 1.3924 - d_accuracy: 0.7395Epoch 293: D Accuracy = 0.7241 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0786 - g_loss: 1.3998 - d_accuracy: 0.7389 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0951 - g_loss: 1.3830 - d_accuracy: 0.7315Epoch 294: D Accuracy = 0.7184 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0987 - g_loss: 1.3642 - d_accuracy: 0.7310 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0798 - g_loss: 1.4391 - d_accuracy: 0.7336Epoch 295: D Accuracy = 0.7644 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0791 - g_loss: 1.4354 - d_accuracy: 0.7347
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0846 - g_loss: 1.4361 - d_accuracy: 0.7410Epoch 296: D Accuracy = 0.7184 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0837 - g_loss: 1.4517 - d_accuracy: 0.7402 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1013 - g_loss: 1.4104 - d_accuracy: 0.7292Epoch 297: D Accuracy = 0.6839 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1006 - g_loss: 1.4340 - d_accuracy: 0.7276 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1007 - g_loss: 1.3985 - d_accuracy: 0.7231Epoch 298: D Accuracy = 0.7184 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1022 - g_loss: 1.3908 - d_accuracy: 0.7229 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0504 - g_loss: 1.4454 - d_accuracy: 0.7586Epoch 299: D Accuracy = 0.6379 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0590 - g_loss: 1.4367 - d_accuracy: 0.7543 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0910 - g_loss: 1.4341 - d_accuracy: 0.7336 Class 8 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.8046 27/27 [==============================] - 1s 40ms/step - d_loss: 1.0886 - g_loss: 1.4277 - d_accuracy: 0.7362 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0743 - g_loss: 1.4299 - d_accuracy: 0.7395Epoch 301: D Accuracy = 0.7126 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0728 - g_loss: 1.4427 - d_accuracy: 0.7385 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0861 - g_loss: 1.4032 - d_accuracy: 0.7427Epoch 302: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0891 - g_loss: 1.4072 - d_accuracy: 0.7400 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.3745 - d_accuracy: 0.7400Epoch 303: D Accuracy = 0.6782 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0933 - g_loss: 1.3705 - d_accuracy: 0.7378 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0708 - g_loss: 1.4443 - d_accuracy: 0.7520Epoch 304: D Accuracy = 0.7299 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0730 - g_loss: 1.4350 - d_accuracy: 0.7512 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.4594 - d_accuracy: 0.7228Epoch 305: D Accuracy = 0.5977 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1134 - g_loss: 1.4815 - d_accuracy: 0.7183 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0584 - g_loss: 1.4180 - d_accuracy: 0.7521Epoch 306: D Accuracy = 0.7299 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0573 - g_loss: 1.4322 - d_accuracy: 0.7514 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0536 - g_loss: 1.4482 - d_accuracy: 0.7522Epoch 307: D Accuracy = 0.6954 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0522 - g_loss: 1.4702 - d_accuracy: 0.7501 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0902 - g_loss: 1.4114 - d_accuracy: 0.7377Epoch 308: D Accuracy = 0.7644 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0909 - g_loss: 1.3954 - d_accuracy: 0.7386 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0931 - g_loss: 1.4768 - d_accuracy: 0.7420Epoch 309: D Accuracy = 0.8046 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0908 - g_loss: 1.4659 - d_accuracy: 0.7443 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0545 - g_loss: 1.4482 - d_accuracy: 0.7533Epoch 310: D Accuracy = 0.6724 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0567 - g_loss: 1.4554 - d_accuracy: 0.7505 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0518 - g_loss: 1.4159 - d_accuracy: 0.7612Epoch 311: D Accuracy = 0.7701 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0535 - g_loss: 1.4027 - d_accuracy: 0.7615 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0423 - g_loss: 1.4543 - d_accuracy: 0.7603Epoch 312: D Accuracy = 0.7586 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0406 - g_loss: 1.4649 - d_accuracy: 0.7602 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0673 - g_loss: 1.4608 - d_accuracy: 0.7437Epoch 313: D Accuracy = 0.7241 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0723 - g_loss: 1.4422 - d_accuracy: 0.7430 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0605 - g_loss: 1.4681 - d_accuracy: 0.7449Epoch 314: D Accuracy = 0.7299 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0632 - g_loss: 1.4529 - d_accuracy: 0.7444 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0720 - g_loss: 1.4715 - d_accuracy: 0.7432Epoch 315: D Accuracy = 0.7184 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0748 - g_loss: 1.4626 - d_accuracy: 0.7423 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0602 - g_loss: 1.4715 - d_accuracy: 0.7529Epoch 316: D Accuracy = 0.7471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0588 - g_loss: 1.4762 - d_accuracy: 0.7527 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1775 - g_loss: 1.4595 - d_accuracy: 0.7092Epoch 317: D Accuracy = 0.6322 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1797 - g_loss: 1.4542 - d_accuracy: 0.7064 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0722 - g_loss: 1.4212 - d_accuracy: 0.7443Epoch 318: D Accuracy = 0.8448 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0667 - g_loss: 1.4217 - d_accuracy: 0.7478 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0736 - g_loss: 1.4692 - d_accuracy: 0.7501Epoch 319: D Accuracy = 0.7414 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0731 - g_loss: 1.4644 - d_accuracy: 0.7498 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0631 - g_loss: 1.4283 - d_accuracy: 0.7442Epoch 320: D Accuracy = 0.8161 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0595 - g_loss: 1.4248 - d_accuracy: 0.7468 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0383 - g_loss: 1.5041 - d_accuracy: 0.7651Epoch 321: D Accuracy = 0.7874 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0355 - g_loss: 1.5199 - d_accuracy: 0.7659 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0600 - g_loss: 1.4789 - d_accuracy: 0.7532Epoch 322: D Accuracy = 0.7414 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0625 - g_loss: 1.4594 - d_accuracy: 0.7527 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0937 - g_loss: 1.4894 - d_accuracy: 0.7277Epoch 323: D Accuracy = 0.7414 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0959 - g_loss: 1.4689 - d_accuracy: 0.7282 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0421 - g_loss: 1.4964 - d_accuracy: 0.7647Epoch 324: D Accuracy = 0.8218 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0388 - g_loss: 1.5000 - d_accuracy: 0.7667 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0468 - g_loss: 1.4905 - d_accuracy: 0.7635Epoch 325: D Accuracy = 0.7356 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0495 - g_loss: 1.4823 - d_accuracy: 0.7625 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0899 - g_loss: 1.4736 - d_accuracy: 0.7327Epoch 326: D Accuracy = 0.8103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0875 - g_loss: 1.4691 - d_accuracy: 0.7355 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0663 - g_loss: 1.4763 - d_accuracy: 0.7475Epoch 327: D Accuracy = 0.7011 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0686 - g_loss: 1.4786 - d_accuracy: 0.7458 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0245 - g_loss: 1.4934 - d_accuracy: 0.7648Epoch 328: D Accuracy = 0.8448 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0221 - g_loss: 1.4923 - d_accuracy: 0.7677 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0794 - g_loss: 1.4681 - d_accuracy: 0.7371Epoch 329: D Accuracy = 0.8506 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0744 - g_loss: 1.4570 - d_accuracy: 0.7411 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0516 - g_loss: 1.4940 - d_accuracy: 0.7479Epoch 330: D Accuracy = 0.7414 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0511 - g_loss: 1.4965 - d_accuracy: 0.7477 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.4776 - d_accuracy: 0.7420Epoch 331: D Accuracy = 0.7874 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0736 - g_loss: 1.4839 - d_accuracy: 0.7436 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0580 - g_loss: 1.4881 - d_accuracy: 0.7497Epoch 332: D Accuracy = 0.7471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0629 - g_loss: 1.4671 - d_accuracy: 0.7497 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0694 - g_loss: 1.4991 - d_accuracy: 0.7504Epoch 333: D Accuracy = 0.8161 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0661 - g_loss: 1.4852 - d_accuracy: 0.7528 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0213 - g_loss: 1.5423 - d_accuracy: 0.7665Epoch 334: D Accuracy = 0.7816 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0217 - g_loss: 1.5369 - d_accuracy: 0.7670 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0483 - g_loss: 1.5308 - d_accuracy: 0.7541Epoch 335: D Accuracy = 0.7989 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0495 - g_loss: 1.5135 - d_accuracy: 0.7557 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0203 - g_loss: 1.5088 - d_accuracy: 0.7692Epoch 336: D Accuracy = 0.8218 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0203 - g_loss: 1.4987 - d_accuracy: 0.7710 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0559 - g_loss: 1.5568 - d_accuracy: 0.7469Epoch 337: D Accuracy = 0.6897 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0605 - g_loss: 1.5461 - d_accuracy: 0.7449 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0565 - g_loss: 1.5626 - d_accuracy: 0.7533Epoch 338: D Accuracy = 0.5575 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0692 - g_loss: 1.5947 - d_accuracy: 0.7463 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0598 - g_loss: 1.4869 - d_accuracy: 0.7547Epoch 339: D Accuracy = 0.8621 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0538 - g_loss: 1.4825 - d_accuracy: 0.7586 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9971 - g_loss: 1.5668 - d_accuracy: 0.7819Epoch 340: D Accuracy = 0.7471 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9956 - g_loss: 1.5823 - d_accuracy: 0.7806 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0348 - g_loss: 1.5402 - d_accuracy: 0.7579Epoch 341: D Accuracy = 0.7299 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0319 - g_loss: 1.5589 - d_accuracy: 0.7569 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0605 - g_loss: 1.5230 - d_accuracy: 0.7515Epoch 342: D Accuracy = 0.8793 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0551 - g_loss: 1.5159 - d_accuracy: 0.7560 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0297 - g_loss: 1.5269 - d_accuracy: 0.7587Epoch 343: D Accuracy = 0.8678 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0246 - g_loss: 1.5309 - d_accuracy: 0.7626 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0505 - g_loss: 1.5637 - d_accuracy: 0.7512Epoch 344: D Accuracy = 0.7356 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0523 - g_loss: 1.5501 - d_accuracy: 0.7506 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0729 - g_loss: 1.5756 - d_accuracy: 0.7366Epoch 345: D Accuracy = 0.7241 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0736 - g_loss: 1.5692 - d_accuracy: 0.7362 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0167 - g_loss: 1.5329 - d_accuracy: 0.7646Epoch 346: D Accuracy = 0.7529 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0166 - g_loss: 1.5381 - d_accuracy: 0.7642 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0055 - g_loss: 1.5621 - d_accuracy: 0.7740Epoch 347: D Accuracy = 0.7874 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0028 - g_loss: 1.5716 - d_accuracy: 0.7744 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0058 - g_loss: 1.5919 - d_accuracy: 0.7793Epoch 348: D Accuracy = 0.7644 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0038 - g_loss: 1.6013 - d_accuracy: 0.7788 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9821 - g_loss: 1.5852 - d_accuracy: 0.7950Epoch 349: D Accuracy = 0.7241 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9853 - g_loss: 1.5874 - d_accuracy: 0.7925 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0597 - g_loss: 1.5484 - d_accuracy: 0.7494Epoch 350: D Accuracy = 0.8161 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0537 - g_loss: 1.5631 - d_accuracy: 0.7518 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0405 - g_loss: 1.5152 - d_accuracy: 0.7613Epoch 351: D Accuracy = 0.7586 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0419 - g_loss: 1.5104 - d_accuracy: 0.7612 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0430 - g_loss: 1.5231 - d_accuracy: 0.7515Epoch 352: D Accuracy = 0.7241 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0439 - g_loss: 1.5167 - d_accuracy: 0.7505 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0025 - g_loss: 1.5388 - d_accuracy: 0.7736Epoch 353: D Accuracy = 0.8276 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0012 - g_loss: 1.5256 - d_accuracy: 0.7755 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0709 - g_loss: 1.5671 - d_accuracy: 0.7392Epoch 354: D Accuracy = 0.7816 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0681 - g_loss: 1.5758 - d_accuracy: 0.7407 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0164 - g_loss: 1.5698 - d_accuracy: 0.7757Epoch 355: D Accuracy = 0.6264 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0228 - g_loss: 1.5990 - d_accuracy: 0.7703 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9879 - g_loss: 1.5861 - d_accuracy: 0.7824Epoch 356: D Accuracy = 0.8621 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9834 - g_loss: 1.6005 - d_accuracy: 0.7852 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0220 - g_loss: 1.5807 - d_accuracy: 0.7662Epoch 357: D Accuracy = 0.8506 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0194 - g_loss: 1.5702 - d_accuracy: 0.7692 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0235 - g_loss: 1.6348 - d_accuracy: 0.7598Epoch 358: D Accuracy = 0.6437 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0304 - g_loss: 1.6529 - d_accuracy: 0.7557 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9891 - g_loss: 1.5942 - d_accuracy: 0.7801Epoch 359: D Accuracy = 0.7529 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9871 - g_loss: 1.6129 - d_accuracy: 0.7791 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9925 - g_loss: 1.5883 - d_accuracy: 0.7858Epoch 360: D Accuracy = 0.6264 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0087 - g_loss: 1.5526 - d_accuracy: 0.7801 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0455 - g_loss: 1.6246 - d_accuracy: 0.7505Epoch 361: D Accuracy = 0.7989 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0426 - g_loss: 1.6207 - d_accuracy: 0.7522 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9790 - g_loss: 1.5577 - d_accuracy: 0.7937Epoch 362: D Accuracy = 0.7529 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9823 - g_loss: 1.5460 - d_accuracy: 0.7922 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1029 - g_loss: 1.6815 - d_accuracy: 0.7366Epoch 363: D Accuracy = 0.5287 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1186 - g_loss: 1.7302 - d_accuracy: 0.7292
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0267 - g_loss: 1.5453 - d_accuracy: 0.7677Epoch 364: D Accuracy = 0.7989 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0220 - g_loss: 1.5531 - d_accuracy: 0.7688 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0140 - g_loss: 1.5525 - d_accuracy: 0.7700Epoch 365: D Accuracy = 0.7184 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0180 - g_loss: 1.5393 - d_accuracy: 0.7681 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9670 - g_loss: 1.6288 - d_accuracy: 0.7968Epoch 366: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9631 - g_loss: 1.6422 - d_accuracy: 0.7981 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0079 - g_loss: 1.6131 - d_accuracy: 0.7701Epoch 367: D Accuracy = 0.8161 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0062 - g_loss: 1.6084 - d_accuracy: 0.7717 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0259 - g_loss: 1.5971 - d_accuracy: 0.7665Epoch 368: D Accuracy = 0.7299 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0244 - g_loss: 1.6239 - d_accuracy: 0.7652 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9841 - g_loss: 1.5803 - d_accuracy: 0.7914Epoch 369: D Accuracy = 0.7011 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9860 - g_loss: 1.5953 - d_accuracy: 0.7882 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0470 - g_loss: 1.6261 - d_accuracy: 0.7454Epoch 370: D Accuracy = 0.7126 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0437 - g_loss: 1.6440 - d_accuracy: 0.7443 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0127 - g_loss: 1.6073 - d_accuracy: 0.7759Epoch 371: D Accuracy = 0.8276 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0108 - g_loss: 1.5976 - d_accuracy: 0.7777 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0060 - g_loss: 1.5405 - d_accuracy: 0.7845Epoch 372: D Accuracy = 0.8103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0057 - g_loss: 1.5233 - d_accuracy: 0.7854 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0173 - g_loss: 1.6146 - d_accuracy: 0.7689Epoch 373: D Accuracy = 0.9195 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0096 - g_loss: 1.6178 - d_accuracy: 0.7742 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0102 - g_loss: 1.6036 - d_accuracy: 0.7670Epoch 374: D Accuracy = 0.7241 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0119 - g_loss: 1.6109 - d_accuracy: 0.7655 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9706 - g_loss: 1.6667 - d_accuracy: 0.7953Epoch 375: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9687 - g_loss: 1.6702 - d_accuracy: 0.7967 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9636 - g_loss: 1.6737 - d_accuracy: 0.8011Epoch 376: D Accuracy = 0.6264 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9735 - g_loss: 1.6952 - d_accuracy: 0.7949 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0723 - g_loss: 1.6367 - d_accuracy: 0.7625Epoch 377: D Accuracy = 0.7874 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0701 - g_loss: 1.6353 - d_accuracy: 0.7634 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0066 - g_loss: 1.6071 - d_accuracy: 0.7768Epoch 378: D Accuracy = 0.6609 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0109 - g_loss: 1.6128 - d_accuracy: 0.7727 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9870 - g_loss: 1.5957 - d_accuracy: 0.7853Epoch 379: D Accuracy = 0.7644 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9908 - g_loss: 1.5739 - d_accuracy: 0.7845 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9961 - g_loss: 1.6850 - d_accuracy: 0.7828Epoch 380: D Accuracy = 0.8161 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9938 - g_loss: 1.6874 - d_accuracy: 0.7840 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0262 - g_loss: 1.6528 - d_accuracy: 0.7656Epoch 381: D Accuracy = 0.8276 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0200 - g_loss: 1.6623 - d_accuracy: 0.7678 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9963 - g_loss: 1.6144 - d_accuracy: 0.7793Epoch 382: D Accuracy = 0.8506 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9918 - g_loss: 1.6171 - d_accuracy: 0.7819 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9480 - g_loss: 1.6724 - d_accuracy: 0.8033Epoch 383: D Accuracy = 0.6609 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9588 - g_loss: 1.6678 - d_accuracy: 0.7982 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0158 - g_loss: 1.6669 - d_accuracy: 0.7635Epoch 384: D Accuracy = 0.7356 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0157 - g_loss: 1.6725 - d_accuracy: 0.7625 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9921 - g_loss: 1.6367 - d_accuracy: 0.7800Epoch 385: D Accuracy = 0.7816 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9900 - g_loss: 1.6509 - d_accuracy: 0.7800 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9812 - g_loss: 1.6365 - d_accuracy: 0.7821Epoch 386: D Accuracy = 0.7184 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9827 - g_loss: 1.6445 - d_accuracy: 0.7798 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0139 - g_loss: 1.6193 - d_accuracy: 0.7669Epoch 387: D Accuracy = 0.8046 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0150 - g_loss: 1.5979 - d_accuracy: 0.7683 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9996 - g_loss: 1.6535 - d_accuracy: 0.7697Epoch 388: D Accuracy = 0.8218 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9973 - g_loss: 1.6388 - d_accuracy: 0.7716 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9816 - g_loss: 1.6515 - d_accuracy: 0.7878Epoch 389: D Accuracy = 0.7931 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9834 - g_loss: 1.6436 - d_accuracy: 0.7880 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9584 - g_loss: 1.6780 - d_accuracy: 0.8010Epoch 390: D Accuracy = 0.8218 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9592 - g_loss: 1.6701 - d_accuracy: 0.8017 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9910 - g_loss: 1.6893 - d_accuracy: 0.7862Epoch 391: D Accuracy = 0.7989 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9914 - g_loss: 1.6845 - d_accuracy: 0.7867 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9938 - g_loss: 1.6607 - d_accuracy: 0.7819Epoch 392: D Accuracy = 0.7126 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9970 - g_loss: 1.6648 - d_accuracy: 0.7794 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0009 - g_loss: 1.6463 - d_accuracy: 0.7801Epoch 393: D Accuracy = 0.8161 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0018 - g_loss: 1.6421 - d_accuracy: 0.7814 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0161 - g_loss: 1.7017 - d_accuracy: 0.7811Epoch 394: D Accuracy = 0.8736 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0109 - g_loss: 1.6956 - d_accuracy: 0.7844 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9519 - g_loss: 1.6826 - d_accuracy: 0.7995Epoch 395: D Accuracy = 0.8103 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9538 - g_loss: 1.6629 - d_accuracy: 0.7999
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9643 - g_loss: 1.7011 - d_accuracy: 0.7912Epoch 396: D Accuracy = 0.7299 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9629 - g_loss: 1.7352 - d_accuracy: 0.7890 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9600 - g_loss: 1.6804 - d_accuracy: 0.7987Epoch 397: D Accuracy = 0.7759 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9604 - g_loss: 1.6949 - d_accuracy: 0.7979 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9959 - g_loss: 1.6981 - d_accuracy: 0.7788Epoch 398: D Accuracy = 0.8218 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9955 - g_loss: 1.6835 - d_accuracy: 0.7804 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9256 - g_loss: 1.7284 - d_accuracy: 0.8174Epoch 399: D Accuracy = 0.7816 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9262 - g_loss: 1.7274 - d_accuracy: 0.8162 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9663 - g_loss: 1.7042 - d_accuracy: 0.7936 Class 8 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.8678 27/27 [==============================] - 1s 41ms/step - d_loss: 0.9610 - g_loss: 1.7081 - d_accuracy: 0.7962 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0162 - g_loss: 1.6639 - d_accuracy: 0.7668Epoch 401: D Accuracy = 0.7414 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0176 - g_loss: 1.6630 - d_accuracy: 0.7658 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9597 - g_loss: 1.7084 - d_accuracy: 0.7908Epoch 402: D Accuracy = 0.7414 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9609 - g_loss: 1.7165 - d_accuracy: 0.7890 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9616 - g_loss: 1.7143 - d_accuracy: 0.7882Epoch 403: D Accuracy = 0.8391 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9599 - g_loss: 1.7001 - d_accuracy: 0.7900 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0024 - g_loss: 1.6905 - d_accuracy: 0.7756Epoch 404: D Accuracy = 0.8448 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0002 - g_loss: 1.6773 - d_accuracy: 0.7781 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9995 - g_loss: 1.7672 - d_accuracy: 0.7757Epoch 405: D Accuracy = 0.7759 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9960 - g_loss: 1.7844 - d_accuracy: 0.7757 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9541 - g_loss: 1.7442 - d_accuracy: 0.7910Epoch 406: D Accuracy = 0.7011 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9591 - g_loss: 1.7393 - d_accuracy: 0.7878 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9825 - g_loss: 1.7062 - d_accuracy: 0.7870Epoch 407: D Accuracy = 0.8391 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9821 - g_loss: 1.6948 - d_accuracy: 0.7889 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9744 - g_loss: 1.7388 - d_accuracy: 0.7793Epoch 408: D Accuracy = 0.5920 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9828 - g_loss: 1.7700 - d_accuracy: 0.7726 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9649 - g_loss: 1.6875 - d_accuracy: 0.7904Epoch 409: D Accuracy = 0.6264 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9772 - g_loss: 1.6552 - d_accuracy: 0.7846 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9807 - g_loss: 1.7254 - d_accuracy: 0.7862Epoch 410: D Accuracy = 0.7816 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9843 - g_loss: 1.7003 - d_accuracy: 0.7860 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9578 - g_loss: 1.7865 - d_accuracy: 0.7922Epoch 411: D Accuracy = 0.6897 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9601 - g_loss: 1.8050 - d_accuracy: 0.7885 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9522 - g_loss: 1.7708 - d_accuracy: 0.7952Epoch 412: D Accuracy = 0.7874 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9487 - g_loss: 1.7991 - d_accuracy: 0.7949 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9488 - g_loss: 1.7635 - d_accuracy: 0.7998Epoch 413: D Accuracy = 0.7011 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9533 - g_loss: 1.7806 - d_accuracy: 0.7963 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9976 - g_loss: 1.7503 - d_accuracy: 0.7773Epoch 414: D Accuracy = 0.7644 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9998 - g_loss: 1.7287 - d_accuracy: 0.7768 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9673 - g_loss: 1.7496 - d_accuracy: 0.7879Epoch 415: D Accuracy = 0.6724 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9727 - g_loss: 1.7769 - d_accuracy: 0.7838 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9258 - g_loss: 1.7497 - d_accuracy: 0.8141Epoch 416: D Accuracy = 0.7241 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9286 - g_loss: 1.7554 - d_accuracy: 0.8109 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9409 - g_loss: 1.7515 - d_accuracy: 0.8049Epoch 417: D Accuracy = 0.8563 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9387 - g_loss: 1.7395 - d_accuracy: 0.8067 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0183 - g_loss: 1.7537 - d_accuracy: 0.7589Epoch 418: D Accuracy = 0.8736 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0142 - g_loss: 1.7382 - d_accuracy: 0.7630 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9166 - g_loss: 1.7441 - d_accuracy: 0.8185Epoch 419: D Accuracy = 0.7759 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9168 - g_loss: 1.7618 - d_accuracy: 0.8170 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0112 - g_loss: 1.7079 - d_accuracy: 0.7721Epoch 420: D Accuracy = 0.8103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0080 - g_loss: 1.7128 - d_accuracy: 0.7734 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9367 - g_loss: 1.7238 - d_accuracy: 0.8077Epoch 421: D Accuracy = 0.8506 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9352 - g_loss: 1.7102 - d_accuracy: 0.8092 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9951 - g_loss: 1.8045 - d_accuracy: 0.7728Epoch 422: D Accuracy = 0.8161 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9918 - g_loss: 1.8036 - d_accuracy: 0.7744 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9117 - g_loss: 1.7967 - d_accuracy: 0.8189Epoch 423: D Accuracy = 0.8448 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9086 - g_loss: 1.8112 - d_accuracy: 0.8198 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9371 - g_loss: 1.8112 - d_accuracy: 0.8020Epoch 424: D Accuracy = 0.7759 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9373 - g_loss: 1.8136 - d_accuracy: 0.8011 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9430 - g_loss: 1.8247 - d_accuracy: 0.8100Epoch 425: D Accuracy = 0.7989 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9394 - g_loss: 1.8446 - d_accuracy: 0.8096 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0251 - g_loss: 1.7565 - d_accuracy: 0.7618Epoch 426: D Accuracy = 0.7356 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0335 - g_loss: 1.7245 - d_accuracy: 0.7608 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9671 - g_loss: 1.7866 - d_accuracy: 0.7933Epoch 427: D Accuracy = 0.6839 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9686 - g_loss: 1.8118 - d_accuracy: 0.7894 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9401 - g_loss: 1.7674 - d_accuracy: 0.8014Epoch 428: D Accuracy = 0.7816 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9376 - g_loss: 1.7892 - d_accuracy: 0.8007 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9181 - g_loss: 1.8059 - d_accuracy: 0.8119Epoch 429: D Accuracy = 0.7874 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9224 - g_loss: 1.7806 - d_accuracy: 0.8110 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8834 - g_loss: 1.8163 - d_accuracy: 0.8353Epoch 430: D Accuracy = 0.8966 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8825 - g_loss: 1.8001 - d_accuracy: 0.8375 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9413 - g_loss: 1.8222 - d_accuracy: 0.8051Epoch 431: D Accuracy = 0.9253 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9360 - g_loss: 1.8111 - d_accuracy: 0.8094 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9604 - g_loss: 1.7926 - d_accuracy: 0.7929Epoch 432: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9584 - g_loss: 1.7819 - d_accuracy: 0.7943 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9442 - g_loss: 1.7749 - d_accuracy: 0.8019Epoch 433: D Accuracy = 0.8621 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9393 - g_loss: 1.7825 - d_accuracy: 0.8040 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9129 - g_loss: 1.7606 - d_accuracy: 0.8177Epoch 434: D Accuracy = 0.8448 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9119 - g_loss: 1.7595 - d_accuracy: 0.8187 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8843 - g_loss: 1.8673 - d_accuracy: 0.8292Epoch 435: D Accuracy = 0.8563 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8840 - g_loss: 1.8513 - d_accuracy: 0.8301 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9798 - g_loss: 1.8603 - d_accuracy: 0.7892Epoch 436: D Accuracy = 0.7414 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9815 - g_loss: 1.8663 - d_accuracy: 0.7875 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9304 - g_loss: 1.7852 - d_accuracy: 0.8029Epoch 437: D Accuracy = 0.7299 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9334 - g_loss: 1.7939 - d_accuracy: 0.8003 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9644 - g_loss: 1.8404 - d_accuracy: 0.7922Epoch 438: D Accuracy = 0.7759 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9637 - g_loss: 1.8526 - d_accuracy: 0.7916 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9889 - g_loss: 1.8553 - d_accuracy: 0.7769Epoch 439: D Accuracy = 0.6782 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9913 - g_loss: 1.8763 - d_accuracy: 0.7733 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9509 - g_loss: 1.8265 - d_accuracy: 0.7906Epoch 440: D Accuracy = 0.7989 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9464 - g_loss: 1.8434 - d_accuracy: 0.7909 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9379 - g_loss: 1.8008 - d_accuracy: 0.8073Epoch 441: D Accuracy = 0.8563 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9323 - g_loss: 1.8046 - d_accuracy: 0.8091 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8939 - g_loss: 1.8074 - d_accuracy: 0.8318Epoch 442: D Accuracy = 0.8103 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8948 - g_loss: 1.7988 - d_accuracy: 0.8310 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0629 - g_loss: 1.8889 - d_accuracy: 0.7637Epoch 443: D Accuracy = 0.8851 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0533 - g_loss: 1.8872 - d_accuracy: 0.7680 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9269 - g_loss: 1.8639 - d_accuracy: 0.8004Epoch 444: D Accuracy = 0.7759 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9240 - g_loss: 1.8961 - d_accuracy: 0.7996 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9192 - g_loss: 1.7730 - d_accuracy: 0.8172Epoch 445: D Accuracy = 0.8448 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9143 - g_loss: 1.8024 - d_accuracy: 0.8182 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9217 - g_loss: 1.8129 - d_accuracy: 0.8130Epoch 446: D Accuracy = 0.8621 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9205 - g_loss: 1.8021 - d_accuracy: 0.8148 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9381 - g_loss: 1.8831 - d_accuracy: 0.8007Epoch 447: D Accuracy = 0.7126 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9411 - g_loss: 1.9063 - d_accuracy: 0.7976 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9652 - g_loss: 1.8181 - d_accuracy: 0.7936Epoch 448: D Accuracy = 0.8563 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9615 - g_loss: 1.8190 - d_accuracy: 0.7958 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9640 - g_loss: 1.8215 - d_accuracy: 0.7959Epoch 449: D Accuracy = 0.7586 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9669 - g_loss: 1.8115 - d_accuracy: 0.7946 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9345 - g_loss: 1.8157 - d_accuracy: 0.8133Epoch 450: D Accuracy = 0.6897 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9399 - g_loss: 1.8252 - d_accuracy: 0.8089 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9345 - g_loss: 1.8190 - d_accuracy: 0.8068Epoch 451: D Accuracy = 0.8276 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9389 - g_loss: 1.7955 - d_accuracy: 0.8076 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9103 - g_loss: 1.7722 - d_accuracy: 0.8225Epoch 452: D Accuracy = 0.8391 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9123 - g_loss: 1.7590 - d_accuracy: 0.8230 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8882 - g_loss: 1.8204 - d_accuracy: 0.8319Epoch 453: D Accuracy = 0.9138 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8846 - g_loss: 1.8201 - d_accuracy: 0.8348 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9327 - g_loss: 1.8809 - d_accuracy: 0.8034Epoch 454: D Accuracy = 0.9195 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9246 - g_loss: 1.8843 - d_accuracy: 0.8076 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9309 - g_loss: 1.8259 - d_accuracy: 0.8090Epoch 455: D Accuracy = 0.8736 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9275 - g_loss: 1.8162 - d_accuracy: 0.8113 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9294 - g_loss: 1.8667 - d_accuracy: 0.8038Epoch 456: D Accuracy = 0.8736 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9272 - g_loss: 1.8597 - d_accuracy: 0.8063 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8744 - g_loss: 1.8516 - d_accuracy: 0.8337Epoch 457: D Accuracy = 0.8851 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8700 - g_loss: 1.8601 - d_accuracy: 0.8355 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9818 - g_loss: 1.8671 - d_accuracy: 0.7785Epoch 458: D Accuracy = 0.7069 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9828 - g_loss: 1.8793 - d_accuracy: 0.7759 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9184 - g_loss: 1.8474 - d_accuracy: 0.8105Epoch 459: D Accuracy = 0.9080 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9138 - g_loss: 1.8410 - d_accuracy: 0.8140 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9239 - g_loss: 1.9532 - d_accuracy: 0.7996Epoch 460: D Accuracy = 0.6437 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9288 - g_loss: 1.9903 - d_accuracy: 0.7940 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8809 - g_loss: 1.8625 - d_accuracy: 0.8355Epoch 461: D Accuracy = 0.7471 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8877 - g_loss: 1.8472 - d_accuracy: 0.8324 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9141 - g_loss: 1.9211 - d_accuracy: 0.8171Epoch 462: D Accuracy = 0.8276 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9158 - g_loss: 1.9002 - d_accuracy: 0.8175 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9555 - g_loss: 1.8488 - d_accuracy: 0.8003Epoch 463: D Accuracy = 0.8621 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9522 - g_loss: 1.8449 - d_accuracy: 0.8025
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8809 - g_loss: 1.9208 - d_accuracy: 0.8258Epoch 464: D Accuracy = 0.6954 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8852 - g_loss: 1.9352 - d_accuracy: 0.8212 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9039 - g_loss: 1.9130 - d_accuracy: 0.8194Epoch 465: D Accuracy = 0.7184 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9096 - g_loss: 1.9057 - d_accuracy: 0.8158 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9033 - g_loss: 1.8795 - d_accuracy: 0.8209Epoch 466: D Accuracy = 0.9023 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8999 - g_loss: 1.8715 - d_accuracy: 0.8238 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9399 - g_loss: 1.9321 - d_accuracy: 0.8049Epoch 467: D Accuracy = 0.9080 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9286 - g_loss: 1.9589 - d_accuracy: 0.8086 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8935 - g_loss: 1.9014 - d_accuracy: 0.8148Epoch 468: D Accuracy = 0.8736 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8907 - g_loss: 1.8995 - d_accuracy: 0.8169 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9277 - g_loss: 1.8787 - d_accuracy: 0.8044Epoch 469: D Accuracy = 0.9138 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9234 - g_loss: 1.8675 - d_accuracy: 0.8083 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9501 - g_loss: 1.9315 - d_accuracy: 0.7923Epoch 470: D Accuracy = 0.7874 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9500 - g_loss: 1.9298 - d_accuracy: 0.7921 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9192 - g_loss: 1.9055 - d_accuracy: 0.8169Epoch 471: D Accuracy = 0.8448 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9210 - g_loss: 1.8798 - d_accuracy: 0.8179 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9762 - g_loss: 1.8998 - d_accuracy: 0.7869Epoch 472: D Accuracy = 0.8563 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9754 - g_loss: 1.8814 - d_accuracy: 0.7894 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9230 - g_loss: 1.9866 - d_accuracy: 0.8064Epoch 473: D Accuracy = 0.7874 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9207 - g_loss: 2.0121 - d_accuracy: 0.8057 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8695 - g_loss: 1.9034 - d_accuracy: 0.8367Epoch 474: D Accuracy = 0.8908 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8668 - g_loss: 1.8917 - d_accuracy: 0.8386 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9330 - g_loss: 1.9527 - d_accuracy: 0.8041Epoch 475: D Accuracy = 0.6782 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9437 - g_loss: 1.9118 - d_accuracy: 0.7996 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8977 - g_loss: 1.9168 - d_accuracy: 0.8140Epoch 476: D Accuracy = 0.8736 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8964 - g_loss: 1.9156 - d_accuracy: 0.8162 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9374 - g_loss: 1.9483 - d_accuracy: 0.8031Epoch 477: D Accuracy = 0.8563 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9340 - g_loss: 1.9674 - d_accuracy: 0.8050 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8790 - g_loss: 1.9193 - d_accuracy: 0.8342Epoch 478: D Accuracy = 0.8046 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8822 - g_loss: 1.9237 - d_accuracy: 0.8331 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8731 - g_loss: 1.9415 - d_accuracy: 0.8378Epoch 479: D Accuracy = 0.9598 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8627 - g_loss: 1.9695 - d_accuracy: 0.8421 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8472 - g_loss: 1.9590 - d_accuracy: 0.8516Epoch 480: D Accuracy = 0.8908 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8455 - g_loss: 1.9559 - d_accuracy: 0.8530 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8733 - g_loss: 1.9605 - d_accuracy: 0.8337Epoch 481: D Accuracy = 0.8276 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8750 - g_loss: 1.9447 - d_accuracy: 0.8335 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9213 - g_loss: 1.9867 - d_accuracy: 0.8127Epoch 482: D Accuracy = 0.7126 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9246 - g_loss: 2.0203 - d_accuracy: 0.8091 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8917 - g_loss: 1.9362 - d_accuracy: 0.8231Epoch 483: D Accuracy = 0.8678 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8924 - g_loss: 1.9197 - d_accuracy: 0.8247 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9542 - g_loss: 1.9580 - d_accuracy: 0.7922Epoch 484: D Accuracy = 0.9253 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9462 - g_loss: 1.9476 - d_accuracy: 0.7970 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9185 - g_loss: 1.9737 - d_accuracy: 0.8021Epoch 485: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9174 - g_loss: 1.9671 - d_accuracy: 0.8032 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9169 - g_loss: 1.8931 - d_accuracy: 0.8118Epoch 486: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9183 - g_loss: 1.8729 - d_accuracy: 0.8126 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8870 - g_loss: 1.9300 - d_accuracy: 0.8317Epoch 487: D Accuracy = 0.9195 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8847 - g_loss: 1.9170 - d_accuracy: 0.8348 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8999 - g_loss: 1.9531 - d_accuracy: 0.8215Epoch 488: D Accuracy = 0.8218 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9025 - g_loss: 1.9348 - d_accuracy: 0.8215 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9387 - g_loss: 1.9559 - d_accuracy: 0.8027Epoch 489: D Accuracy = 0.9310 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9288 - g_loss: 1.9514 - d_accuracy: 0.8073 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8789 - g_loss: 1.9983 - d_accuracy: 0.8340Epoch 490: D Accuracy = 0.8621 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8807 - g_loss: 1.9753 - d_accuracy: 0.8350 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8826 - g_loss: 1.9681 - d_accuracy: 0.8242Epoch 491: D Accuracy = 0.9483 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8745 - g_loss: 1.9721 - d_accuracy: 0.8286 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8682 - g_loss: 1.9745 - d_accuracy: 0.8282Epoch 492: D Accuracy = 0.8391 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8715 - g_loss: 1.9522 - d_accuracy: 0.8286 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8943 - g_loss: 1.9796 - d_accuracy: 0.8137Epoch 493: D Accuracy = 0.7471 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8940 - g_loss: 2.0036 - d_accuracy: 0.8113 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9399 - g_loss: 1.9671 - d_accuracy: 0.7955Epoch 494: D Accuracy = 0.8448 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9369 - g_loss: 1.9608 - d_accuracy: 0.7972 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8752 - g_loss: 1.9677 - d_accuracy: 0.8326Epoch 495: D Accuracy = 0.9023 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8672 - g_loss: 1.9944 - d_accuracy: 0.8351
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8678 - g_loss: 1.9601 - d_accuracy: 0.8327Epoch 496: D Accuracy = 0.7874 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8700 - g_loss: 1.9572 - d_accuracy: 0.8311 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8553 - g_loss: 2.0031 - d_accuracy: 0.8413Epoch 497: D Accuracy = 0.7069 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8681 - g_loss: 1.9630 - d_accuracy: 0.8365 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9743 - g_loss: 2.0102 - d_accuracy: 0.7854Epoch 498: D Accuracy = 0.7529 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9734 - g_loss: 2.0084 - d_accuracy: 0.7842 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9293 - g_loss: 1.9577 - d_accuracy: 0.8101Epoch 499: D Accuracy = 0.8851 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9246 - g_loss: 1.9508 - d_accuracy: 0.8128 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9240 - g_loss: 1.9878 - d_accuracy: 0.8095 Class 8 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.9310 27/27 [==============================] - 1s 40ms/step - d_loss: 0.9156 - g_loss: 1.9933 - d_accuracy: 0.8139 Training DCGAN for class 9... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9097 - g_loss: 1.5613 - d_accuracy: 0.8266WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0165s vs `on_train_batch_end` time: 0.0179s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.6667 - g_loss: 2.5838 - d_accuracy: 0.9144 Epoch 1: Generator loss improved from inf to 3.8030. Saving weights. Epoch 1: D Accuracy = 0.8649 27/27 [==============================] - 2s 40ms/step - d_loss: 0.6687 - g_loss: 2.6273 - d_accuracy: 0.9126 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5107 - g_loss: 3.6985 - d_accuracy: 0.9630Epoch 2: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.5058 - g_loss: 3.7394 - d_accuracy: 0.9643 Epoch 3/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.6282 - g_loss: 3.6750 - d_accuracy: 0.9252 Epoch 3: Generator loss improved from 3.8030 to 3.1940. Saving weights. Epoch 3: D Accuracy = 0.9730 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6135 - g_loss: 3.6197 - d_accuracy: 0.9297 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5924 - g_loss: 4.4286 - d_accuracy: 0.9615Epoch 4: D Accuracy = 0.5000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7343 - g_loss: 4.4868 - d_accuracy: 0.9450 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1833 - g_loss: 1.3182 - d_accuracy: 0.7404 Epoch 5: Generator loss improved from 3.1940 to 1.1811. Saving weights. Epoch 5: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1840 - g_loss: 1.3133 - d_accuracy: 0.7381 Epoch 6/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.3228 - g_loss: 1.0092 - d_accuracy: 0.6256 Epoch 6: Generator loss improved from 1.1811 to 1.1498. Saving weights. Epoch 6: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 1.0168 - d_accuracy: 0.6342 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2831 - g_loss: 1.0381 - d_accuracy: 0.6346 Epoch 7: Generator loss improved from 1.1498 to 0.7935. Saving weights. Epoch 7: D Accuracy = 0.5676 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2868 - g_loss: 1.0294 - d_accuracy: 0.6322 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.9744 - d_accuracy: 0.6104Epoch 8: D Accuracy = 0.5811 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3133 - g_loss: 0.9733 - d_accuracy: 0.6093 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3084 - g_loss: 0.9266 - d_accuracy: 0.6136Epoch 9: D Accuracy = 0.5000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3107 - g_loss: 0.9236 - d_accuracy: 0.6095 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2683 - g_loss: 0.9645 - d_accuracy: 0.6368Epoch 10: D Accuracy = 0.5676 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2699 - g_loss: 0.9610 - d_accuracy: 0.6343 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2612 - g_loss: 0.9975 - d_accuracy: 0.6473Epoch 11: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2610 - g_loss: 0.9948 - d_accuracy: 0.6483 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2376 - g_loss: 1.0232 - d_accuracy: 0.6618Epoch 12: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2398 - g_loss: 1.0357 - d_accuracy: 0.6599 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2145 - g_loss: 1.0634 - d_accuracy: 0.6806Epoch 13: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2145 - g_loss: 1.0616 - d_accuracy: 0.6804 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1568 - g_loss: 1.1073 - d_accuracy: 0.7176Epoch 14: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1552 - g_loss: 1.1019 - d_accuracy: 0.7205 Epoch 15/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.1798 - g_loss: 1.1372 - d_accuracy: 0.7016Epoch 15: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1700 - g_loss: 1.1375 - d_accuracy: 0.7096 Epoch 16/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.1052 - g_loss: 1.2060 - d_accuracy: 0.7394Epoch 16: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1050 - g_loss: 1.1907 - d_accuracy: 0.7410 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0853 - g_loss: 1.2672 - d_accuracy: 0.7520Epoch 17: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0863 - g_loss: 1.2551 - d_accuracy: 0.7541 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0583 - g_loss: 1.3430 - d_accuracy: 0.7674Epoch 18: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0551 - g_loss: 1.3330 - d_accuracy: 0.7709 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0269 - g_loss: 1.4188 - d_accuracy: 0.7671Epoch 19: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0233 - g_loss: 1.4184 - d_accuracy: 0.7691 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0167 - g_loss: 1.4178 - d_accuracy: 0.7806Epoch 20: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0208 - g_loss: 1.4033 - d_accuracy: 0.7792 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0303 - g_loss: 1.4128 - d_accuracy: 0.7699Epoch 21: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0287 - g_loss: 1.4067 - d_accuracy: 0.7723 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0654 - g_loss: 1.4394 - d_accuracy: 0.7544 Epoch 22: Generator loss improved from 0.7935 to 0.6423. Saving weights. Epoch 22: D Accuracy = 0.6892 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0746 - g_loss: 1.4110 - d_accuracy: 0.7521 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0349 - g_loss: 1.3974 - d_accuracy: 0.7649Epoch 23: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0371 - g_loss: 1.3979 - d_accuracy: 0.7627 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0467 - g_loss: 1.4227 - d_accuracy: 0.7592Epoch 24: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0481 - g_loss: 1.4378 - d_accuracy: 0.7567 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0551 - g_loss: 1.4361 - d_accuracy: 0.7574Epoch 25: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0602 - g_loss: 1.4533 - d_accuracy: 0.7550 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0733 - g_loss: 1.4310 - d_accuracy: 0.7486Epoch 26: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0672 - g_loss: 1.4262 - d_accuracy: 0.7509 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0183 - g_loss: 1.4735 - d_accuracy: 0.7777Epoch 27: D Accuracy = 0.5676 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0287 - g_loss: 1.5182 - d_accuracy: 0.7702 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0528 - g_loss: 1.4093 - d_accuracy: 0.7699Epoch 28: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0599 - g_loss: 1.3864 - d_accuracy: 0.7680 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0428 - g_loss: 1.4602 - d_accuracy: 0.7717Epoch 29: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0422 - g_loss: 1.4580 - d_accuracy: 0.7717
Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0411 - g_loss: 1.4343 - d_accuracy: 0.7680Epoch 30: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0407 - g_loss: 1.4249 - d_accuracy: 0.7680 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0400 - g_loss: 1.4843 - d_accuracy: 0.7630Epoch 31: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0445 - g_loss: 1.5156 - d_accuracy: 0.7589 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0205 - g_loss: 1.4660 - d_accuracy: 0.7705Epoch 32: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0155 - g_loss: 1.4541 - d_accuracy: 0.7734 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0547 - g_loss: 1.4864 - d_accuracy: 0.7597Epoch 33: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0596 - g_loss: 1.5123 - d_accuracy: 0.7567 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0199 - g_loss: 1.4236 - d_accuracy: 0.7714Epoch 34: D Accuracy = 0.8243 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0179 - g_loss: 1.4151 - d_accuracy: 0.7733 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0379 - g_loss: 1.5015 - d_accuracy: 0.7602Epoch 35: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0354 - g_loss: 1.5035 - d_accuracy: 0.7601 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0520 - g_loss: 1.4413 - d_accuracy: 0.7541Epoch 36: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0532 - g_loss: 1.4221 - d_accuracy: 0.7552 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0771 - g_loss: 1.4400 - d_accuracy: 0.7496Epoch 37: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0786 - g_loss: 1.4335 - d_accuracy: 0.7475 Epoch 38/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.0309 - g_loss: 1.4189 - d_accuracy: 0.7716Epoch 38: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0381 - g_loss: 1.3976 - d_accuracy: 0.7706 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0466 - g_loss: 1.4917 - d_accuracy: 0.7519Epoch 39: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0407 - g_loss: 1.4862 - d_accuracy: 0.7569 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0704 - g_loss: 1.4297 - d_accuracy: 0.7571Epoch 40: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0729 - g_loss: 1.4150 - d_accuracy: 0.7561 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0742 - g_loss: 1.4700 - d_accuracy: 0.7461Epoch 41: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0830 - g_loss: 1.5015 - d_accuracy: 0.7417 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0790 - g_loss: 1.3998 - d_accuracy: 0.7508Epoch 42: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0811 - g_loss: 1.3873 - d_accuracy: 0.7501 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0343 - g_loss: 1.4535 - d_accuracy: 0.7680Epoch 43: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0350 - g_loss: 1.4757 - d_accuracy: 0.7652 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0579 - g_loss: 1.4092 - d_accuracy: 0.7560Epoch 44: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0551 - g_loss: 1.4122 - d_accuracy: 0.7561 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0718 - g_loss: 1.4399 - d_accuracy: 0.7496Epoch 45: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0706 - g_loss: 1.4317 - d_accuracy: 0.7513 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0959 - g_loss: 1.3958 - d_accuracy: 0.7354Epoch 46: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0958 - g_loss: 1.3888 - d_accuracy: 0.7357 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0807 - g_loss: 1.3921 - d_accuracy: 0.7441Epoch 47: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0782 - g_loss: 1.4004 - d_accuracy: 0.7441 Epoch 48/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.0764 - g_loss: 1.3824 - d_accuracy: 0.7445Epoch 48: D Accuracy = 0.5811 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0987 - g_loss: 1.4282 - d_accuracy: 0.7331 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0855 - g_loss: 1.3896 - d_accuracy: 0.7470Epoch 49: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0871 - g_loss: 1.3961 - d_accuracy: 0.7469 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0963 - g_loss: 1.3809 - d_accuracy: 0.7279Epoch 50: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0980 - g_loss: 1.3661 - d_accuracy: 0.7294 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0845 - g_loss: 1.3933 - d_accuracy: 0.7406Epoch 51: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0872 - g_loss: 1.3926 - d_accuracy: 0.7392 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0873 - g_loss: 1.4079 - d_accuracy: 0.7411Epoch 52: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0906 - g_loss: 1.4077 - d_accuracy: 0.7383 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0766 - g_loss: 1.4035 - d_accuracy: 0.7397Epoch 53: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0776 - g_loss: 1.4166 - d_accuracy: 0.7369 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0951 - g_loss: 1.4040 - d_accuracy: 0.7365Epoch 54: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0926 - g_loss: 1.3971 - d_accuracy: 0.7397 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0868 - g_loss: 1.4248 - d_accuracy: 0.7373Epoch 55: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0912 - g_loss: 1.4530 - d_accuracy: 0.7332 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1004 - g_loss: 1.3632 - d_accuracy: 0.7325Epoch 56: D Accuracy = 0.8514 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0956 - g_loss: 1.3538 - d_accuracy: 0.7367 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0629 - g_loss: 1.4522 - d_accuracy: 0.7479Epoch 57: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0625 - g_loss: 1.4797 - d_accuracy: 0.7458 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0940 - g_loss: 1.4070 - d_accuracy: 0.7388Epoch 58: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0976 - g_loss: 1.3865 - d_accuracy: 0.7376 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0933 - g_loss: 1.4359 - d_accuracy: 0.7401Epoch 59: D Accuracy = 0.5811 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1003 - g_loss: 1.4691 - d_accuracy: 0.7344 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0838 - g_loss: 1.3740 - d_accuracy: 0.7444Epoch 60: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0857 - g_loss: 1.3793 - d_accuracy: 0.7434 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0885 - g_loss: 1.3991 - d_accuracy: 0.7435Epoch 61: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0844 - g_loss: 1.3930 - d_accuracy: 0.7473 Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1280 - g_loss: 1.4022 - d_accuracy: 0.7224Epoch 62: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1272 - g_loss: 1.3917 - d_accuracy: 0.7212 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1023 - g_loss: 1.3437 - d_accuracy: 0.7311Epoch 63: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1037 - g_loss: 1.3516 - d_accuracy: 0.7296 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0783 - g_loss: 1.3769 - d_accuracy: 0.7433Epoch 64: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0783 - g_loss: 1.3785 - d_accuracy: 0.7447 Epoch 65/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.1037 - g_loss: 1.4186 - d_accuracy: 0.7255Epoch 65: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1036 - g_loss: 1.4131 - d_accuracy: 0.7249 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0978 - g_loss: 1.3944 - d_accuracy: 0.7376Epoch 66: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0953 - g_loss: 1.3886 - d_accuracy: 0.7407 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0817 - g_loss: 1.3696 - d_accuracy: 0.7453Epoch 67: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0827 - g_loss: 1.3522 - d_accuracy: 0.7442 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0945 - g_loss: 1.4468 - d_accuracy: 0.7298Epoch 68: D Accuracy = 0.5405 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1056 - g_loss: 1.4822 - d_accuracy: 0.7230 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0806 - g_loss: 1.3753 - d_accuracy: 0.7460Epoch 69: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0853 - g_loss: 1.3986 - d_accuracy: 0.7415 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1130 - g_loss: 1.3804 - d_accuracy: 0.7282Epoch 70: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1145 - g_loss: 1.3641 - d_accuracy: 0.7287 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1217 - g_loss: 1.3818 - d_accuracy: 0.7232Epoch 71: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1210 - g_loss: 1.3848 - d_accuracy: 0.7225 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1114 - g_loss: 1.3721 - d_accuracy: 0.7279Epoch 72: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1089 - g_loss: 1.3720 - d_accuracy: 0.7294 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0872 - g_loss: 1.3693 - d_accuracy: 0.7398Epoch 73: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0897 - g_loss: 1.3507 - d_accuracy: 0.7408 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0812 - g_loss: 1.3712 - d_accuracy: 0.7403Epoch 74: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0768 - g_loss: 1.3708 - d_accuracy: 0.7433 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1036 - g_loss: 1.3904 - d_accuracy: 0.7314Epoch 75: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1006 - g_loss: 1.4133 - d_accuracy: 0.7308 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1157 - g_loss: 1.3651 - d_accuracy: 0.7237Epoch 76: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1173 - g_loss: 1.3490 - d_accuracy: 0.7254 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1064 - g_loss: 1.3658 - d_accuracy: 0.7277Epoch 77: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1036 - g_loss: 1.3608 - d_accuracy: 0.7306 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1261 - g_loss: 1.3780 - d_accuracy: 0.7177Epoch 78: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1258 - g_loss: 1.3717 - d_accuracy: 0.7172 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1112 - g_loss: 1.3866 - d_accuracy: 0.7268Epoch 79: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1145 - g_loss: 1.4018 - d_accuracy: 0.7250 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0914 - g_loss: 1.3464 - d_accuracy: 0.7346Epoch 80: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0927 - g_loss: 1.3439 - d_accuracy: 0.7339 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1051 - g_loss: 1.3755 - d_accuracy: 0.7365Epoch 81: D Accuracy = 0.7568 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1062 - g_loss: 1.3570 - d_accuracy: 0.7372 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1332 - g_loss: 1.3930 - d_accuracy: 0.7112Epoch 82: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1375 - g_loss: 1.4099 - d_accuracy: 0.7075 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0855 - g_loss: 1.3874 - d_accuracy: 0.7309Epoch 83: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0821 - g_loss: 1.3983 - d_accuracy: 0.7308 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1159 - g_loss: 1.3574 - d_accuracy: 0.7334Epoch 84: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1219 - g_loss: 1.3370 - d_accuracy: 0.7313 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0858 - g_loss: 1.3842 - d_accuracy: 0.7376Epoch 85: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0854 - g_loss: 1.3715 - d_accuracy: 0.7397 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0901 - g_loss: 1.3943 - d_accuracy: 0.7386Epoch 86: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0885 - g_loss: 1.3926 - d_accuracy: 0.7388 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0996 - g_loss: 1.3858 - d_accuracy: 0.7369Epoch 87: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0978 - g_loss: 1.3902 - d_accuracy: 0.7371 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1237 - g_loss: 1.3307 - d_accuracy: 0.7264Epoch 88: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1310 - g_loss: 1.3092 - d_accuracy: 0.7227 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1029 - g_loss: 1.3773 - d_accuracy: 0.7287Epoch 89: D Accuracy = 0.7297 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1042 - g_loss: 1.3565 - d_accuracy: 0.7287 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1279 - g_loss: 1.3698 - d_accuracy: 0.7155Epoch 90: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1385 - g_loss: 1.3724 - d_accuracy: 0.7117 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1262 - g_loss: 1.3731 - d_accuracy: 0.7252Epoch 91: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1236 - g_loss: 1.3752 - d_accuracy: 0.7273 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1105 - g_loss: 1.3438 - d_accuracy: 0.7245Epoch 92: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1060 - g_loss: 1.3495 - d_accuracy: 0.7232 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0930 - g_loss: 1.3785 - d_accuracy: 0.7435Epoch 93: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0938 - g_loss: 1.3747 - d_accuracy: 0.7430 Epoch 94/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.1021 - g_loss: 1.3960 - d_accuracy: 0.7295Epoch 94: D Accuracy = 0.5541 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1337 - g_loss: 1.4389 - d_accuracy: 0.7165 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0677 - g_loss: 1.3491 - d_accuracy: 0.7523Epoch 95: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0628 - g_loss: 1.3661 - d_accuracy: 0.7534 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1609 - g_loss: 1.3678 - d_accuracy: 0.7018Epoch 96: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1554 - g_loss: 1.3750 - d_accuracy: 0.7018 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1214 - g_loss: 1.3219 - d_accuracy: 0.7237Epoch 97: D Accuracy = 0.7162 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1250 - g_loss: 1.3161 - d_accuracy: 0.7235 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0989 - g_loss: 1.3823 - d_accuracy: 0.7330Epoch 98: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0964 - g_loss: 1.4070 - d_accuracy: 0.7333 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1220 - g_loss: 1.3552 - d_accuracy: 0.7219Epoch 99: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1161 - g_loss: 1.3542 - d_accuracy: 0.7260 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1215 - g_loss: 1.3846 - d_accuracy: 0.7250 Class 9 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.6892 27/27 [==============================] - 1s 40ms/step - d_loss: 1.1188 - g_loss: 1.3887 - d_accuracy: 0.7238 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1112 - g_loss: 1.3394 - d_accuracy: 0.7257Epoch 101: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1137 - g_loss: 1.3337 - d_accuracy: 0.7254 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0925 - g_loss: 1.3575 - d_accuracy: 0.7431Epoch 102: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0926 - g_loss: 1.3482 - d_accuracy: 0.7431 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1359 - g_loss: 1.3436 - d_accuracy: 0.7183Epoch 103: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1405 - g_loss: 1.3295 - d_accuracy: 0.7187 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0559 - g_loss: 1.3657 - d_accuracy: 0.7582Epoch 104: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0533 - g_loss: 1.3614 - d_accuracy: 0.7591 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1161 - g_loss: 1.3673 - d_accuracy: 0.7215Epoch 105: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1166 - g_loss: 1.3562 - d_accuracy: 0.7227 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1160 - g_loss: 1.3710 - d_accuracy: 0.7226Epoch 106: D Accuracy = 0.6892 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1177 - g_loss: 1.3647 - d_accuracy: 0.7214 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1002 - g_loss: 1.3879 - d_accuracy: 0.7322Epoch 107: D Accuracy = 0.7838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0927 - g_loss: 1.4112 - d_accuracy: 0.7340 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0973 - g_loss: 1.3770 - d_accuracy: 0.7320Epoch 108: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0992 - g_loss: 1.3804 - d_accuracy: 0.7310 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1138 - g_loss: 1.3823 - d_accuracy: 0.7283Epoch 109: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1108 - g_loss: 1.3858 - d_accuracy: 0.7289 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1176 - g_loss: 1.3415 - d_accuracy: 0.7218Epoch 110: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1153 - g_loss: 1.3368 - d_accuracy: 0.7226 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1019 - g_loss: 1.3663 - d_accuracy: 0.7331Epoch 111: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1061 - g_loss: 1.3663 - d_accuracy: 0.7310 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1339 - g_loss: 1.3437 - d_accuracy: 0.7186Epoch 112: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1332 - g_loss: 1.3342 - d_accuracy: 0.7190 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0796 - g_loss: 1.3443 - d_accuracy: 0.7439Epoch 113: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0827 - g_loss: 1.3449 - d_accuracy: 0.7396 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1442 - g_loss: 1.3954 - d_accuracy: 0.7114Epoch 114: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1472 - g_loss: 1.4228 - d_accuracy: 0.7072 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.3397 - d_accuracy: 0.7411Epoch 115: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0864 - g_loss: 1.3493 - d_accuracy: 0.7407 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0816 - g_loss: 1.3892 - d_accuracy: 0.7409Epoch 116: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0779 - g_loss: 1.4005 - d_accuracy: 0.7410 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0849 - g_loss: 1.3614 - d_accuracy: 0.7408Epoch 117: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0887 - g_loss: 1.3455 - d_accuracy: 0.7399 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0870 - g_loss: 1.3642 - d_accuracy: 0.7438Epoch 118: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0910 - g_loss: 1.3660 - d_accuracy: 0.7423 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0728 - g_loss: 1.3831 - d_accuracy: 0.7437Epoch 119: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0645 - g_loss: 1.3904 - d_accuracy: 0.7490 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1037 - g_loss: 1.4059 - d_accuracy: 0.7305Epoch 120: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1013 - g_loss: 1.4050 - d_accuracy: 0.7353 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1230 - g_loss: 1.3869 - d_accuracy: 0.7289Epoch 121: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1133 - g_loss: 1.3946 - d_accuracy: 0.7338 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0816 - g_loss: 1.3831 - d_accuracy: 0.7452Epoch 122: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0830 - g_loss: 1.3667 - d_accuracy: 0.7471 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0775 - g_loss: 1.3889 - d_accuracy: 0.7428Epoch 123: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0827 - g_loss: 1.3657 - d_accuracy: 0.7419 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0788 - g_loss: 1.3901 - d_accuracy: 0.7465Epoch 124: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0850 - g_loss: 1.4047 - d_accuracy: 0.7434 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0848 - g_loss: 1.3767 - d_accuracy: 0.7405Epoch 125: D Accuracy = 0.7973 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0811 - g_loss: 1.3701 - d_accuracy: 0.7425 Epoch 126/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.0806 - g_loss: 1.3990 - d_accuracy: 0.7362Epoch 126: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0722 - g_loss: 1.4014 - d_accuracy: 0.7443 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0889 - g_loss: 1.4277 - d_accuracy: 0.7394Epoch 127: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0901 - g_loss: 1.4114 - d_accuracy: 0.7391 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0837 - g_loss: 1.4439 - d_accuracy: 0.7383Epoch 128: D Accuracy = 0.5676 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0947 - g_loss: 1.5004 - d_accuracy: 0.7322 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1294 - g_loss: 1.3560 - d_accuracy: 0.7227Epoch 129: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1339 - g_loss: 1.3409 - d_accuracy: 0.7210 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0380 - g_loss: 1.3999 - d_accuracy: 0.7717Epoch 130: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0403 - g_loss: 1.3978 - d_accuracy: 0.7707 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1003 - g_loss: 1.3935 - d_accuracy: 0.7289Epoch 131: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1001 - g_loss: 1.3770 - d_accuracy: 0.7304 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0854 - g_loss: 1.3713 - d_accuracy: 0.7401Epoch 132: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0862 - g_loss: 1.3703 - d_accuracy: 0.7402 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1294 - g_loss: 1.4085 - d_accuracy: 0.7218Epoch 133: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1316 - g_loss: 1.3997 - d_accuracy: 0.7182 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0841 - g_loss: 1.3609 - d_accuracy: 0.7430Epoch 134: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0907 - g_loss: 1.3382 - d_accuracy: 0.7411 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0639 - g_loss: 1.3927 - d_accuracy: 0.7499Epoch 135: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0615 - g_loss: 1.3950 - d_accuracy: 0.7525 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0976 - g_loss: 1.3972 - d_accuracy: 0.7285Epoch 136: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0996 - g_loss: 1.3871 - d_accuracy: 0.7271 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0509 - g_loss: 1.4381 - d_accuracy: 0.7532Epoch 137: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0439 - g_loss: 1.4402 - d_accuracy: 0.7576 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0919 - g_loss: 1.4192 - d_accuracy: 0.7290Epoch 138: D Accuracy = 0.5811 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0985 - g_loss: 1.4258 - d_accuracy: 0.7237 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0773 - g_loss: 1.3961 - d_accuracy: 0.7382Epoch 139: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0737 - g_loss: 1.3987 - d_accuracy: 0.7403 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0695 - g_loss: 1.3970 - d_accuracy: 0.7487Epoch 140: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0796 - g_loss: 1.3705 - d_accuracy: 0.7451 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0910 - g_loss: 1.4356 - d_accuracy: 0.7367Epoch 141: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0954 - g_loss: 1.4214 - d_accuracy: 0.7345 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0690 - g_loss: 1.4071 - d_accuracy: 0.7512Epoch 142: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0689 - g_loss: 1.4089 - d_accuracy: 0.7500 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0666 - g_loss: 1.4231 - d_accuracy: 0.7472Epoch 143: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0675 - g_loss: 1.4048 - d_accuracy: 0.7495 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0714 - g_loss: 1.4084 - d_accuracy: 0.7457Epoch 144: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0724 - g_loss: 1.3934 - d_accuracy: 0.7456 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0469 - g_loss: 1.4247 - d_accuracy: 0.7614Epoch 145: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0418 - g_loss: 1.4277 - d_accuracy: 0.7637 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0684 - g_loss: 1.4379 - d_accuracy: 0.7476Epoch 146: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0651 - g_loss: 1.4400 - d_accuracy: 0.7489 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0884 - g_loss: 1.4212 - d_accuracy: 0.7383Epoch 147: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0861 - g_loss: 1.4249 - d_accuracy: 0.7404 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0899 - g_loss: 1.4494 - d_accuracy: 0.7372Epoch 148: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0802 - g_loss: 1.4541 - d_accuracy: 0.7423 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0526 - g_loss: 1.4149 - d_accuracy: 0.7588Epoch 149: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0518 - g_loss: 1.4012 - d_accuracy: 0.7597 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0734 - g_loss: 1.4471 - d_accuracy: 0.7463Epoch 150: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0841 - g_loss: 1.4209 - d_accuracy: 0.7433 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0444 - g_loss: 1.4850 - d_accuracy: 0.7594Epoch 151: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0398 - g_loss: 1.4973 - d_accuracy: 0.7617 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0513 - g_loss: 1.4342 - d_accuracy: 0.7577Epoch 152: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0544 - g_loss: 1.4298 - d_accuracy: 0.7572 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0628 - g_loss: 1.4392 - d_accuracy: 0.7500Epoch 153: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0640 - g_loss: 1.4237 - d_accuracy: 0.7508 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0671 - g_loss: 1.4560 - d_accuracy: 0.7499Epoch 154: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0653 - g_loss: 1.4585 - d_accuracy: 0.7521 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0603 - g_loss: 1.4576 - d_accuracy: 0.7483Epoch 155: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0563 - g_loss: 1.4623 - d_accuracy: 0.7519 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0283 - g_loss: 1.4756 - d_accuracy: 0.7641Epoch 156: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0289 - g_loss: 1.4791 - d_accuracy: 0.7643 Epoch 157/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.0892 - g_loss: 1.4830 - d_accuracy: 0.7405Epoch 157: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0802 - g_loss: 1.4622 - d_accuracy: 0.7499 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0448 - g_loss: 1.4557 - d_accuracy: 0.7568Epoch 158: D Accuracy = 0.7568 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0438 - g_loss: 1.4631 - d_accuracy: 0.7568 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0724 - g_loss: 1.4452 - d_accuracy: 0.7460Epoch 159: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0728 - g_loss: 1.4288 - d_accuracy: 0.7483 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0142 - g_loss: 1.4898 - d_accuracy: 0.7726Epoch 160: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0092 - g_loss: 1.5022 - d_accuracy: 0.7750 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0932 - g_loss: 1.4811 - d_accuracy: 0.7312Epoch 161: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1023 - g_loss: 1.4825 - d_accuracy: 0.7263 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0657 - g_loss: 1.4661 - d_accuracy: 0.7463Epoch 162: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0679 - g_loss: 1.4472 - d_accuracy: 0.7462 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0282 - g_loss: 1.5099 - d_accuracy: 0.7639Epoch 163: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0302 - g_loss: 1.5373 - d_accuracy: 0.7632
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0505 - g_loss: 1.4576 - d_accuracy: 0.7528Epoch 164: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0506 - g_loss: 1.4653 - d_accuracy: 0.7534 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0229 - g_loss: 1.4695 - d_accuracy: 0.7684Epoch 165: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0278 - g_loss: 1.4608 - d_accuracy: 0.7660 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0376 - g_loss: 1.4920 - d_accuracy: 0.7632Epoch 166: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0339 - g_loss: 1.4935 - d_accuracy: 0.7659 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0666 - g_loss: 1.4653 - d_accuracy: 0.7480Epoch 167: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0680 - g_loss: 1.4632 - d_accuracy: 0.7463 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0406 - g_loss: 1.4728 - d_accuracy: 0.7596Epoch 168: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0346 - g_loss: 1.4889 - d_accuracy: 0.7605 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0715 - g_loss: 1.4883 - d_accuracy: 0.7480Epoch 169: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0725 - g_loss: 1.4682 - d_accuracy: 0.7498 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0160 - g_loss: 1.5096 - d_accuracy: 0.7706Epoch 170: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0131 - g_loss: 1.5191 - d_accuracy: 0.7715 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0724 - g_loss: 1.4686 - d_accuracy: 0.7504Epoch 171: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0706 - g_loss: 1.4628 - d_accuracy: 0.7516 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0469 - g_loss: 1.4765 - d_accuracy: 0.7600Epoch 172: D Accuracy = 0.9054 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0409 - g_loss: 1.4787 - d_accuracy: 0.7651 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0548 - g_loss: 1.4878 - d_accuracy: 0.7559Epoch 173: D Accuracy = 0.7297 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0541 - g_loss: 1.5064 - d_accuracy: 0.7550 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0255 - g_loss: 1.4717 - d_accuracy: 0.7687Epoch 174: D Accuracy = 0.8378 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0215 - g_loss: 1.4691 - d_accuracy: 0.7712 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0382 - g_loss: 1.5205 - d_accuracy: 0.7554Epoch 175: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0345 - g_loss: 1.5321 - d_accuracy: 0.7550 Epoch 176/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.0281 - g_loss: 1.5394 - d_accuracy: 0.7672Epoch 176: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0114 - g_loss: 1.5504 - d_accuracy: 0.7783 Epoch 177/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.0480 - g_loss: 1.4978 - d_accuracy: 0.7623Epoch 177: D Accuracy = 0.7568 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0527 - g_loss: 1.4956 - d_accuracy: 0.7577 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0393 - g_loss: 1.4929 - d_accuracy: 0.7609Epoch 178: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0375 - g_loss: 1.4889 - d_accuracy: 0.7622 Epoch 179/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.0151 - g_loss: 1.5164 - d_accuracy: 0.7766Epoch 179: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0100 - g_loss: 1.4934 - d_accuracy: 0.7822 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0339 - g_loss: 1.4946 - d_accuracy: 0.7617Epoch 180: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0359 - g_loss: 1.4746 - d_accuracy: 0.7625 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0083 - g_loss: 1.5504 - d_accuracy: 0.7715Epoch 181: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0098 - g_loss: 1.5406 - d_accuracy: 0.7704 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0333 - g_loss: 1.4953 - d_accuracy: 0.7624Epoch 182: D Accuracy = 0.7838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0325 - g_loss: 1.4947 - d_accuracy: 0.7632 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0226 - g_loss: 1.5160 - d_accuracy: 0.7670Epoch 183: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0219 - g_loss: 1.5132 - d_accuracy: 0.7671 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0501 - g_loss: 1.5228 - d_accuracy: 0.7541Epoch 184: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0516 - g_loss: 1.5218 - d_accuracy: 0.7527 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0323 - g_loss: 1.5196 - d_accuracy: 0.7592Epoch 185: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0310 - g_loss: 1.5088 - d_accuracy: 0.7620 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0337 - g_loss: 1.5556 - d_accuracy: 0.7626Epoch 186: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0410 - g_loss: 1.5343 - d_accuracy: 0.7600 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0091 - g_loss: 1.5236 - d_accuracy: 0.7769Epoch 187: D Accuracy = 0.7568 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0074 - g_loss: 1.5368 - d_accuracy: 0.7762 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0331 - g_loss: 1.5056 - d_accuracy: 0.7622Epoch 188: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0366 - g_loss: 1.4817 - d_accuracy: 0.7625 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0234 - g_loss: 1.5857 - d_accuracy: 0.7646Epoch 189: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0237 - g_loss: 1.6087 - d_accuracy: 0.7624 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9933 - g_loss: 1.5570 - d_accuracy: 0.7830Epoch 190: D Accuracy = 0.7703 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9895 - g_loss: 1.5893 - d_accuracy: 0.7826 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0794 - g_loss: 1.5299 - d_accuracy: 0.7414Epoch 191: D Accuracy = 0.7838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0780 - g_loss: 1.5113 - d_accuracy: 0.7429 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0344 - g_loss: 1.5667 - d_accuracy: 0.7588Epoch 192: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0298 - g_loss: 1.5561 - d_accuracy: 0.7597 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9892 - g_loss: 1.5541 - d_accuracy: 0.7802Epoch 193: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9910 - g_loss: 1.5648 - d_accuracy: 0.7760 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0163 - g_loss: 1.5539 - d_accuracy: 0.7770Epoch 194: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0176 - g_loss: 1.5465 - d_accuracy: 0.7772 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0516 - g_loss: 1.5630 - d_accuracy: 0.7518Epoch 195: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0465 - g_loss: 1.5750 - d_accuracy: 0.7530
Epoch 196/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.9988 - g_loss: 1.5365 - d_accuracy: 0.7802Epoch 196: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9996 - g_loss: 1.5190 - d_accuracy: 0.7813 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0580 - g_loss: 1.5811 - d_accuracy: 0.7508Epoch 197: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0496 - g_loss: 1.5812 - d_accuracy: 0.7558 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0174 - g_loss: 1.5525 - d_accuracy: 0.7657Epoch 198: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0213 - g_loss: 1.5295 - d_accuracy: 0.7639 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9923 - g_loss: 1.5779 - d_accuracy: 0.7777Epoch 199: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0026 - g_loss: 1.5915 - d_accuracy: 0.7707 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0152 - g_loss: 1.5691 - d_accuracy: 0.7729 Class 9 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.6216 27/27 [==============================] - 1s 42ms/step - d_loss: 1.0243 - g_loss: 1.5840 - d_accuracy: 0.7675 Epoch 201/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.0490 - g_loss: 1.5934 - d_accuracy: 0.7623Epoch 201: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0530 - g_loss: 1.6338 - d_accuracy: 0.7538 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0176 - g_loss: 1.5128 - d_accuracy: 0.7688Epoch 202: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0238 - g_loss: 1.5007 - d_accuracy: 0.7645 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0061 - g_loss: 1.5707 - d_accuracy: 0.7713Epoch 203: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0047 - g_loss: 1.5573 - d_accuracy: 0.7732 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0368 - g_loss: 1.6058 - d_accuracy: 0.7572Epoch 204: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0464 - g_loss: 1.6539 - d_accuracy: 0.7519 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0053 - g_loss: 1.5518 - d_accuracy: 0.7781Epoch 205: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0102 - g_loss: 1.5679 - d_accuracy: 0.7740 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9957 - g_loss: 1.5537 - d_accuracy: 0.7840Epoch 206: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9938 - g_loss: 1.5477 - d_accuracy: 0.7854 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0181 - g_loss: 1.5812 - d_accuracy: 0.7612Epoch 207: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0231 - g_loss: 1.6006 - d_accuracy: 0.7558 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0278 - g_loss: 1.5615 - d_accuracy: 0.7660Epoch 208: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0252 - g_loss: 1.5741 - d_accuracy: 0.7651 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9930 - g_loss: 1.5707 - d_accuracy: 0.7877Epoch 209: D Accuracy = 0.8649 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9909 - g_loss: 1.5652 - d_accuracy: 0.7904 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9709 - g_loss: 1.6171 - d_accuracy: 0.7825Epoch 210: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9690 - g_loss: 1.6114 - d_accuracy: 0.7835 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9613 - g_loss: 1.5957 - d_accuracy: 0.7995Epoch 211: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9575 - g_loss: 1.6088 - d_accuracy: 0.8009 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9995 - g_loss: 1.6086 - d_accuracy: 0.7795Epoch 212: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0102 - g_loss: 1.5949 - d_accuracy: 0.7739 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0147 - g_loss: 1.6282 - d_accuracy: 0.7712Epoch 213: D Accuracy = 0.9054 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0030 - g_loss: 1.6459 - d_accuracy: 0.7760 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9564 - g_loss: 1.6239 - d_accuracy: 0.8014Epoch 214: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9614 - g_loss: 1.5999 - d_accuracy: 0.8018 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9733 - g_loss: 1.6570 - d_accuracy: 0.7904Epoch 215: D Accuracy = 0.9189 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9665 - g_loss: 1.6540 - d_accuracy: 0.7950 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0023 - g_loss: 1.6514 - d_accuracy: 0.7770Epoch 216: D Accuracy = 0.8108 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9985 - g_loss: 1.6400 - d_accuracy: 0.7782 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9805 - g_loss: 1.6209 - d_accuracy: 0.7903Epoch 217: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9830 - g_loss: 1.5992 - d_accuracy: 0.7901 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9988 - g_loss: 1.6591 - d_accuracy: 0.7755Epoch 218: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0062 - g_loss: 1.6829 - d_accuracy: 0.7709 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9931 - g_loss: 1.6266 - d_accuracy: 0.7833Epoch 219: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9901 - g_loss: 1.6125 - d_accuracy: 0.7853 Epoch 220/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.9722 - g_loss: 1.6616 - d_accuracy: 0.7875Epoch 220: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9712 - g_loss: 1.6260 - d_accuracy: 0.7921 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9732 - g_loss: 1.6561 - d_accuracy: 0.7891Epoch 221: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9770 - g_loss: 1.6605 - d_accuracy: 0.7850 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9572 - g_loss: 1.6269 - d_accuracy: 0.8026Epoch 222: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9497 - g_loss: 1.6405 - d_accuracy: 0.8048 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9590 - g_loss: 1.6647 - d_accuracy: 0.7987Epoch 223: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9641 - g_loss: 1.6431 - d_accuracy: 0.8001 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0237 - g_loss: 1.6858 - d_accuracy: 0.7573Epoch 224: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0274 - g_loss: 1.6708 - d_accuracy: 0.7568 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9968 - g_loss: 1.6609 - d_accuracy: 0.7811Epoch 225: D Accuracy = 0.8784 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9952 - g_loss: 1.6467 - d_accuracy: 0.7846 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9977 - g_loss: 1.6716 - d_accuracy: 0.7744Epoch 226: D Accuracy = 0.8784 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9929 - g_loss: 1.6790 - d_accuracy: 0.7781 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9808 - g_loss: 1.6306 - d_accuracy: 0.7853Epoch 227: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9803 - g_loss: 1.6348 - d_accuracy: 0.7857 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9951 - g_loss: 1.6474 - d_accuracy: 0.7810Epoch 228: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0071 - g_loss: 1.6179 - d_accuracy: 0.7777 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9893 - g_loss: 1.6479 - d_accuracy: 0.7863Epoch 229: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9871 - g_loss: 1.6411 - d_accuracy: 0.7871 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9658 - g_loss: 1.6822 - d_accuracy: 0.7912Epoch 230: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9688 - g_loss: 1.6705 - d_accuracy: 0.7909 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9224 - g_loss: 1.7040 - d_accuracy: 0.8200Epoch 231: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9225 - g_loss: 1.7012 - d_accuracy: 0.8202 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0027 - g_loss: 1.6809 - d_accuracy: 0.7767Epoch 232: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0102 - g_loss: 1.6596 - d_accuracy: 0.7726 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9911 - g_loss: 1.6701 - d_accuracy: 0.7856Epoch 233: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9947 - g_loss: 1.6728 - d_accuracy: 0.7832 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9501 - g_loss: 1.6576 - d_accuracy: 0.8011Epoch 234: D Accuracy = 0.7973 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9508 - g_loss: 1.6398 - d_accuracy: 0.8010 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9715 - g_loss: 1.7198 - d_accuracy: 0.7931Epoch 235: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9844 - g_loss: 1.7483 - d_accuracy: 0.7865 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9627 - g_loss: 1.6491 - d_accuracy: 0.7965Epoch 236: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9654 - g_loss: 1.6285 - d_accuracy: 0.7970 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0001 - g_loss: 1.6915 - d_accuracy: 0.7729Epoch 237: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9937 - g_loss: 1.7029 - d_accuracy: 0.7747 Epoch 238/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.9556 - g_loss: 1.7246 - d_accuracy: 0.8016Epoch 238: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9441 - g_loss: 1.7420 - d_accuracy: 0.8073 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9680 - g_loss: 1.7038 - d_accuracy: 0.7863Epoch 239: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9615 - g_loss: 1.7157 - d_accuracy: 0.7896 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9660 - g_loss: 1.6756 - d_accuracy: 0.7968Epoch 240: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9720 - g_loss: 1.6580 - d_accuracy: 0.7939 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9355 - g_loss: 1.6979 - d_accuracy: 0.8043Epoch 241: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9307 - g_loss: 1.7099 - d_accuracy: 0.8050 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9590 - g_loss: 1.6911 - d_accuracy: 0.7903Epoch 242: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9622 - g_loss: 1.6862 - d_accuracy: 0.7882 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9734 - g_loss: 1.6881 - d_accuracy: 0.7899Epoch 243: D Accuracy = 0.7973 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9784 - g_loss: 1.6607 - d_accuracy: 0.7902 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9490 - g_loss: 1.7428 - d_accuracy: 0.8058Epoch 244: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9481 - g_loss: 1.7399 - d_accuracy: 0.8060 Epoch 245/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.9798 - g_loss: 1.7442 - d_accuracy: 0.7847Epoch 245: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9632 - g_loss: 1.7615 - d_accuracy: 0.7917 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9481 - g_loss: 1.7182 - d_accuracy: 0.8018Epoch 246: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9538 - g_loss: 1.6937 - d_accuracy: 0.8016 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9634 - g_loss: 1.7000 - d_accuracy: 0.7943Epoch 247: D Accuracy = 0.8514 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9601 - g_loss: 1.6908 - d_accuracy: 0.7963 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9478 - g_loss: 1.6824 - d_accuracy: 0.8026Epoch 248: D Accuracy = 0.9054 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9419 - g_loss: 1.6832 - d_accuracy: 0.8063 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9602 - g_loss: 1.7025 - d_accuracy: 0.7908Epoch 249: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9557 - g_loss: 1.7124 - d_accuracy: 0.7945 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9678 - g_loss: 1.7163 - d_accuracy: 0.7934Epoch 250: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9684 - g_loss: 1.6969 - d_accuracy: 0.7936 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9701 - g_loss: 1.7325 - d_accuracy: 0.7877Epoch 251: D Accuracy = 0.8784 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9657 - g_loss: 1.7290 - d_accuracy: 0.7910 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9116 - g_loss: 1.7308 - d_accuracy: 0.8189Epoch 252: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9090 - g_loss: 1.7339 - d_accuracy: 0.8200 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9266 - g_loss: 1.7115 - d_accuracy: 0.8179Epoch 253: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9333 - g_loss: 1.6942 - d_accuracy: 0.8162 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0020 - g_loss: 1.7582 - d_accuracy: 0.7719Epoch 254: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0001 - g_loss: 1.7722 - d_accuracy: 0.7718 Epoch 255/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.9525 - g_loss: 1.6926 - d_accuracy: 0.8034Epoch 255: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9489 - g_loss: 1.6843 - d_accuracy: 0.8048 Epoch 256/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.9455 - g_loss: 1.7232 - d_accuracy: 0.8020Epoch 256: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9349 - g_loss: 1.7144 - d_accuracy: 0.8102 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9569 - g_loss: 1.7483 - d_accuracy: 0.7971Epoch 257: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9586 - g_loss: 1.7584 - d_accuracy: 0.7951 Epoch 258/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.9018 - g_loss: 1.7494 - d_accuracy: 0.8203Epoch 258: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9045 - g_loss: 1.7482 - d_accuracy: 0.8225 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9525 - g_loss: 1.7715 - d_accuracy: 0.7921Epoch 259: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9506 - g_loss: 1.7905 - d_accuracy: 0.7913 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9198 - g_loss: 1.7472 - d_accuracy: 0.8123Epoch 260: D Accuracy = 0.7297 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9241 - g_loss: 1.7572 - d_accuracy: 0.8094 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9452 - g_loss: 1.7275 - d_accuracy: 0.8040Epoch 261: D Accuracy = 0.8378 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9417 - g_loss: 1.7390 - d_accuracy: 0.8052 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9769 - g_loss: 1.7311 - d_accuracy: 0.7803Epoch 262: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9778 - g_loss: 1.7227 - d_accuracy: 0.7780 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9097 - g_loss: 1.7596 - d_accuracy: 0.8154Epoch 263: D Accuracy = 0.7568 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9134 - g_loss: 1.7424 - d_accuracy: 0.8133
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9356 - g_loss: 1.7894 - d_accuracy: 0.8039Epoch 264: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9496 - g_loss: 1.8233 - d_accuracy: 0.7969 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9376 - g_loss: 1.7579 - d_accuracy: 0.8066Epoch 265: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9431 - g_loss: 1.7577 - d_accuracy: 0.8043 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9341 - g_loss: 1.7945 - d_accuracy: 0.8067Epoch 266: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9341 - g_loss: 1.7761 - d_accuracy: 0.8068 Epoch 267/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.9351 - g_loss: 1.7935 - d_accuracy: 0.8023Epoch 267: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9459 - g_loss: 1.7622 - d_accuracy: 0.7973 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9522 - g_loss: 1.7593 - d_accuracy: 0.7996Epoch 268: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9588 - g_loss: 1.7398 - d_accuracy: 0.7990 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9162 - g_loss: 1.8010 - d_accuracy: 0.8115Epoch 269: D Accuracy = 0.8649 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9157 - g_loss: 1.7884 - d_accuracy: 0.8135 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9497 - g_loss: 1.7959 - d_accuracy: 0.7927Epoch 270: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9508 - g_loss: 1.7719 - d_accuracy: 0.7938 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9339 - g_loss: 1.7662 - d_accuracy: 0.8023Epoch 271: D Accuracy = 0.9054 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9295 - g_loss: 1.7561 - d_accuracy: 0.8060 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9242 - g_loss: 1.7856 - d_accuracy: 0.8084Epoch 272: D Accuracy = 0.9054 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9188 - g_loss: 1.7904 - d_accuracy: 0.8119 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9394 - g_loss: 1.7705 - d_accuracy: 0.8048Epoch 273: D Accuracy = 0.8784 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9359 - g_loss: 1.7697 - d_accuracy: 0.8074 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9188 - g_loss: 1.8036 - d_accuracy: 0.8186Epoch 274: D Accuracy = 0.8514 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9156 - g_loss: 1.8226 - d_accuracy: 0.8197 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9947 - g_loss: 1.8018 - d_accuracy: 0.7882Epoch 275: D Accuracy = 0.9189 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9863 - g_loss: 1.7918 - d_accuracy: 0.7929 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9306 - g_loss: 1.8549 - d_accuracy: 0.8115Epoch 276: D Accuracy = 0.9054 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9237 - g_loss: 1.8541 - d_accuracy: 0.8148 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8984 - g_loss: 1.7859 - d_accuracy: 0.8276Epoch 277: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8979 - g_loss: 1.7755 - d_accuracy: 0.8289 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9203 - g_loss: 1.8452 - d_accuracy: 0.8086Epoch 278: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9160 - g_loss: 1.8822 - d_accuracy: 0.8073 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9115 - g_loss: 1.8126 - d_accuracy: 0.8155Epoch 279: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9111 - g_loss: 1.8138 - d_accuracy: 0.8163 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9328 - g_loss: 1.7743 - d_accuracy: 0.8045Epoch 280: D Accuracy = 0.8649 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9310 - g_loss: 1.7619 - d_accuracy: 0.8066 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9577 - g_loss: 1.7850 - d_accuracy: 0.7886Epoch 281: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9588 - g_loss: 1.7628 - d_accuracy: 0.7899 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9521 - g_loss: 1.8423 - d_accuracy: 0.7902Epoch 282: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9515 - g_loss: 1.8596 - d_accuracy: 0.7895 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9556 - g_loss: 1.7750 - d_accuracy: 0.7997Epoch 283: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9587 - g_loss: 1.7483 - d_accuracy: 0.7986 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9124 - g_loss: 1.8186 - d_accuracy: 0.8142Epoch 284: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9091 - g_loss: 1.8320 - d_accuracy: 0.8141 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9406 - g_loss: 1.8118 - d_accuracy: 0.8018Epoch 285: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9424 - g_loss: 1.8151 - d_accuracy: 0.8007 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9419 - g_loss: 1.8661 - d_accuracy: 0.8017Epoch 286: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9368 - g_loss: 1.8760 - d_accuracy: 0.8030 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9122 - g_loss: 1.8114 - d_accuracy: 0.8195Epoch 287: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9114 - g_loss: 1.8245 - d_accuracy: 0.8202 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9305 - g_loss: 1.8366 - d_accuracy: 0.8050Epoch 288: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9310 - g_loss: 1.8253 - d_accuracy: 0.8047 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9408 - g_loss: 1.8177 - d_accuracy: 0.8019Epoch 289: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9374 - g_loss: 1.8158 - d_accuracy: 0.8031 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8982 - g_loss: 1.8177 - d_accuracy: 0.8263Epoch 290: D Accuracy = 0.8919 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8952 - g_loss: 1.8207 - d_accuracy: 0.8286 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8973 - g_loss: 1.8661 - d_accuracy: 0.8195Epoch 291: D Accuracy = 0.8649 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8945 - g_loss: 1.9040 - d_accuracy: 0.8211 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9370 - g_loss: 1.8322 - d_accuracy: 0.8046Epoch 292: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9373 - g_loss: 1.8151 - d_accuracy: 0.8043 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9367 - g_loss: 1.8545 - d_accuracy: 0.7967Epoch 293: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9335 - g_loss: 1.8724 - d_accuracy: 0.7968 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8993 - g_loss: 1.8421 - d_accuracy: 0.8228Epoch 294: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9036 - g_loss: 1.8423 - d_accuracy: 0.8200 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8897 - g_loss: 1.8249 - d_accuracy: 0.8261Epoch 295: D Accuracy = 0.8514 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8907 - g_loss: 1.8103 - d_accuracy: 0.8270
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9173 - g_loss: 1.8551 - d_accuracy: 0.8157Epoch 296: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9200 - g_loss: 1.8364 - d_accuracy: 0.8160 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9390 - g_loss: 1.8582 - d_accuracy: 0.7991Epoch 297: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9404 - g_loss: 1.8673 - d_accuracy: 0.7961 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9445 - g_loss: 1.8349 - d_accuracy: 0.8011Epoch 298: D Accuracy = 0.8243 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9400 - g_loss: 1.8341 - d_accuracy: 0.8019 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9408 - g_loss: 1.8771 - d_accuracy: 0.8030Epoch 299: D Accuracy = 0.7838 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9435 - g_loss: 1.8698 - d_accuracy: 0.8024 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8918 - g_loss: 1.8392 - d_accuracy: 0.8267 Class 9 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.8649 27/27 [==============================] - 1s 41ms/step - d_loss: 0.8913 - g_loss: 1.8297 - d_accuracy: 0.8281 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9263 - g_loss: 1.8514 - d_accuracy: 0.8084Epoch 301: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9223 - g_loss: 1.8489 - d_accuracy: 0.8109 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8816 - g_loss: 1.8412 - d_accuracy: 0.8289Epoch 302: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8853 - g_loss: 1.8245 - d_accuracy: 0.8287 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9200 - g_loss: 1.9256 - d_accuracy: 0.8085Epoch 303: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9255 - g_loss: 1.9539 - d_accuracy: 0.8027 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8864 - g_loss: 1.8668 - d_accuracy: 0.8239Epoch 304: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8880 - g_loss: 1.8795 - d_accuracy: 0.8230 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9623 - g_loss: 1.8294 - d_accuracy: 0.7918Epoch 305: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9621 - g_loss: 1.8259 - d_accuracy: 0.7920 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8879 - g_loss: 1.8710 - d_accuracy: 0.8256Epoch 306: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8918 - g_loss: 1.8773 - d_accuracy: 0.8241 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9009 - g_loss: 1.9008 - d_accuracy: 0.8175Epoch 307: D Accuracy = 0.8919 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8974 - g_loss: 1.8909 - d_accuracy: 0.8201 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8696 - g_loss: 1.8414 - d_accuracy: 0.8349Epoch 308: D Accuracy = 0.7973 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8730 - g_loss: 1.8337 - d_accuracy: 0.8336 Epoch 309/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.8646 - g_loss: 1.9337 - d_accuracy: 0.8341Epoch 309: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8686 - g_loss: 1.9259 - d_accuracy: 0.8309 Epoch 310/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.9589 - g_loss: 1.9306 - d_accuracy: 0.7928Epoch 310: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9493 - g_loss: 1.9181 - d_accuracy: 0.7932 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9424 - g_loss: 1.8763 - d_accuracy: 0.7951Epoch 311: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9357 - g_loss: 1.8894 - d_accuracy: 0.7966 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8844 - g_loss: 1.9358 - d_accuracy: 0.8268Epoch 312: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8844 - g_loss: 1.9343 - d_accuracy: 0.8258 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9339 - g_loss: 1.9110 - d_accuracy: 0.8046Epoch 313: D Accuracy = 0.9459 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9281 - g_loss: 1.9053 - d_accuracy: 0.8096 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8937 - g_loss: 1.8701 - d_accuracy: 0.8258Epoch 314: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9022 - g_loss: 1.8960 - d_accuracy: 0.8214 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9244 - g_loss: 1.8101 - d_accuracy: 0.8104Epoch 315: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9237 - g_loss: 1.8061 - d_accuracy: 0.8114 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9176 - g_loss: 1.8681 - d_accuracy: 0.8149Epoch 316: D Accuracy = 0.8649 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9166 - g_loss: 1.8630 - d_accuracy: 0.8167 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9125 - g_loss: 1.8851 - d_accuracy: 0.8113Epoch 317: D Accuracy = 0.9054 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9096 - g_loss: 1.8744 - d_accuracy: 0.8147 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8602 - g_loss: 1.8845 - d_accuracy: 0.8415Epoch 318: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8608 - g_loss: 1.8926 - d_accuracy: 0.8404 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9015 - g_loss: 1.9361 - d_accuracy: 0.8135Epoch 319: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8997 - g_loss: 1.9492 - d_accuracy: 0.8120 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9176 - g_loss: 1.9212 - d_accuracy: 0.8109Epoch 320: D Accuracy = 0.9324 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9091 - g_loss: 1.9240 - d_accuracy: 0.8152 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9267 - g_loss: 1.8463 - d_accuracy: 0.8099Epoch 321: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9265 - g_loss: 1.8612 - d_accuracy: 0.8085 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8781 - g_loss: 1.8788 - d_accuracy: 0.8301Epoch 322: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8777 - g_loss: 1.8707 - d_accuracy: 0.8319 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9715 - g_loss: 1.9105 - d_accuracy: 0.7888Epoch 323: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9873 - g_loss: 1.9280 - d_accuracy: 0.7819 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8995 - g_loss: 1.9480 - d_accuracy: 0.8183Epoch 324: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9025 - g_loss: 1.9359 - d_accuracy: 0.8156 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8490 - g_loss: 1.9156 - d_accuracy: 0.8439Epoch 325: D Accuracy = 0.9054 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8452 - g_loss: 1.9202 - d_accuracy: 0.8461 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8576 - g_loss: 1.9705 - d_accuracy: 0.8390Epoch 326: D Accuracy = 0.8919 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8538 - g_loss: 1.9654 - d_accuracy: 0.8409 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9015 - g_loss: 1.9500 - d_accuracy: 0.8207Epoch 327: D Accuracy = 0.9054 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8956 - g_loss: 1.9495 - d_accuracy: 0.8237 Epoch 328/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.9003 - g_loss: 1.9350 - d_accuracy: 0.8184Epoch 328: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8958 - g_loss: 1.9365 - d_accuracy: 0.8185 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8818 - g_loss: 1.9591 - d_accuracy: 0.8280Epoch 329: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8879 - g_loss: 1.9703 - d_accuracy: 0.8235 Epoch 330/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.8875 - g_loss: 1.9058 - d_accuracy: 0.8287Epoch 330: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9058 - g_loss: 1.8695 - d_accuracy: 0.8230 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8376 - g_loss: 1.9772 - d_accuracy: 0.8487Epoch 331: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8392 - g_loss: 2.0045 - d_accuracy: 0.8468 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9001 - g_loss: 1.9550 - d_accuracy: 0.8206Epoch 332: D Accuracy = 0.7703 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9007 - g_loss: 1.9734 - d_accuracy: 0.8188 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8959 - g_loss: 1.9756 - d_accuracy: 0.8150Epoch 333: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8933 - g_loss: 1.9896 - d_accuracy: 0.8149 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9287 - g_loss: 1.9041 - d_accuracy: 0.8100Epoch 334: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9452 - g_loss: 1.9275 - d_accuracy: 0.8028 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9000 - g_loss: 1.8682 - d_accuracy: 0.8191Epoch 335: D Accuracy = 0.8784 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8984 - g_loss: 1.8562 - d_accuracy: 0.8213 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8619 - g_loss: 1.9827 - d_accuracy: 0.8319Epoch 336: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8617 - g_loss: 1.9749 - d_accuracy: 0.8326 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9104 - g_loss: 1.9305 - d_accuracy: 0.8171Epoch 337: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9185 - g_loss: 1.9397 - d_accuracy: 0.8140 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8854 - g_loss: 1.9580 - d_accuracy: 0.8335Epoch 338: D Accuracy = 0.9459 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8777 - g_loss: 1.9622 - d_accuracy: 0.8375 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8553 - g_loss: 1.9909 - d_accuracy: 0.8401Epoch 339: D Accuracy = 0.9324 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8513 - g_loss: 1.9887 - d_accuracy: 0.8434 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8728 - g_loss: 1.9776 - d_accuracy: 0.8279Epoch 340: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8696 - g_loss: 2.0001 - d_accuracy: 0.8273 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9080 - g_loss: 1.9481 - d_accuracy: 0.8087Epoch 341: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9077 - g_loss: 1.9302 - d_accuracy: 0.8097 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8722 - g_loss: 1.9495 - d_accuracy: 0.8328Epoch 342: D Accuracy = 0.7838 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8743 - g_loss: 1.9499 - d_accuracy: 0.8311 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9059 - g_loss: 1.9797 - d_accuracy: 0.8134Epoch 343: D Accuracy = 0.8243 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9106 - g_loss: 1.9610 - d_accuracy: 0.8138 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8713 - g_loss: 1.9252 - d_accuracy: 0.8304Epoch 344: D Accuracy = 0.8649 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8729 - g_loss: 1.9032 - d_accuracy: 0.8316 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8477 - g_loss: 1.9879 - d_accuracy: 0.8393Epoch 345: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8449 - g_loss: 1.9843 - d_accuracy: 0.8412 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8763 - g_loss: 2.0223 - d_accuracy: 0.8271Epoch 346: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8900 - g_loss: 2.0004 - d_accuracy: 0.8192 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8992 - g_loss: 1.9562 - d_accuracy: 0.8186Epoch 347: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8959 - g_loss: 1.9611 - d_accuracy: 0.8193 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8880 - g_loss: 1.9925 - d_accuracy: 0.8234Epoch 348: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8878 - g_loss: 1.9776 - d_accuracy: 0.8249 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8509 - g_loss: 1.9924 - d_accuracy: 0.8404Epoch 349: D Accuracy = 0.8514 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8529 - g_loss: 1.9773 - d_accuracy: 0.8408 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8688 - g_loss: 2.0332 - d_accuracy: 0.8316Epoch 350: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8710 - g_loss: 2.0549 - d_accuracy: 0.8294 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8715 - g_loss: 1.9777 - d_accuracy: 0.8260Epoch 351: D Accuracy = 0.8378 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8683 - g_loss: 1.9856 - d_accuracy: 0.8264 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9104 - g_loss: 1.9793 - d_accuracy: 0.8151Epoch 352: D Accuracy = 0.9054 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9038 - g_loss: 1.9767 - d_accuracy: 0.8183 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8728 - g_loss: 1.9956 - d_accuracy: 0.8316Epoch 353: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8810 - g_loss: 1.9831 - d_accuracy: 0.8285 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8492 - g_loss: 1.9843 - d_accuracy: 0.8395Epoch 354: D Accuracy = 0.9054 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8458 - g_loss: 1.9873 - d_accuracy: 0.8419 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8680 - g_loss: 2.0419 - d_accuracy: 0.8292Epoch 355: D Accuracy = 0.7568 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8725 - g_loss: 2.0692 - d_accuracy: 0.8267 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8651 - g_loss: 1.9701 - d_accuracy: 0.8326Epoch 356: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8697 - g_loss: 1.9961 - d_accuracy: 0.8289 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8676 - g_loss: 2.0387 - d_accuracy: 0.8348Epoch 357: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8669 - g_loss: 2.0178 - d_accuracy: 0.8369 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8546 - g_loss: 2.0357 - d_accuracy: 0.8408Epoch 358: D Accuracy = 0.8378 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8540 - g_loss: 2.0482 - d_accuracy: 0.8407 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8430 - g_loss: 1.9805 - d_accuracy: 0.8408Epoch 359: D Accuracy = 0.8784 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8406 - g_loss: 1.9641 - d_accuracy: 0.8422 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8628 - g_loss: 2.0433 - d_accuracy: 0.8354Epoch 360: D Accuracy = 0.8649 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8601 - g_loss: 2.0326 - d_accuracy: 0.8365 Epoch 361/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.8699 - g_loss: 2.0353 - d_accuracy: 0.8287Epoch 361: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8673 - g_loss: 2.0155 - d_accuracy: 0.8317 Epoch 362/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.8415 - g_loss: 2.0732 - d_accuracy: 0.8397Epoch 362: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8335 - g_loss: 2.0905 - d_accuracy: 0.8436 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8259 - g_loss: 2.0538 - d_accuracy: 0.8523Epoch 363: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8233 - g_loss: 2.0457 - d_accuracy: 0.8537
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8694 - g_loss: 2.0932 - d_accuracy: 0.8302Epoch 364: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8670 - g_loss: 2.1067 - d_accuracy: 0.8295 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8851 - g_loss: 2.0107 - d_accuracy: 0.8264Epoch 365: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8845 - g_loss: 2.0302 - d_accuracy: 0.8263 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8863 - g_loss: 1.9973 - d_accuracy: 0.8246Epoch 366: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8841 - g_loss: 1.9855 - d_accuracy: 0.8256 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8444 - g_loss: 2.0560 - d_accuracy: 0.8421Epoch 367: D Accuracy = 0.7838 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8463 - g_loss: 2.0718 - d_accuracy: 0.8400 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8359 - g_loss: 2.0412 - d_accuracy: 0.8443Epoch 368: D Accuracy = 0.9595 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8280 - g_loss: 2.0589 - d_accuracy: 0.8484 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8810 - g_loss: 2.1037 - d_accuracy: 0.8200Epoch 369: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8883 - g_loss: 2.1334 - d_accuracy: 0.8149 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8664 - g_loss: 2.0694 - d_accuracy: 0.8301Epoch 370: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8621 - g_loss: 2.1020 - d_accuracy: 0.8294 Epoch 371/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.8570 - g_loss: 2.0203 - d_accuracy: 0.8359Epoch 371: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8805 - g_loss: 1.9683 - d_accuracy: 0.8254 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8457 - g_loss: 2.0938 - d_accuracy: 0.8423Epoch 372: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8448 - g_loss: 2.1331 - d_accuracy: 0.8407 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8236 - g_loss: 2.0891 - d_accuracy: 0.8576Epoch 373: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8215 - g_loss: 2.1066 - d_accuracy: 0.8584 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8332 - g_loss: 2.0583 - d_accuracy: 0.8508Epoch 374: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8368 - g_loss: 2.0367 - d_accuracy: 0.8493 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8704 - g_loss: 2.0930 - d_accuracy: 0.8259Epoch 375: D Accuracy = 0.8784 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8669 - g_loss: 2.0863 - d_accuracy: 0.8278 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8532 - g_loss: 2.0697 - d_accuracy: 0.8394Epoch 376: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8596 - g_loss: 2.1167 - d_accuracy: 0.8360 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8523 - g_loss: 2.0478 - d_accuracy: 0.8427Epoch 377: D Accuracy = 0.9054 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8506 - g_loss: 2.0369 - d_accuracy: 0.8449 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8726 - g_loss: 2.0951 - d_accuracy: 0.8264Epoch 378: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8696 - g_loss: 2.1170 - d_accuracy: 0.8254 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8397 - g_loss: 2.0609 - d_accuracy: 0.8469Epoch 379: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8425 - g_loss: 2.0663 - d_accuracy: 0.8452 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8341 - g_loss: 2.0287 - d_accuracy: 0.8500Epoch 380: D Accuracy = 0.8919 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8315 - g_loss: 2.0160 - d_accuracy: 0.8515 Epoch 381/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.8690 - g_loss: 2.0944 - d_accuracy: 0.8300Epoch 381: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8844 - g_loss: 2.1282 - d_accuracy: 0.8221 Epoch 382/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.8292 - g_loss: 2.0885 - d_accuracy: 0.8461Epoch 382: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8416 - g_loss: 2.1184 - d_accuracy: 0.8387 Epoch 383/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.9207 - g_loss: 2.1240 - d_accuracy: 0.8052Epoch 383: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9088 - g_loss: 2.1706 - d_accuracy: 0.8075 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8154 - g_loss: 2.0651 - d_accuracy: 0.8577Epoch 384: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8138 - g_loss: 2.0676 - d_accuracy: 0.8580 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7789 - g_loss: 2.0998 - d_accuracy: 0.8688Epoch 385: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7807 - g_loss: 2.0970 - d_accuracy: 0.8677 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8670 - g_loss: 2.1458 - d_accuracy: 0.8354Epoch 386: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8688 - g_loss: 2.1193 - d_accuracy: 0.8346 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8746 - g_loss: 2.1040 - d_accuracy: 0.8234Epoch 387: D Accuracy = 0.8378 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8770 - g_loss: 2.0803 - d_accuracy: 0.8239 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8368 - g_loss: 2.1395 - d_accuracy: 0.8523Epoch 388: D Accuracy = 0.9459 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8325 - g_loss: 2.1359 - d_accuracy: 0.8557 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8144 - g_loss: 2.0914 - d_accuracy: 0.8510Epoch 389: D Accuracy = 0.8919 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8138 - g_loss: 2.0718 - d_accuracy: 0.8525 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8543 - g_loss: 2.1243 - d_accuracy: 0.8387Epoch 390: D Accuracy = 0.9054 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8497 - g_loss: 2.1283 - d_accuracy: 0.8410 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8409 - g_loss: 2.1574 - d_accuracy: 0.8494Epoch 391: D Accuracy = 0.9054 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8395 - g_loss: 2.1393 - d_accuracy: 0.8514 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7714 - g_loss: 2.1707 - d_accuracy: 0.8729Epoch 392: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7685 - g_loss: 2.1687 - d_accuracy: 0.8736 Epoch 393/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.8611 - g_loss: 2.1569 - d_accuracy: 0.8328Epoch 393: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8625 - g_loss: 2.1458 - d_accuracy: 0.8295 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8395 - g_loss: 2.1078 - d_accuracy: 0.8491Epoch 394: D Accuracy = 0.9054 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8403 - g_loss: 2.0915 - d_accuracy: 0.8511 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8331 - g_loss: 2.1675 - d_accuracy: 0.8389Epoch 395: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8337 - g_loss: 2.1818 - d_accuracy: 0.8355
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9757 - g_loss: 2.1619 - d_accuracy: 0.7873Epoch 396: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9824 - g_loss: 2.1962 - d_accuracy: 0.7833 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8284 - g_loss: 2.0880 - d_accuracy: 0.8533Epoch 397: D Accuracy = 0.9189 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8278 - g_loss: 2.0672 - d_accuracy: 0.8557 Epoch 398/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.8050 - g_loss: 2.1355 - d_accuracy: 0.8620Epoch 398: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8156 - g_loss: 2.0922 - d_accuracy: 0.8587 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8002 - g_loss: 2.1630 - d_accuracy: 0.8615Epoch 399: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8007 - g_loss: 2.1504 - d_accuracy: 0.8616 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8362 - g_loss: 2.1514 - d_accuracy: 0.8462 Class 9 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.9054 27/27 [==============================] - 1s 40ms/step - d_loss: 0.8345 - g_loss: 2.1327 - d_accuracy: 0.8483 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8673 - g_loss: 2.1229 - d_accuracy: 0.8265Epoch 401: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8654 - g_loss: 2.1152 - d_accuracy: 0.8284 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8006 - g_loss: 2.1096 - d_accuracy: 0.8630Epoch 402: D Accuracy = 0.9054 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7976 - g_loss: 2.1166 - d_accuracy: 0.8645 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8130 - g_loss: 2.2015 - d_accuracy: 0.8529Epoch 403: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8122 - g_loss: 2.2159 - d_accuracy: 0.8518 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8208 - g_loss: 2.1022 - d_accuracy: 0.8539Epoch 404: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8193 - g_loss: 2.0950 - d_accuracy: 0.8553 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8080 - g_loss: 2.1358 - d_accuracy: 0.8588Epoch 405: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8159 - g_loss: 2.1225 - d_accuracy: 0.8551 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7914 - g_loss: 2.2031 - d_accuracy: 0.8647Epoch 406: D Accuracy = 0.9730 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7881 - g_loss: 2.1931 - d_accuracy: 0.8686 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8203 - g_loss: 2.1948 - d_accuracy: 0.8530Epoch 407: D Accuracy = 0.9730 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8119 - g_loss: 2.2081 - d_accuracy: 0.8573 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8012 - g_loss: 2.1717 - d_accuracy: 0.8587Epoch 408: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8020 - g_loss: 2.1628 - d_accuracy: 0.8570 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8133 - g_loss: 2.2024 - d_accuracy: 0.8508Epoch 409: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8124 - g_loss: 2.2056 - d_accuracy: 0.8503 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8287 - g_loss: 2.2608 - d_accuracy: 0.8403Epoch 410: D Accuracy = 0.8514 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8278 - g_loss: 2.2637 - d_accuracy: 0.8407 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8315 - g_loss: 2.1963 - d_accuracy: 0.8428Epoch 411: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8315 - g_loss: 2.1999 - d_accuracy: 0.8417 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8141 - g_loss: 2.2087 - d_accuracy: 0.8553Epoch 412: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8254 - g_loss: 2.1845 - d_accuracy: 0.8537 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8117 - g_loss: 2.1943 - d_accuracy: 0.8549Epoch 413: D Accuracy = 0.8784 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8112 - g_loss: 2.1835 - d_accuracy: 0.8557 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8074 - g_loss: 2.1628 - d_accuracy: 0.8559Epoch 414: D Accuracy = 0.8243 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8104 - g_loss: 2.1742 - d_accuracy: 0.8548 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8096 - g_loss: 2.2030 - d_accuracy: 0.8537Epoch 415: D Accuracy = 0.8378 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8102 - g_loss: 2.1963 - d_accuracy: 0.8531 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8281 - g_loss: 2.1724 - d_accuracy: 0.8438Epoch 416: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8323 - g_loss: 2.1587 - d_accuracy: 0.8417 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8006 - g_loss: 2.2110 - d_accuracy: 0.8571Epoch 417: D Accuracy = 0.8514 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8018 - g_loss: 2.2108 - d_accuracy: 0.8568 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8076 - g_loss: 2.2591 - d_accuracy: 0.8542Epoch 418: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8120 - g_loss: 2.3025 - d_accuracy: 0.8502 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7638 - g_loss: 2.2419 - d_accuracy: 0.8741Epoch 419: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7683 - g_loss: 2.2479 - d_accuracy: 0.8718 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8450 - g_loss: 2.2225 - d_accuracy: 0.8366Epoch 420: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8465 - g_loss: 2.2420 - d_accuracy: 0.8332 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8129 - g_loss: 2.2477 - d_accuracy: 0.8492Epoch 421: D Accuracy = 0.9324 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8096 - g_loss: 2.2327 - d_accuracy: 0.8522 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8328 - g_loss: 2.2062 - d_accuracy: 0.8471Epoch 422: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8345 - g_loss: 2.1790 - d_accuracy: 0.8468 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8177 - g_loss: 2.2571 - d_accuracy: 0.8504Epoch 423: D Accuracy = 0.9459 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8128 - g_loss: 2.2538 - d_accuracy: 0.8538 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7878 - g_loss: 2.2341 - d_accuracy: 0.8620Epoch 424: D Accuracy = 0.9459 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7828 - g_loss: 2.2345 - d_accuracy: 0.8650 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8487 - g_loss: 2.2418 - d_accuracy: 0.8345Epoch 425: D Accuracy = 0.8784 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8485 - g_loss: 2.2303 - d_accuracy: 0.8360 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7976 - g_loss: 2.2689 - d_accuracy: 0.8581Epoch 426: D Accuracy = 0.8514 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7961 - g_loss: 2.2833 - d_accuracy: 0.8578 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7911 - g_loss: 2.3082 - d_accuracy: 0.8592Epoch 427: D Accuracy = 0.9324 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7891 - g_loss: 2.2910 - d_accuracy: 0.8618 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7497 - g_loss: 2.2658 - d_accuracy: 0.8822Epoch 428: D Accuracy = 0.9730 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7455 - g_loss: 2.2630 - d_accuracy: 0.8855 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8002 - g_loss: 2.2682 - d_accuracy: 0.8573Epoch 429: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8032 - g_loss: 2.2798 - d_accuracy: 0.8547 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8200 - g_loss: 2.2716 - d_accuracy: 0.8525Epoch 430: D Accuracy = 0.9459 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8148 - g_loss: 2.2672 - d_accuracy: 0.8558 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7783 - g_loss: 2.2394 - d_accuracy: 0.8637Epoch 431: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7818 - g_loss: 2.2146 - d_accuracy: 0.8614 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8635 - g_loss: 2.2446 - d_accuracy: 0.8294Epoch 432: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8635 - g_loss: 2.2269 - d_accuracy: 0.8312 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7890 - g_loss: 2.2877 - d_accuracy: 0.8581Epoch 433: D Accuracy = 0.9189 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7856 - g_loss: 2.2876 - d_accuracy: 0.8603 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8006 - g_loss: 2.2729 - d_accuracy: 0.8563Epoch 434: D Accuracy = 0.7838 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8013 - g_loss: 2.2977 - d_accuracy: 0.8537 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8231 - g_loss: 2.2816 - d_accuracy: 0.8536Epoch 435: D Accuracy = 0.9054 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8219 - g_loss: 2.2676 - d_accuracy: 0.8554 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8128 - g_loss: 2.2912 - d_accuracy: 0.8558Epoch 436: D Accuracy = 0.9730 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8065 - g_loss: 2.2955 - d_accuracy: 0.8600 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8217 - g_loss: 2.2664 - d_accuracy: 0.8470Epoch 437: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8199 - g_loss: 2.2541 - d_accuracy: 0.8486 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7841 - g_loss: 2.2705 - d_accuracy: 0.8643Epoch 438: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7843 - g_loss: 2.2552 - d_accuracy: 0.8653 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8062 - g_loss: 2.2844 - d_accuracy: 0.8551Epoch 439: D Accuracy = 0.9595 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7992 - g_loss: 2.2820 - d_accuracy: 0.8589 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7759 - g_loss: 2.3142 - d_accuracy: 0.8691Epoch 440: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7735 - g_loss: 2.3503 - d_accuracy: 0.8690 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7934 - g_loss: 2.2242 - d_accuracy: 0.8622Epoch 441: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7945 - g_loss: 2.2063 - d_accuracy: 0.8628 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7993 - g_loss: 2.3441 - d_accuracy: 0.8550Epoch 442: D Accuracy = 0.9054 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7955 - g_loss: 2.3414 - d_accuracy: 0.8568 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8225 - g_loss: 2.2537 - d_accuracy: 0.8475Epoch 443: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8247 - g_loss: 2.2731 - d_accuracy: 0.8448 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7931 - g_loss: 2.3142 - d_accuracy: 0.8610Epoch 444: D Accuracy = 0.9189 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7886 - g_loss: 2.3292 - d_accuracy: 0.8631 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7747 - g_loss: 2.3280 - d_accuracy: 0.8699Epoch 445: D Accuracy = 0.9054 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7747 - g_loss: 2.3098 - d_accuracy: 0.8712 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7913 - g_loss: 2.2974 - d_accuracy: 0.8606Epoch 446: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8035 - g_loss: 2.2652 - d_accuracy: 0.8573 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7902 - g_loss: 2.2990 - d_accuracy: 0.8621Epoch 447: D Accuracy = 0.9054 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7917 - g_loss: 2.2732 - d_accuracy: 0.8636 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7745 - g_loss: 2.3688 - d_accuracy: 0.8692Epoch 448: D Accuracy = 0.7703 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7768 - g_loss: 2.3793 - d_accuracy: 0.8657 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8295 - g_loss: 2.3180 - d_accuracy: 0.8450Epoch 449: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8291 - g_loss: 2.3330 - d_accuracy: 0.8457 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7833 - g_loss: 2.3255 - d_accuracy: 0.8633Epoch 450: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7841 - g_loss: 2.3269 - d_accuracy: 0.8638 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7753 - g_loss: 2.3314 - d_accuracy: 0.8716Epoch 451: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7738 - g_loss: 2.3356 - d_accuracy: 0.8713 Epoch 452/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.8055 - g_loss: 2.2840 - d_accuracy: 0.8597Epoch 452: D Accuracy = 0.9459 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7891 - g_loss: 2.3080 - d_accuracy: 0.8664 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7824 - g_loss: 2.3229 - d_accuracy: 0.8655Epoch 453: D Accuracy = 0.9189 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7797 - g_loss: 2.3129 - d_accuracy: 0.8674 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8793 - g_loss: 2.3501 - d_accuracy: 0.8329Epoch 454: D Accuracy = 0.9189 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8743 - g_loss: 2.3381 - d_accuracy: 0.8360 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7759 - g_loss: 2.3137 - d_accuracy: 0.8692Epoch 455: D Accuracy = 0.9459 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7692 - g_loss: 2.3325 - d_accuracy: 0.8720 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7939 - g_loss: 2.3310 - d_accuracy: 0.8612Epoch 456: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7909 - g_loss: 2.3444 - d_accuracy: 0.8603 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7972 - g_loss: 2.3211 - d_accuracy: 0.8603Epoch 457: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7991 - g_loss: 2.3384 - d_accuracy: 0.8586 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8228 - g_loss: 2.3098 - d_accuracy: 0.8484Epoch 458: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8220 - g_loss: 2.2994 - d_accuracy: 0.8494 Epoch 459/500 25/27 [==========================>...] - ETA: 0s - d_loss: 0.7744 - g_loss: 2.3375 - d_accuracy: 0.8700Epoch 459: D Accuracy = 0.8378 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7749 - g_loss: 2.3192 - d_accuracy: 0.8690 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7552 - g_loss: 2.3820 - d_accuracy: 0.8757Epoch 460: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7578 - g_loss: 2.3774 - d_accuracy: 0.8739 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7528 - g_loss: 2.3603 - d_accuracy: 0.8782Epoch 461: D Accuracy = 0.8919 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7532 - g_loss: 2.3610 - d_accuracy: 0.8787 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7864 - g_loss: 2.3831 - d_accuracy: 0.8605Epoch 462: D Accuracy = 0.9595 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7793 - g_loss: 2.3826 - d_accuracy: 0.8640 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7669 - g_loss: 2.4000 - d_accuracy: 0.8723Epoch 463: D Accuracy = 0.8378 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7664 - g_loss: 2.4217 - d_accuracy: 0.8711
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7594 - g_loss: 2.4040 - d_accuracy: 0.8706Epoch 464: D Accuracy = 0.8784 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7616 - g_loss: 2.3919 - d_accuracy: 0.8709 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7761 - g_loss: 2.3277 - d_accuracy: 0.8667Epoch 465: D Accuracy = 0.8919 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7753 - g_loss: 2.3112 - d_accuracy: 0.8676 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8194 - g_loss: 2.4098 - d_accuracy: 0.8450Epoch 466: D Accuracy = 0.8378 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8152 - g_loss: 2.4348 - d_accuracy: 0.8447 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7752 - g_loss: 2.3766 - d_accuracy: 0.8688Epoch 467: D Accuracy = 0.8514 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7797 - g_loss: 2.3431 - d_accuracy: 0.8681 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8056 - g_loss: 2.3687 - d_accuracy: 0.8527Epoch 468: D Accuracy = 0.9054 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8041 - g_loss: 2.3557 - d_accuracy: 0.8546 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7332 - g_loss: 2.3652 - d_accuracy: 0.8833Epoch 469: D Accuracy = 0.9324 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7281 - g_loss: 2.3720 - d_accuracy: 0.8851 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7681 - g_loss: 2.3494 - d_accuracy: 0.8716Epoch 470: D Accuracy = 0.9054 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7674 - g_loss: 2.3377 - d_accuracy: 0.8728 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7625 - g_loss: 2.3568 - d_accuracy: 0.8688Epoch 471: D Accuracy = 0.7973 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7649 - g_loss: 2.3521 - d_accuracy: 0.8662 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7639 - g_loss: 2.4641 - d_accuracy: 0.8701Epoch 472: D Accuracy = 0.9459 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7574 - g_loss: 2.4811 - d_accuracy: 0.8728 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7499 - g_loss: 2.4568 - d_accuracy: 0.8766Epoch 473: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7606 - g_loss: 2.5105 - d_accuracy: 0.8704 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8526 - g_loss: 2.4029 - d_accuracy: 0.8369Epoch 474: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8646 - g_loss: 2.4240 - d_accuracy: 0.8316 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7728 - g_loss: 2.3625 - d_accuracy: 0.8684Epoch 475: D Accuracy = 0.8108 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7750 - g_loss: 2.3702 - d_accuracy: 0.8664 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7376 - g_loss: 2.3857 - d_accuracy: 0.8822Epoch 476: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7386 - g_loss: 2.3670 - d_accuracy: 0.8821 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8130 - g_loss: 2.4077 - d_accuracy: 0.8470Epoch 477: D Accuracy = 0.9595 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8071 - g_loss: 2.3953 - d_accuracy: 0.8510 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8005 - g_loss: 2.3766 - d_accuracy: 0.8592Epoch 478: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8065 - g_loss: 2.3572 - d_accuracy: 0.8574 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7293 - g_loss: 2.4064 - d_accuracy: 0.8862Epoch 479: D Accuracy = 0.9189 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7237 - g_loss: 2.4272 - d_accuracy: 0.8873 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7358 - g_loss: 2.4407 - d_accuracy: 0.8889Epoch 480: D Accuracy = 0.9189 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7382 - g_loss: 2.4077 - d_accuracy: 0.8900 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7366 - g_loss: 2.4386 - d_accuracy: 0.8850Epoch 481: D Accuracy = 0.9730 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7292 - g_loss: 2.4465 - d_accuracy: 0.8881 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9206 - g_loss: 2.4464 - d_accuracy: 0.8177Epoch 482: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9311 - g_loss: 2.3977 - d_accuracy: 0.8155 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7324 - g_loss: 2.3997 - d_accuracy: 0.8888Epoch 483: D Accuracy = 0.8919 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7298 - g_loss: 2.4168 - d_accuracy: 0.8889 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7549 - g_loss: 2.3845 - d_accuracy: 0.8770Epoch 484: D Accuracy = 0.9730 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7499 - g_loss: 2.3730 - d_accuracy: 0.8805 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7601 - g_loss: 2.4810 - d_accuracy: 0.8682Epoch 485: D Accuracy = 0.8514 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7620 - g_loss: 2.4640 - d_accuracy: 0.8676 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7968 - g_loss: 2.4019 - d_accuracy: 0.8590Epoch 486: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7986 - g_loss: 2.3864 - d_accuracy: 0.8573 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7267 - g_loss: 2.4617 - d_accuracy: 0.8878Epoch 487: D Accuracy = 0.8108 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7292 - g_loss: 2.4949 - d_accuracy: 0.8851 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7596 - g_loss: 2.4394 - d_accuracy: 0.8747Epoch 488: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7701 - g_loss: 2.4757 - d_accuracy: 0.8695 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8058 - g_loss: 2.4229 - d_accuracy: 0.8552Epoch 489: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8155 - g_loss: 2.4513 - d_accuracy: 0.8503 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8138 - g_loss: 2.4026 - d_accuracy: 0.8491Epoch 490: D Accuracy = 0.9054 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8142 - g_loss: 2.3900 - d_accuracy: 0.8511 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7763 - g_loss: 2.3785 - d_accuracy: 0.8649Epoch 491: D Accuracy = 0.8784 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7741 - g_loss: 2.3866 - d_accuracy: 0.8653 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7745 - g_loss: 2.4834 - d_accuracy: 0.8672Epoch 492: D Accuracy = 0.8243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7769 - g_loss: 2.5007 - d_accuracy: 0.8657 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8080 - g_loss: 2.4560 - d_accuracy: 0.8519Epoch 493: D Accuracy = 0.9595 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8006 - g_loss: 2.4630 - d_accuracy: 0.8558 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7525 - g_loss: 2.4322 - d_accuracy: 0.8759Epoch 494: D Accuracy = 0.7973 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7583 - g_loss: 2.4477 - d_accuracy: 0.8731 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7693 - g_loss: 2.4547 - d_accuracy: 0.8733Epoch 495: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7908 - g_loss: 2.4872 - d_accuracy: 0.8658
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8468 - g_loss: 2.4076 - d_accuracy: 0.8434Epoch 496: D Accuracy = 0.9189 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8423 - g_loss: 2.3978 - d_accuracy: 0.8461 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7168 - g_loss: 2.4636 - d_accuracy: 0.8859Epoch 497: D Accuracy = 0.8378 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7188 - g_loss: 2.4880 - d_accuracy: 0.8842 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7746 - g_loss: 2.4047 - d_accuracy: 0.8643Epoch 498: D Accuracy = 0.8919 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7742 - g_loss: 2.3843 - d_accuracy: 0.8653 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7973 - g_loss: 2.4327 - d_accuracy: 0.8539Epoch 499: D Accuracy = 0.8784 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7916 - g_loss: 2.4540 - d_accuracy: 0.8547 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7743 - g_loss: 2.4808 - d_accuracy: 0.8583 Class 9 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.7432 27/27 [==============================] - 1s 40ms/step - d_loss: 0.7774 - g_loss: 2.5381 - d_accuracy: 0.8541 Training DCGAN for class 10... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.0177 - g_loss: 1.6162 - d_accuracy: 0.7969WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0161s vs `on_train_batch_end` time: 0.0175s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.6276 - g_loss: 2.6708 - d_accuracy: 0.9293 Epoch 1: Generator loss improved from inf to 3.1099. Saving weights. Epoch 1: D Accuracy = 0.9812 27/27 [==============================] - 2s 42ms/step - d_loss: 0.6223 - g_loss: 2.6865 - d_accuracy: 0.9311 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5075 - g_loss: 3.5693 - d_accuracy: 0.9627Epoch 2: D Accuracy = 0.9688 27/27 [==============================] - 1s 34ms/step - d_loss: 0.5050 - g_loss: 3.5705 - d_accuracy: 0.9629 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4133 - g_loss: 4.3512 - d_accuracy: 0.9878 Epoch 3: Generator loss improved from 3.1099 to 3.0973. Saving weights. Epoch 3: D Accuracy = 0.9937 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4149 - g_loss: 4.3064 - d_accuracy: 0.9880 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8891 - g_loss: 2.5275 - d_accuracy: 0.8783 Epoch 4: Generator loss improved from 3.0973 to 2.4289. Saving weights. Epoch 4: D Accuracy = 0.9875 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8769 - g_loss: 2.5240 - d_accuracy: 0.8822 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4668 - g_loss: 3.8099 - d_accuracy: 0.9748Epoch 5: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4645 - g_loss: 3.8310 - d_accuracy: 0.9757 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4093 - g_loss: 4.5434 - d_accuracy: 0.9890Epoch 6: D Accuracy = 0.9812 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4095 - g_loss: 4.5520 - d_accuracy: 0.9888 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7328 - g_loss: 3.8598 - d_accuracy: 0.9102 Epoch 7: Generator loss improved from 2.4289 to 1.7048. Saving weights. Epoch 7: D Accuracy = 0.7563 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7448 - g_loss: 3.7829 - d_accuracy: 0.9047 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1608 - g_loss: 1.1935 - d_accuracy: 0.7359 Epoch 8: Generator loss improved from 1.7048 to 1.1295. Saving weights. Epoch 8: D Accuracy = 0.6938 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1622 - g_loss: 1.1912 - d_accuracy: 0.7344 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2066 - g_loss: 1.1220 - d_accuracy: 0.6839 Epoch 9: Generator loss improved from 1.1295 to 0.8922. Saving weights. Epoch 9: D Accuracy = 0.7125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2058 - g_loss: 1.1138 - d_accuracy: 0.6850 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1975 - g_loss: 1.0990 - d_accuracy: 0.6898Epoch 10: D Accuracy = 0.6562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1976 - g_loss: 1.0997 - d_accuracy: 0.6886 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2356 - g_loss: 1.0461 - d_accuracy: 0.6592Epoch 11: D Accuracy = 0.6625 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2333 - g_loss: 1.0516 - d_accuracy: 0.6593 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2432 - g_loss: 1.0575 - d_accuracy: 0.6604Epoch 12: D Accuracy = 0.6313 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2431 - g_loss: 1.0538 - d_accuracy: 0.6593 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2193 - g_loss: 1.0881 - d_accuracy: 0.6708Epoch 13: D Accuracy = 0.5875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2224 - g_loss: 1.1076 - d_accuracy: 0.6678 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1910 - g_loss: 1.0611 - d_accuracy: 0.6931Epoch 14: D Accuracy = 0.6938 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1924 - g_loss: 1.0651 - d_accuracy: 0.6931 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2072 - g_loss: 1.1243 - d_accuracy: 0.6777Epoch 15: D Accuracy = 0.6187 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2077 - g_loss: 1.1281 - d_accuracy: 0.6756 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1876 - g_loss: 1.0821 - d_accuracy: 0.6909Epoch 16: D Accuracy = 0.7250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1876 - g_loss: 1.0760 - d_accuracy: 0.6921 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2112 - g_loss: 1.1193 - d_accuracy: 0.6767Epoch 17: D Accuracy = 0.7437 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2092 - g_loss: 1.1139 - d_accuracy: 0.6791 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2169 - g_loss: 1.1170 - d_accuracy: 0.6635Epoch 18: D Accuracy = 0.6375 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2183 - g_loss: 1.1331 - d_accuracy: 0.6626 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2246 - g_loss: 1.0962 - d_accuracy: 0.6650Epoch 19: D Accuracy = 0.6313 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2237 - g_loss: 1.1034 - d_accuracy: 0.6638 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2150 - g_loss: 1.0791 - d_accuracy: 0.6707Epoch 20: D Accuracy = 0.7375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2114 - g_loss: 1.0838 - d_accuracy: 0.6731 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2429 - g_loss: 1.0822 - d_accuracy: 0.6615Epoch 21: D Accuracy = 0.6562 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2452 - g_loss: 1.0798 - d_accuracy: 0.6613 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2123 - g_loss: 1.0767 - d_accuracy: 0.6751Epoch 22: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2105 - g_loss: 1.0790 - d_accuracy: 0.6760 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.0795 - d_accuracy: 0.6658Epoch 23: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2340 - g_loss: 1.0767 - d_accuracy: 0.6670 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2313 - g_loss: 1.0989 - d_accuracy: 0.6602 Epoch 24: Generator loss improved from 0.8922 to 0.8774. Saving weights. Epoch 24: D Accuracy = 0.6375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2347 - g_loss: 1.0910 - d_accuracy: 0.6594 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2275 - g_loss: 1.0744 - d_accuracy: 0.6710Epoch 25: D Accuracy = 0.6875 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2255 - g_loss: 1.0727 - d_accuracy: 0.6716 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2514 - g_loss: 1.1070 - d_accuracy: 0.6523Epoch 26: D Accuracy = 0.5687 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2533 - g_loss: 1.1190 - d_accuracy: 0.6493 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2097 - g_loss: 1.0720 - d_accuracy: 0.6771Epoch 27: D Accuracy = 0.7375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2067 - g_loss: 1.0718 - d_accuracy: 0.6792 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2270 - g_loss: 1.0997 - d_accuracy: 0.6651Epoch 28: D Accuracy = 0.6875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2261 - g_loss: 1.0930 - d_accuracy: 0.6659 Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2216 - g_loss: 1.0910 - d_accuracy: 0.6730Epoch 29: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2221 - g_loss: 1.0982 - d_accuracy: 0.6713 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2247 - g_loss: 1.1023 - d_accuracy: 0.6771Epoch 30: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2222 - g_loss: 1.1007 - d_accuracy: 0.6797 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.1129 - d_accuracy: 0.6887Epoch 31: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2037 - g_loss: 1.1126 - d_accuracy: 0.6864 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2184 - g_loss: 1.1098 - d_accuracy: 0.6761Epoch 32: D Accuracy = 0.7125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2169 - g_loss: 1.1078 - d_accuracy: 0.6774 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2428 - g_loss: 1.1102 - d_accuracy: 0.6650Epoch 33: D Accuracy = 0.7125 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2417 - g_loss: 1.1060 - d_accuracy: 0.6667 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2219 - g_loss: 1.1010 - d_accuracy: 0.6697Epoch 34: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2214 - g_loss: 1.1001 - d_accuracy: 0.6708 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2065 - g_loss: 1.1093 - d_accuracy: 0.6845Epoch 35: D Accuracy = 0.6875 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2067 - g_loss: 1.1097 - d_accuracy: 0.6846 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2194 - g_loss: 1.1086 - d_accuracy: 0.6769 Epoch 36: Generator loss improved from 0.8774 to 0.8360. Saving weights. Epoch 36: D Accuracy = 0.6875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2226 - g_loss: 1.0989 - d_accuracy: 0.6773 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2127 - g_loss: 1.1365 - d_accuracy: 0.6747Epoch 37: D Accuracy = 0.6625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2091 - g_loss: 1.1492 - d_accuracy: 0.6743 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2083 - g_loss: 1.1156 - d_accuracy: 0.6800Epoch 38: D Accuracy = 0.6812 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2071 - g_loss: 1.1193 - d_accuracy: 0.6801 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 1.1037 - d_accuracy: 0.6718Epoch 39: D Accuracy = 0.6812 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2304 - g_loss: 1.1023 - d_accuracy: 0.6721 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2254 - g_loss: 1.1150 - d_accuracy: 0.6661Epoch 40: D Accuracy = 0.7437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2223 - g_loss: 1.1128 - d_accuracy: 0.6689 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2220 - g_loss: 1.1009 - d_accuracy: 0.6745Epoch 41: D Accuracy = 0.6375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2237 - g_loss: 1.0979 - d_accuracy: 0.6732 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.1487 - d_accuracy: 0.6732Epoch 42: D Accuracy = 0.7625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2206 - g_loss: 1.1424 - d_accuracy: 0.6764 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2174 - g_loss: 1.1000 - d_accuracy: 0.6750Epoch 43: D Accuracy = 0.6625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2162 - g_loss: 1.0921 - d_accuracy: 0.6746 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2138 - g_loss: 1.1120 - d_accuracy: 0.6753Epoch 44: D Accuracy = 0.6562 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2140 - g_loss: 1.1160 - d_accuracy: 0.6747 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2190 - g_loss: 1.1317 - d_accuracy: 0.6818Epoch 45: D Accuracy = 0.6500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2202 - g_loss: 1.1286 - d_accuracy: 0.6806 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.1018 - d_accuracy: 0.6840Epoch 46: D Accuracy = 0.6438 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2085 - g_loss: 1.0964 - d_accuracy: 0.6826 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 1.1341 - d_accuracy: 0.6642Epoch 47: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2383 - g_loss: 1.1295 - d_accuracy: 0.6673 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2077 - g_loss: 1.1236 - d_accuracy: 0.6832Epoch 48: D Accuracy = 0.7563 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2043 - g_loss: 1.1204 - d_accuracy: 0.6859 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2213 - g_loss: 1.1143 - d_accuracy: 0.6709Epoch 49: D Accuracy = 0.7125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2204 - g_loss: 1.1052 - d_accuracy: 0.6724 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2200 - g_loss: 1.1205 - d_accuracy: 0.6777Epoch 50: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2184 - g_loss: 1.1252 - d_accuracy: 0.6785 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.1091 - d_accuracy: 0.6800Epoch 51: D Accuracy = 0.6375 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2143 - g_loss: 1.1135 - d_accuracy: 0.6785 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2288 - g_loss: 1.1101 - d_accuracy: 0.6711Epoch 52: D Accuracy = 0.6125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2314 - g_loss: 1.1035 - d_accuracy: 0.6690 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 1.1101 - d_accuracy: 0.6637Epoch 53: D Accuracy = 0.6438 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2412 - g_loss: 1.1148 - d_accuracy: 0.6630 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2178 - g_loss: 1.0860 - d_accuracy: 0.6805Epoch 54: D Accuracy = 0.7750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2165 - g_loss: 1.0780 - d_accuracy: 0.6838 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2273 - g_loss: 1.1195 - d_accuracy: 0.6654Epoch 55: D Accuracy = 0.5625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2351 - g_loss: 1.1412 - d_accuracy: 0.6617 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2261 - g_loss: 1.0718 - d_accuracy: 0.6661Epoch 56: D Accuracy = 0.7437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2236 - g_loss: 1.0724 - d_accuracy: 0.6689 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2270 - g_loss: 1.1001 - d_accuracy: 0.6666Epoch 57: D Accuracy = 0.7688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2228 - g_loss: 1.0981 - d_accuracy: 0.6703 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2412 - g_loss: 1.0951 - d_accuracy: 0.6560Epoch 58: D Accuracy = 0.5625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2473 - g_loss: 1.1002 - d_accuracy: 0.6526 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2402 - g_loss: 1.0769 - d_accuracy: 0.6565 Epoch 59: Generator loss improved from 0.8360 to 0.7886. Saving weights. Epoch 59: D Accuracy = 0.6500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2435 - g_loss: 1.0666 - d_accuracy: 0.6562 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2417 - g_loss: 1.0957 - d_accuracy: 0.6615Epoch 60: D Accuracy = 0.6562 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2445 - g_loss: 1.0892 - d_accuracy: 0.6613
Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2303 - g_loss: 1.0897 - d_accuracy: 0.6611Epoch 61: D Accuracy = 0.6688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2304 - g_loss: 1.0794 - d_accuracy: 0.6613 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 1.1160 - d_accuracy: 0.6625Epoch 62: D Accuracy = 0.6062 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2249 - g_loss: 1.1287 - d_accuracy: 0.6605 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2155 - g_loss: 1.0982 - d_accuracy: 0.6788Epoch 63: D Accuracy = 0.6125 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2210 - g_loss: 1.1015 - d_accuracy: 0.6764 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2667 - g_loss: 1.0773 - d_accuracy: 0.6476Epoch 64: D Accuracy = 0.6062 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2687 - g_loss: 1.0699 - d_accuracy: 0.6461 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2186 - g_loss: 1.0834 - d_accuracy: 0.6758Epoch 65: D Accuracy = 0.6438 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2199 - g_loss: 1.0946 - d_accuracy: 0.6746 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2489 - g_loss: 1.0650 - d_accuracy: 0.6515 Epoch 66: Generator loss improved from 0.7886 to 0.7320. Saving weights. Epoch 66: D Accuracy = 0.6062 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2503 - g_loss: 1.0531 - d_accuracy: 0.6499 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2243 - g_loss: 1.0786 - d_accuracy: 0.6629Epoch 67: D Accuracy = 0.5812 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2282 - g_loss: 1.0781 - d_accuracy: 0.6600 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2527 - g_loss: 1.0728 - d_accuracy: 0.6506Epoch 68: D Accuracy = 0.6562 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2543 - g_loss: 1.0667 - d_accuracy: 0.6508 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2770 - g_loss: 1.0828 - d_accuracy: 0.6491Epoch 69: D Accuracy = 0.6750 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2752 - g_loss: 1.0759 - d_accuracy: 0.6501 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 1.0725 - d_accuracy: 0.6514Epoch 70: D Accuracy = 0.6812 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2547 - g_loss: 1.0628 - d_accuracy: 0.6525 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 1.0373 - d_accuracy: 0.6467Epoch 71: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2512 - g_loss: 1.0380 - d_accuracy: 0.6442 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2544 - g_loss: 1.0634 - d_accuracy: 0.6467Epoch 72: D Accuracy = 0.5750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2588 - g_loss: 1.0579 - d_accuracy: 0.6442 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 1.0671 - d_accuracy: 0.6547Epoch 73: D Accuracy = 0.6938 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2493 - g_loss: 1.0661 - d_accuracy: 0.6561 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2411 - g_loss: 1.0514 - d_accuracy: 0.6544Epoch 74: D Accuracy = 0.6375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2419 - g_loss: 1.0441 - d_accuracy: 0.6538 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 1.0683 - d_accuracy: 0.6583 Epoch 75: Generator loss improved from 0.7320 to 0.6654. Saving weights. Epoch 75: D Accuracy = 0.5875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2429 - g_loss: 1.0539 - d_accuracy: 0.6558 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2493 - g_loss: 1.0880 - d_accuracy: 0.6486Epoch 76: D Accuracy = 0.5875 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2500 - g_loss: 1.0958 - d_accuracy: 0.6465 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 1.0476 - d_accuracy: 0.6505Epoch 77: D Accuracy = 0.6375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2692 - g_loss: 1.0531 - d_accuracy: 0.6500 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2613 - g_loss: 1.0390 - d_accuracy: 0.6442Epoch 78: D Accuracy = 0.7375 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2568 - g_loss: 1.0404 - d_accuracy: 0.6475 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 1.0324 - d_accuracy: 0.6563Epoch 79: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2425 - g_loss: 1.0226 - d_accuracy: 0.6543 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2389 - g_loss: 1.0581 - d_accuracy: 0.6537Epoch 80: D Accuracy = 0.5562 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2431 - g_loss: 1.0576 - d_accuracy: 0.6502 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2447 - g_loss: 1.0557 - d_accuracy: 0.6540Epoch 81: D Accuracy = 0.6187 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2455 - g_loss: 1.0571 - d_accuracy: 0.6527 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 1.0368 - d_accuracy: 0.6451Epoch 82: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2707 - g_loss: 1.0326 - d_accuracy: 0.6417 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2472 - g_loss: 1.0409 - d_accuracy: 0.6514Epoch 83: D Accuracy = 0.6313 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2485 - g_loss: 1.0298 - d_accuracy: 0.6507 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2632 - g_loss: 1.0557 - d_accuracy: 0.6465Epoch 84: D Accuracy = 0.5875 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2639 - g_loss: 1.0711 - d_accuracy: 0.6444 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 1.0129 - d_accuracy: 0.6413Epoch 85: D Accuracy = 0.6437 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2608 - g_loss: 1.0095 - d_accuracy: 0.6414 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2532 - g_loss: 1.0583 - d_accuracy: 0.6477Epoch 86: D Accuracy = 0.6625 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2517 - g_loss: 1.0551 - d_accuracy: 0.6482 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2415 - g_loss: 1.0439 - d_accuracy: 0.6565Epoch 87: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2409 - g_loss: 1.0499 - d_accuracy: 0.6554 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2575 - g_loss: 1.0484 - d_accuracy: 0.6420Epoch 88: D Accuracy = 0.5562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2600 - g_loss: 1.0556 - d_accuracy: 0.6389 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2526 - g_loss: 1.0578 - d_accuracy: 0.6482Epoch 89: D Accuracy = 0.7250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2485 - g_loss: 1.0652 - d_accuracy: 0.6510 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2685 - g_loss: 1.0523 - d_accuracy: 0.6479Epoch 90: D Accuracy = 0.6812 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2677 - g_loss: 1.0435 - d_accuracy: 0.6491 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2579 - g_loss: 1.0453 - d_accuracy: 0.6479Epoch 91: D Accuracy = 0.6562 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2580 - g_loss: 1.0488 - d_accuracy: 0.6482 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2387 - g_loss: 1.0407 - d_accuracy: 0.6629Epoch 92: D Accuracy = 0.7063 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2376 - g_loss: 1.0436 - d_accuracy: 0.6644
Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2412 - g_loss: 1.0507 - d_accuracy: 0.6552Epoch 93: D Accuracy = 0.6313 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2436 - g_loss: 1.0522 - d_accuracy: 0.6543 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2550 - g_loss: 1.0680 - d_accuracy: 0.6505Epoch 94: D Accuracy = 0.6375 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2553 - g_loss: 1.0603 - d_accuracy: 0.6500 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2529 - g_loss: 1.0541 - d_accuracy: 0.6533Epoch 95: D Accuracy = 0.7125 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2499 - g_loss: 1.0516 - d_accuracy: 0.6554 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 1.0596 - d_accuracy: 0.6576Epoch 96: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2353 - g_loss: 1.0635 - d_accuracy: 0.6564 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2303 - g_loss: 1.0614 - d_accuracy: 0.6717Epoch 97: D Accuracy = 0.7063 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2293 - g_loss: 1.0569 - d_accuracy: 0.6729 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2622 - g_loss: 1.0772 - d_accuracy: 0.6452Epoch 98: D Accuracy = 0.7375 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2569 - g_loss: 1.0793 - d_accuracy: 0.6485 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2532 - g_loss: 1.0352 - d_accuracy: 0.6439Epoch 99: D Accuracy = 0.6625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2541 - g_loss: 1.0270 - d_accuracy: 0.6446 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 1.0670 - d_accuracy: 0.6436 Class 10 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.6812 27/27 [==============================] - 1s 45ms/step - d_loss: 1.2513 - g_loss: 1.0729 - d_accuracy: 0.6449 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2385 - g_loss: 1.0425 - d_accuracy: 0.6541Epoch 101: D Accuracy = 0.6812 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2389 - g_loss: 1.0355 - d_accuracy: 0.6551 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2311 - g_loss: 1.0707 - d_accuracy: 0.6643Epoch 102: D Accuracy = 0.6750 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2297 - g_loss: 1.0775 - d_accuracy: 0.6647 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2869 - g_loss: 1.0698 - d_accuracy: 0.6319Epoch 103: D Accuracy = 0.6313 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2880 - g_loss: 1.0622 - d_accuracy: 0.6319 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2259 - g_loss: 1.0591 - d_accuracy: 0.6694Epoch 104: D Accuracy = 0.6687 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2282 - g_loss: 1.0479 - d_accuracy: 0.6694 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 1.0827 - d_accuracy: 0.6620Epoch 105: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2400 - g_loss: 1.0816 - d_accuracy: 0.6615 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2472 - g_loss: 1.0551 - d_accuracy: 0.6523 Epoch 106: Generator loss improved from 0.6654 to 0.6386. Saving weights. Epoch 106: D Accuracy = 0.6125 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2521 - g_loss: 1.0403 - d_accuracy: 0.6509 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2105 - g_loss: 1.0847 - d_accuracy: 0.6769Epoch 107: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2142 - g_loss: 1.0835 - d_accuracy: 0.6741 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.0808 - d_accuracy: 0.6626Epoch 108: D Accuracy = 0.6625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2337 - g_loss: 1.0803 - d_accuracy: 0.6626 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2228 - g_loss: 1.0880 - d_accuracy: 0.6723Epoch 109: D Accuracy = 0.6688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2228 - g_loss: 1.0892 - d_accuracy: 0.6722 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2294 - g_loss: 1.0866 - d_accuracy: 0.6704Epoch 110: D Accuracy = 0.6625 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2288 - g_loss: 1.0852 - d_accuracy: 0.6701 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0975 - d_accuracy: 0.6731Epoch 111: D Accuracy = 0.6438 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2133 - g_loss: 1.1111 - d_accuracy: 0.6721 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2110 - g_loss: 1.1073 - d_accuracy: 0.6769Epoch 112: D Accuracy = 0.5500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2127 - g_loss: 1.1227 - d_accuracy: 0.6724 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2200 - g_loss: 1.0839 - d_accuracy: 0.6749Epoch 113: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2186 - g_loss: 1.0738 - d_accuracy: 0.6766 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1980 - g_loss: 1.1035 - d_accuracy: 0.6859Epoch 114: D Accuracy = 0.6313 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1982 - g_loss: 1.1151 - d_accuracy: 0.6839 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 1.0947 - d_accuracy: 0.6735Epoch 115: D Accuracy = 0.6687 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2268 - g_loss: 1.0861 - d_accuracy: 0.6733 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2155 - g_loss: 1.1361 - d_accuracy: 0.6695Epoch 116: D Accuracy = 0.6438 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2158 - g_loss: 1.1419 - d_accuracy: 0.6686 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2100 - g_loss: 1.1442 - d_accuracy: 0.6710Epoch 117: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2101 - g_loss: 1.1505 - d_accuracy: 0.6694 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1991 - g_loss: 1.1134 - d_accuracy: 0.6915Epoch 118: D Accuracy = 0.8313 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1936 - g_loss: 1.1123 - d_accuracy: 0.6965 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1863 - g_loss: 1.1200 - d_accuracy: 0.6918Epoch 119: D Accuracy = 0.7188 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1859 - g_loss: 1.1241 - d_accuracy: 0.6928 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2057 - g_loss: 1.0923 - d_accuracy: 0.6803Epoch 120: D Accuracy = 0.6500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2062 - g_loss: 1.0949 - d_accuracy: 0.6792 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2157 - g_loss: 1.1317 - d_accuracy: 0.6636Epoch 121: D Accuracy = 0.6875 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2156 - g_loss: 1.1202 - d_accuracy: 0.6645 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1817 - g_loss: 1.1293 - d_accuracy: 0.6959Epoch 122: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1802 - g_loss: 1.1319 - d_accuracy: 0.6961 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1502 - g_loss: 1.1442 - d_accuracy: 0.7148Epoch 123: D Accuracy = 0.7250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1529 - g_loss: 1.1295 - d_accuracy: 0.7152 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1980 - g_loss: 1.1638 - d_accuracy: 0.6890Epoch 124: D Accuracy = 0.7250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1963 - g_loss: 1.1573 - d_accuracy: 0.6903 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1820 - g_loss: 1.1599 - d_accuracy: 0.6919Epoch 125: D Accuracy = 0.7563 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1801 - g_loss: 1.1580 - d_accuracy: 0.6942 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1922 - g_loss: 1.1346 - d_accuracy: 0.6886Epoch 126: D Accuracy = 0.6938 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1952 - g_loss: 1.1197 - d_accuracy: 0.6888 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1830 - g_loss: 1.1728 - d_accuracy: 0.6977Epoch 127: D Accuracy = 0.7125 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1819 - g_loss: 1.1675 - d_accuracy: 0.6982 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.1621 - d_accuracy: 0.6821Epoch 128: D Accuracy = 0.7125 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1991 - g_loss: 1.1500 - d_accuracy: 0.6831 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1775 - g_loss: 1.1813 - d_accuracy: 0.6899Epoch 129: D Accuracy = 0.6438 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1758 - g_loss: 1.1893 - d_accuracy: 0.6883 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1534 - g_loss: 1.1671 - d_accuracy: 0.7073Epoch 130: D Accuracy = 0.6375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1554 - g_loss: 1.1755 - d_accuracy: 0.7049 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1817 - g_loss: 1.1508 - d_accuracy: 0.7039Epoch 131: D Accuracy = 0.8188 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1757 - g_loss: 1.1530 - d_accuracy: 0.7080 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1798 - g_loss: 1.1743 - d_accuracy: 0.6979Epoch 132: D Accuracy = 0.6625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1834 - g_loss: 1.1607 - d_accuracy: 0.6966 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1565 - g_loss: 1.2336 - d_accuracy: 0.7030Epoch 133: D Accuracy = 0.6875 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1559 - g_loss: 1.2293 - d_accuracy: 0.7024 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1435 - g_loss: 1.1719 - d_accuracy: 0.7191Epoch 134: D Accuracy = 0.6187 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1461 - g_loss: 1.1831 - d_accuracy: 0.7155 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1662 - g_loss: 1.1821 - d_accuracy: 0.6998Epoch 135: D Accuracy = 0.6875 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1672 - g_loss: 1.1695 - d_accuracy: 0.6994 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1414 - g_loss: 1.1923 - d_accuracy: 0.7218Epoch 136: D Accuracy = 0.7937 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1386 - g_loss: 1.1905 - d_accuracy: 0.7244 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1495 - g_loss: 1.2214 - d_accuracy: 0.7043Epoch 137: D Accuracy = 0.6750 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1529 - g_loss: 1.2057 - d_accuracy: 0.7032 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1618 - g_loss: 1.2170 - d_accuracy: 0.7045Epoch 138: D Accuracy = 0.6812 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1601 - g_loss: 1.2189 - d_accuracy: 0.7037 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1491 - g_loss: 1.2393 - d_accuracy: 0.7058Epoch 139: D Accuracy = 0.7125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1478 - g_loss: 1.2440 - d_accuracy: 0.7060 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1401 - g_loss: 1.2317 - d_accuracy: 0.7221Epoch 140: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1371 - g_loss: 1.2515 - d_accuracy: 0.7213 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1430 - g_loss: 1.1895 - d_accuracy: 0.7149Epoch 141: D Accuracy = 0.8062 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1398 - g_loss: 1.1860 - d_accuracy: 0.7182 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1398 - g_loss: 1.2544 - d_accuracy: 0.7120Epoch 142: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1461 - g_loss: 1.2811 - d_accuracy: 0.7069 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1235 - g_loss: 1.2155 - d_accuracy: 0.7269Epoch 143: D Accuracy = 0.8062 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1202 - g_loss: 1.2164 - d_accuracy: 0.7297 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1439 - g_loss: 1.2320 - d_accuracy: 0.7131Epoch 144: D Accuracy = 0.7625 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1440 - g_loss: 1.2246 - d_accuracy: 0.7149 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1520 - g_loss: 1.2893 - d_accuracy: 0.7019Epoch 145: D Accuracy = 0.6500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1498 - g_loss: 1.3176 - d_accuracy: 0.7000 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1178 - g_loss: 1.2416 - d_accuracy: 0.7326Epoch 146: D Accuracy = 0.7063 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1172 - g_loss: 1.2538 - d_accuracy: 0.7317 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0919 - g_loss: 1.2567 - d_accuracy: 0.7392Epoch 147: D Accuracy = 0.6812 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0936 - g_loss: 1.2590 - d_accuracy: 0.7371 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1370 - g_loss: 1.2798 - d_accuracy: 0.7237Epoch 148: D Accuracy = 0.6062 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1415 - g_loss: 1.2922 - d_accuracy: 0.7195 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1349 - g_loss: 1.2580 - d_accuracy: 0.7234Epoch 149: D Accuracy = 0.5750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1423 - g_loss: 1.2819 - d_accuracy: 0.7181 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0967 - g_loss: 1.2724 - d_accuracy: 0.7365Epoch 150: D Accuracy = 0.6750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0973 - g_loss: 1.2869 - d_accuracy: 0.7343 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1189 - g_loss: 1.2568 - d_accuracy: 0.7278Epoch 151: D Accuracy = 0.7375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1191 - g_loss: 1.2489 - d_accuracy: 0.7282 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1045 - g_loss: 1.2826 - d_accuracy: 0.7395Epoch 152: D Accuracy = 0.7937 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1009 - g_loss: 1.2860 - d_accuracy: 0.7414 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1078 - g_loss: 1.2938 - d_accuracy: 0.7333Epoch 153: D Accuracy = 0.7250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1095 - g_loss: 1.2880 - d_accuracy: 0.7330 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1023 - g_loss: 1.2936 - d_accuracy: 0.7330Epoch 154: D Accuracy = 0.6438 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1035 - g_loss: 1.3061 - d_accuracy: 0.7299 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0873 - g_loss: 1.2921 - d_accuracy: 0.7445Epoch 155: D Accuracy = 0.5813 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0926 - g_loss: 1.3147 - d_accuracy: 0.7386 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0966 - g_loss: 1.2791 - d_accuracy: 0.7406Epoch 156: D Accuracy = 0.7687 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0950 - g_loss: 1.2786 - d_accuracy: 0.7416 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0922 - g_loss: 1.3094 - d_accuracy: 0.7441Epoch 157: D Accuracy = 0.7750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0892 - g_loss: 1.3140 - d_accuracy: 0.7452 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1130 - g_loss: 1.3283 - d_accuracy: 0.7225Epoch 158: D Accuracy = 0.5813 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1161 - g_loss: 1.3550 - d_accuracy: 0.7174 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0900 - g_loss: 1.2901 - d_accuracy: 0.7409Epoch 159: D Accuracy = 0.7812 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0875 - g_loss: 1.2872 - d_accuracy: 0.7423 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1089 - g_loss: 1.3338 - d_accuracy: 0.7357Epoch 160: D Accuracy = 0.6187 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1120 - g_loss: 1.3478 - d_accuracy: 0.7316 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0864 - g_loss: 1.3028 - d_accuracy: 0.7424Epoch 161: D Accuracy = 0.6750 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0859 - g_loss: 1.3186 - d_accuracy: 0.7400 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1096 - g_loss: 1.3132 - d_accuracy: 0.7314Epoch 162: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1187 - g_loss: 1.3400 - d_accuracy: 0.7267 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0831 - g_loss: 1.3073 - d_accuracy: 0.7506Epoch 163: D Accuracy = 0.7625 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0833 - g_loss: 1.3016 - d_accuracy: 0.7510
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0843 - g_loss: 1.3327 - d_accuracy: 0.7428Epoch 164: D Accuracy = 0.7312 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0796 - g_loss: 1.3486 - d_accuracy: 0.7424 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0971 - g_loss: 1.3457 - d_accuracy: 0.7394Epoch 165: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0955 - g_loss: 1.3557 - d_accuracy: 0.7389 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.3161 - d_accuracy: 0.7606Epoch 166: D Accuracy = 0.7812 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0615 - g_loss: 1.3004 - d_accuracy: 0.7613 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0801 - g_loss: 1.3601 - d_accuracy: 0.7525Epoch 167: D Accuracy = 0.8062 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0777 - g_loss: 1.3608 - d_accuracy: 0.7544 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0885 - g_loss: 1.3398 - d_accuracy: 0.7433Epoch 168: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0873 - g_loss: 1.3294 - d_accuracy: 0.7453 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0636 - g_loss: 1.3518 - d_accuracy: 0.7527Epoch 169: D Accuracy = 0.6875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0664 - g_loss: 1.3471 - d_accuracy: 0.7504 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0800 - g_loss: 1.3726 - d_accuracy: 0.7426Epoch 170: D Accuracy = 0.7563 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0798 - g_loss: 1.3683 - d_accuracy: 0.7431 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0727 - g_loss: 1.3554 - d_accuracy: 0.7550Epoch 171: D Accuracy = 0.7688 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0721 - g_loss: 1.3542 - d_accuracy: 0.7555 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0700 - g_loss: 1.3874 - d_accuracy: 0.7459Epoch 172: D Accuracy = 0.6562 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0729 - g_loss: 1.4062 - d_accuracy: 0.7427 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0506 - g_loss: 1.3459 - d_accuracy: 0.7659Epoch 173: D Accuracy = 0.7687 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0523 - g_loss: 1.3325 - d_accuracy: 0.7660 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0613 - g_loss: 1.3754 - d_accuracy: 0.7583Epoch 174: D Accuracy = 0.7125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0610 - g_loss: 1.3881 - d_accuracy: 0.7567 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0418 - g_loss: 1.3981 - d_accuracy: 0.7603Epoch 175: D Accuracy = 0.6875 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0449 - g_loss: 1.4084 - d_accuracy: 0.7577 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0671 - g_loss: 1.4072 - d_accuracy: 0.7517Epoch 176: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0636 - g_loss: 1.4127 - d_accuracy: 0.7534 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0523 - g_loss: 1.3858 - d_accuracy: 0.7582Epoch 177: D Accuracy = 0.6750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0555 - g_loss: 1.3918 - d_accuracy: 0.7552 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0676 - g_loss: 1.3588 - d_accuracy: 0.7468Epoch 178: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0714 - g_loss: 1.3386 - d_accuracy: 0.7452 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0118 - g_loss: 1.4211 - d_accuracy: 0.7783Epoch 179: D Accuracy = 0.8062 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0117 - g_loss: 1.4188 - d_accuracy: 0.7793 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0658 - g_loss: 1.4025 - d_accuracy: 0.7486Epoch 180: D Accuracy = 0.7563 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0692 - g_loss: 1.3838 - d_accuracy: 0.7489 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0186 - g_loss: 1.4305 - d_accuracy: 0.7758Epoch 181: D Accuracy = 0.7937 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0199 - g_loss: 1.4259 - d_accuracy: 0.7764 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0320 - g_loss: 1.4385 - d_accuracy: 0.7716Epoch 182: D Accuracy = 0.8438 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0275 - g_loss: 1.4435 - d_accuracy: 0.7741 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9993 - g_loss: 1.4296 - d_accuracy: 0.7910Epoch 183: D Accuracy = 0.7875 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9991 - g_loss: 1.4304 - d_accuracy: 0.7909 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0880 - g_loss: 1.4749 - d_accuracy: 0.7325Epoch 184: D Accuracy = 0.6062 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0914 - g_loss: 1.4987 - d_accuracy: 0.7280 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0009 - g_loss: 1.4305 - d_accuracy: 0.7873Epoch 185: D Accuracy = 0.8438 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9974 - g_loss: 1.4372 - d_accuracy: 0.7893 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0257 - g_loss: 1.4515 - d_accuracy: 0.7677Epoch 186: D Accuracy = 0.7125 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0256 - g_loss: 1.4496 - d_accuracy: 0.7657 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0475 - g_loss: 1.4616 - d_accuracy: 0.7542Epoch 187: D Accuracy = 0.6125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0507 - g_loss: 1.4934 - d_accuracy: 0.7491 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9960 - g_loss: 1.4348 - d_accuracy: 0.7907Epoch 188: D Accuracy = 0.8125 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9948 - g_loss: 1.4272 - d_accuracy: 0.7914 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0310 - g_loss: 1.5067 - d_accuracy: 0.7640Epoch 189: D Accuracy = 0.6875 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0330 - g_loss: 1.5232 - d_accuracy: 0.7613 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0271 - g_loss: 1.4489 - d_accuracy: 0.7685Epoch 190: D Accuracy = 0.7625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0317 - g_loss: 1.4276 - d_accuracy: 0.7683 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9746 - g_loss: 1.4693 - d_accuracy: 0.7976Epoch 191: D Accuracy = 0.8438 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9741 - g_loss: 1.4634 - d_accuracy: 0.7992 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0414 - g_loss: 1.5092 - d_accuracy: 0.7638Epoch 192: D Accuracy = 0.6938 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0449 - g_loss: 1.5242 - d_accuracy: 0.7613 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0265 - g_loss: 1.4463 - d_accuracy: 0.7723Epoch 193: D Accuracy = 0.8125 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0261 - g_loss: 1.4361 - d_accuracy: 0.7737 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9872 - g_loss: 1.4708 - d_accuracy: 0.7901Epoch 194: D Accuracy = 0.8250 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9880 - g_loss: 1.4596 - d_accuracy: 0.7914 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9982 - g_loss: 1.5428 - d_accuracy: 0.7785Epoch 195: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0012 - g_loss: 1.5559 - d_accuracy: 0.7757
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0309 - g_loss: 1.5105 - d_accuracy: 0.7716Epoch 196: D Accuracy = 0.7875 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0286 - g_loss: 1.5152 - d_accuracy: 0.7722 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0259 - g_loss: 1.5158 - d_accuracy: 0.7661Epoch 197: D Accuracy = 0.7875 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0260 - g_loss: 1.5055 - d_accuracy: 0.7669 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9837 - g_loss: 1.5045 - d_accuracy: 0.7955Epoch 198: D Accuracy = 0.8375 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9803 - g_loss: 1.5133 - d_accuracy: 0.7970 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0168 - g_loss: 1.5381 - d_accuracy: 0.7737Epoch 199: D Accuracy = 0.8813 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0097 - g_loss: 1.5425 - d_accuracy: 0.7775 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0126 - g_loss: 1.5272 - d_accuracy: 0.7775 Class 10 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.7125 27/27 [==============================] - 1s 41ms/step - d_loss: 1.0151 - g_loss: 1.5251 - d_accuracy: 0.7752 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9780 - g_loss: 1.5334 - d_accuracy: 0.7951Epoch 201: D Accuracy = 0.7375 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9768 - g_loss: 1.5582 - d_accuracy: 0.7931 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0085 - g_loss: 1.5522 - d_accuracy: 0.7779Epoch 202: D Accuracy = 0.6313 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0137 - g_loss: 1.5843 - d_accuracy: 0.7726 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0149 - g_loss: 1.5366 - d_accuracy: 0.7707Epoch 203: D Accuracy = 0.8250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0123 - g_loss: 1.5260 - d_accuracy: 0.7727 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9536 - g_loss: 1.5414 - d_accuracy: 0.8041Epoch 204: D Accuracy = 0.7812 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9506 - g_loss: 1.5558 - d_accuracy: 0.8033 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9668 - g_loss: 1.5465 - d_accuracy: 0.7980Epoch 205: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9644 - g_loss: 1.5381 - d_accuracy: 0.8008 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9584 - g_loss: 1.5388 - d_accuracy: 0.8023Epoch 206: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9667 - g_loss: 1.5125 - d_accuracy: 0.7986 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0035 - g_loss: 1.5915 - d_accuracy: 0.7805Epoch 207: D Accuracy = 0.8750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9997 - g_loss: 1.5860 - d_accuracy: 0.7839 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9447 - g_loss: 1.5607 - d_accuracy: 0.8094Epoch 208: D Accuracy = 0.8375 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9449 - g_loss: 1.5474 - d_accuracy: 0.8104 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0036 - g_loss: 1.5987 - d_accuracy: 0.7796Epoch 209: D Accuracy = 0.8375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0030 - g_loss: 1.5904 - d_accuracy: 0.7816 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9518 - g_loss: 1.5886 - d_accuracy: 0.8043Epoch 210: D Accuracy = 0.7312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9540 - g_loss: 1.5949 - d_accuracy: 0.8017 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9869 - g_loss: 1.5646 - d_accuracy: 0.7874Epoch 211: D Accuracy = 0.8312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9860 - g_loss: 1.5463 - d_accuracy: 0.7890 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0112 - g_loss: 1.6096 - d_accuracy: 0.7732Epoch 212: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0143 - g_loss: 1.6194 - d_accuracy: 0.7715 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9429 - g_loss: 1.5681 - d_accuracy: 0.8085Epoch 213: D Accuracy = 0.7875 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9480 - g_loss: 1.5458 - d_accuracy: 0.8078 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9793 - g_loss: 1.5754 - d_accuracy: 0.7980Epoch 214: D Accuracy = 0.8188 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9756 - g_loss: 1.5804 - d_accuracy: 0.7987 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9581 - g_loss: 1.5727 - d_accuracy: 0.8058Epoch 215: D Accuracy = 0.8438 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9577 - g_loss: 1.5704 - d_accuracy: 0.8072 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9533 - g_loss: 1.6022 - d_accuracy: 0.8075Epoch 216: D Accuracy = 0.7625 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9585 - g_loss: 1.5981 - d_accuracy: 0.8059 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9934 - g_loss: 1.6332 - d_accuracy: 0.7839Epoch 217: D Accuracy = 0.8250 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9894 - g_loss: 1.6385 - d_accuracy: 0.7854 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9433 - g_loss: 1.6065 - d_accuracy: 0.8070Epoch 218: D Accuracy = 0.8937 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9387 - g_loss: 1.6074 - d_accuracy: 0.8101 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9261 - g_loss: 1.6461 - d_accuracy: 0.8087Epoch 219: D Accuracy = 0.8188 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9244 - g_loss: 1.6572 - d_accuracy: 0.8090 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9478 - g_loss: 1.6753 - d_accuracy: 0.7987Epoch 220: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9471 - g_loss: 1.6856 - d_accuracy: 0.7988 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9263 - g_loss: 1.6099 - d_accuracy: 0.8176Epoch 221: D Accuracy = 0.8250 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9285 - g_loss: 1.5968 - d_accuracy: 0.8179 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9526 - g_loss: 1.6604 - d_accuracy: 0.7978Epoch 222: D Accuracy = 0.7312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9549 - g_loss: 1.6620 - d_accuracy: 0.7954 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9659 - g_loss: 1.6617 - d_accuracy: 0.7933Epoch 223: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9672 - g_loss: 1.6803 - d_accuracy: 0.7917 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9172 - g_loss: 1.6500 - d_accuracy: 0.8255Epoch 224: D Accuracy = 0.8188 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9184 - g_loss: 1.6438 - d_accuracy: 0.8252 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9723 - g_loss: 1.6575 - d_accuracy: 0.7899Epoch 225: D Accuracy = 0.7812 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9715 - g_loss: 1.6618 - d_accuracy: 0.7896 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9335 - g_loss: 1.6793 - d_accuracy: 0.8081Epoch 226: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9339 - g_loss: 1.6962 - d_accuracy: 0.8078 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9424 - g_loss: 1.6586 - d_accuracy: 0.8001Epoch 227: D Accuracy = 0.7937 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9429 - g_loss: 1.6634 - d_accuracy: 0.7999 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9180 - g_loss: 1.6793 - d_accuracy: 0.8168Epoch 228: D Accuracy = 0.8750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9159 - g_loss: 1.6710 - d_accuracy: 0.8189 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9419 - g_loss: 1.6724 - d_accuracy: 0.8044Epoch 229: D Accuracy = 0.7937 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9433 - g_loss: 1.6663 - d_accuracy: 0.8040 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9835 - g_loss: 1.6434 - d_accuracy: 0.7823Epoch 230: D Accuracy = 0.7125 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9912 - g_loss: 1.6152 - d_accuracy: 0.7798 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9362 - g_loss: 1.6909 - d_accuracy: 0.8102Epoch 231: D Accuracy = 0.7437 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9437 - g_loss: 1.6611 - d_accuracy: 0.8079 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9566 - g_loss: 1.7068 - d_accuracy: 0.7971Epoch 232: D Accuracy = 0.7875 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9599 - g_loss: 1.6841 - d_accuracy: 0.7968 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8948 - g_loss: 1.6804 - d_accuracy: 0.8294Epoch 233: D Accuracy = 0.8813 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8921 - g_loss: 1.6781 - d_accuracy: 0.8312 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8993 - g_loss: 1.7038 - d_accuracy: 0.8224Epoch 234: D Accuracy = 0.8188 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8987 - g_loss: 1.7035 - d_accuracy: 0.8223 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9224 - g_loss: 1.7321 - d_accuracy: 0.8201Epoch 235: D Accuracy = 0.8813 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9212 - g_loss: 1.7173 - d_accuracy: 0.8223 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9245 - g_loss: 1.6948 - d_accuracy: 0.8145Epoch 236: D Accuracy = 0.7875 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9275 - g_loss: 1.6745 - d_accuracy: 0.8135 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9019 - g_loss: 1.7399 - d_accuracy: 0.8240Epoch 237: D Accuracy = 0.8062 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9010 - g_loss: 1.7475 - d_accuracy: 0.8234 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9390 - g_loss: 1.7293 - d_accuracy: 0.8080Epoch 238: D Accuracy = 0.8438 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9389 - g_loss: 1.7158 - d_accuracy: 0.8093 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9041 - g_loss: 1.7295 - d_accuracy: 0.8228Epoch 239: D Accuracy = 0.9187 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8985 - g_loss: 1.7341 - d_accuracy: 0.8262 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9372 - g_loss: 1.8029 - d_accuracy: 0.8082Epoch 240: D Accuracy = 0.7563 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9384 - g_loss: 1.8114 - d_accuracy: 0.8064 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9072 - g_loss: 1.7115 - d_accuracy: 0.8212Epoch 241: D Accuracy = 0.8125 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9051 - g_loss: 1.7276 - d_accuracy: 0.8209 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9031 - g_loss: 1.7486 - d_accuracy: 0.8234Epoch 242: D Accuracy = 0.8562 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9000 - g_loss: 1.7478 - d_accuracy: 0.8246 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9303 - g_loss: 1.7607 - d_accuracy: 0.8127Epoch 243: D Accuracy = 0.9187 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9262 - g_loss: 1.7514 - d_accuracy: 0.8165 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8976 - g_loss: 1.7501 - d_accuracy: 0.8255Epoch 244: D Accuracy = 0.7688 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9007 - g_loss: 1.7561 - d_accuracy: 0.8235 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8904 - g_loss: 1.7457 - d_accuracy: 0.8323Epoch 245: D Accuracy = 0.8313 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8925 - g_loss: 1.7304 - d_accuracy: 0.8323 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9593 - g_loss: 1.7731 - d_accuracy: 0.7967Epoch 246: D Accuracy = 0.8625 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9555 - g_loss: 1.7658 - d_accuracy: 0.7991 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9216 - g_loss: 1.7712 - d_accuracy: 0.8144Epoch 247: D Accuracy = 0.8250 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9208 - g_loss: 1.7843 - d_accuracy: 0.8148 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8954 - g_loss: 1.7562 - d_accuracy: 0.8310Epoch 248: D Accuracy = 0.9062 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8927 - g_loss: 1.7507 - d_accuracy: 0.8337 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9082 - g_loss: 1.7801 - d_accuracy: 0.8210Epoch 249: D Accuracy = 0.8438 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9058 - g_loss: 1.7869 - d_accuracy: 0.8218 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8938 - g_loss: 1.8017 - d_accuracy: 0.8242Epoch 250: D Accuracy = 0.7375 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8956 - g_loss: 1.8203 - d_accuracy: 0.8211 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8745 - g_loss: 1.7657 - d_accuracy: 0.8388Epoch 251: D Accuracy = 0.8625 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8728 - g_loss: 1.7718 - d_accuracy: 0.8396 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9585 - g_loss: 1.7825 - d_accuracy: 0.7885Epoch 252: D Accuracy = 0.7750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9581 - g_loss: 1.7742 - d_accuracy: 0.7881 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8795 - g_loss: 1.7679 - d_accuracy: 0.8356Epoch 253: D Accuracy = 0.8438 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8803 - g_loss: 1.7545 - d_accuracy: 0.8359 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8902 - g_loss: 1.8152 - d_accuracy: 0.8245Epoch 254: D Accuracy = 0.7375 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8932 - g_loss: 1.8420 - d_accuracy: 0.8214 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8865 - g_loss: 1.7928 - d_accuracy: 0.8310Epoch 255: D Accuracy = 0.8250 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8884 - g_loss: 1.7735 - d_accuracy: 0.8308 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8758 - g_loss: 1.8218 - d_accuracy: 0.8361Epoch 256: D Accuracy = 0.8125 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8814 - g_loss: 1.7914 - d_accuracy: 0.8352 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8894 - g_loss: 1.8157 - d_accuracy: 0.8315Epoch 257: D Accuracy = 0.7875 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8969 - g_loss: 1.7825 - d_accuracy: 0.8300 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9015 - g_loss: 1.8539 - d_accuracy: 0.8202Epoch 258: D Accuracy = 0.6562 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9110 - g_loss: 1.8858 - d_accuracy: 0.8143 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8870 - g_loss: 1.8150 - d_accuracy: 0.8293Epoch 259: D Accuracy = 0.8250 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8911 - g_loss: 1.7891 - d_accuracy: 0.8292 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8914 - g_loss: 1.8423 - d_accuracy: 0.8301Epoch 260: D Accuracy = 0.9000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8898 - g_loss: 1.8272 - d_accuracy: 0.8326 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8660 - g_loss: 1.8552 - d_accuracy: 0.8374Epoch 261: D Accuracy = 0.8562 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8660 - g_loss: 1.8388 - d_accuracy: 0.8381 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8508 - g_loss: 1.8644 - d_accuracy: 0.8458Epoch 262: D Accuracy = 0.8250 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8558 - g_loss: 1.8475 - d_accuracy: 0.8451 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8904 - g_loss: 1.8905 - d_accuracy: 0.8257Epoch 263: D Accuracy = 0.8687 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8882 - g_loss: 1.8943 - d_accuracy: 0.8273
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8805 - g_loss: 1.8423 - d_accuracy: 0.8289Epoch 264: D Accuracy = 0.8687 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8783 - g_loss: 1.8382 - d_accuracy: 0.8303 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8983 - g_loss: 1.8571 - d_accuracy: 0.8199Epoch 265: D Accuracy = 0.6062 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9076 - g_loss: 1.8960 - d_accuracy: 0.8123 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8907 - g_loss: 1.8451 - d_accuracy: 0.8259Epoch 266: D Accuracy = 0.8312 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8923 - g_loss: 1.8362 - d_accuracy: 0.8261 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8385 - g_loss: 1.8707 - d_accuracy: 0.8490Epoch 267: D Accuracy = 0.8687 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8376 - g_loss: 1.8666 - d_accuracy: 0.8497 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9111 - g_loss: 1.8787 - d_accuracy: 0.8126Epoch 268: D Accuracy = 0.8500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9110 - g_loss: 1.8611 - d_accuracy: 0.8139 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8313 - g_loss: 1.8961 - d_accuracy: 0.8544Epoch 269: D Accuracy = 0.9250 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8259 - g_loss: 1.8983 - d_accuracy: 0.8569 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8817 - g_loss: 1.9167 - d_accuracy: 0.8260Epoch 270: D Accuracy = 0.6812 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8870 - g_loss: 1.9498 - d_accuracy: 0.8208 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8767 - g_loss: 1.8447 - d_accuracy: 0.8343Epoch 271: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8745 - g_loss: 1.8376 - d_accuracy: 0.8358 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8562 - g_loss: 1.8654 - d_accuracy: 0.8442Epoch 272: D Accuracy = 0.9062 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8544 - g_loss: 1.8598 - d_accuracy: 0.8464 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9290 - g_loss: 1.9008 - d_accuracy: 0.8069Epoch 273: D Accuracy = 0.8687 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9295 - g_loss: 1.8806 - d_accuracy: 0.8091 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8716 - g_loss: 1.8877 - d_accuracy: 0.8376Epoch 274: D Accuracy = 0.8312 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8687 - g_loss: 1.9012 - d_accuracy: 0.8374 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9179 - g_loss: 1.8812 - d_accuracy: 0.8115Epoch 275: D Accuracy = 0.8438 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9152 - g_loss: 1.8772 - d_accuracy: 0.8126 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8450 - g_loss: 1.8884 - d_accuracy: 0.8492Epoch 276: D Accuracy = 0.8813 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8442 - g_loss: 1.8818 - d_accuracy: 0.8503 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8563 - g_loss: 1.9694 - d_accuracy: 0.8383Epoch 277: D Accuracy = 0.6625 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8631 - g_loss: 2.0095 - d_accuracy: 0.8321 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8995 - g_loss: 1.9073 - d_accuracy: 0.8207Epoch 278: D Accuracy = 0.6875 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9034 - g_loss: 1.9266 - d_accuracy: 0.8160 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8401 - g_loss: 1.9198 - d_accuracy: 0.8494Epoch 279: D Accuracy = 0.8438 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8404 - g_loss: 1.9206 - d_accuracy: 0.8492 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8471 - g_loss: 1.9169 - d_accuracy: 0.8412Epoch 280: D Accuracy = 0.8500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8453 - g_loss: 1.9230 - d_accuracy: 0.8415 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8140 - g_loss: 1.9573 - d_accuracy: 0.8593Epoch 281: D Accuracy = 0.8875 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8121 - g_loss: 1.9633 - d_accuracy: 0.8603 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8451 - g_loss: 1.9654 - d_accuracy: 0.8414Epoch 282: D Accuracy = 0.7688 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8453 - g_loss: 1.9863 - d_accuracy: 0.8388 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8638 - g_loss: 1.9072 - d_accuracy: 0.8393Epoch 283: D Accuracy = 0.8875 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8612 - g_loss: 1.9053 - d_accuracy: 0.8410 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8855 - g_loss: 1.9448 - d_accuracy: 0.8314Epoch 284: D Accuracy = 0.9312 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8794 - g_loss: 1.9409 - d_accuracy: 0.8349 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8318 - g_loss: 1.9710 - d_accuracy: 0.8501Epoch 285: D Accuracy = 0.7688 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8351 - g_loss: 1.9832 - d_accuracy: 0.8472 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8811 - g_loss: 1.9744 - d_accuracy: 0.8214Epoch 286: D Accuracy = 0.8062 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8820 - g_loss: 1.9873 - d_accuracy: 0.8208 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8083 - g_loss: 1.9412 - d_accuracy: 0.8606Epoch 287: D Accuracy = 0.8937 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8061 - g_loss: 1.9434 - d_accuracy: 0.8618 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8440 - g_loss: 1.9715 - d_accuracy: 0.8427Epoch 288: D Accuracy = 0.7875 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8437 - g_loss: 1.9912 - d_accuracy: 0.8407 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8541 - g_loss: 2.0065 - d_accuracy: 0.8353Epoch 289: D Accuracy = 0.7875 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8563 - g_loss: 2.0092 - d_accuracy: 0.8336 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8247 - g_loss: 1.9285 - d_accuracy: 0.8582Epoch 290: D Accuracy = 0.8313 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8238 - g_loss: 1.9400 - d_accuracy: 0.8572 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8504 - g_loss: 1.9636 - d_accuracy: 0.8451Epoch 291: D Accuracy = 0.9188 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8477 - g_loss: 1.9463 - d_accuracy: 0.8477 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8656 - g_loss: 2.0292 - d_accuracy: 0.8334Epoch 292: D Accuracy = 0.7750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8654 - g_loss: 2.0424 - d_accuracy: 0.8313 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8484 - g_loss: 1.9735 - d_accuracy: 0.8460Epoch 293: D Accuracy = 0.8500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8468 - g_loss: 1.9822 - d_accuracy: 0.8461 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8736 - g_loss: 1.9599 - d_accuracy: 0.8260Epoch 294: D Accuracy = 0.7812 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8748 - g_loss: 1.9696 - d_accuracy: 0.8244 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8515 - g_loss: 1.9687 - d_accuracy: 0.8405Epoch 295: D Accuracy = 0.7625 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8551 - g_loss: 1.9801 - d_accuracy: 0.8377
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8191 - g_loss: 1.9744 - d_accuracy: 0.8525Epoch 296: D Accuracy = 0.8375 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8194 - g_loss: 1.9703 - d_accuracy: 0.8520 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8618 - g_loss: 2.0504 - d_accuracy: 0.8364Epoch 297: D Accuracy = 0.6687 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8665 - g_loss: 2.0790 - d_accuracy: 0.8304 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8265 - g_loss: 1.9629 - d_accuracy: 0.8597Epoch 298: D Accuracy = 0.8125 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8321 - g_loss: 1.9409 - d_accuracy: 0.8580 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8105 - g_loss: 1.9943 - d_accuracy: 0.8606Epoch 299: D Accuracy = 0.8875 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8078 - g_loss: 1.9954 - d_accuracy: 0.8615 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8439 - g_loss: 1.9989 - d_accuracy: 0.8425 Class 10 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.8875 27/27 [==============================] - 1s 40ms/step - d_loss: 0.8382 - g_loss: 2.0099 - d_accuracy: 0.8441 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8976 - g_loss: 1.9688 - d_accuracy: 0.8150Epoch 301: D Accuracy = 0.8687 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8944 - g_loss: 1.9555 - d_accuracy: 0.8169 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8323 - g_loss: 2.0118 - d_accuracy: 0.8486Epoch 302: D Accuracy = 0.8313 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8289 - g_loss: 2.0319 - d_accuracy: 0.8480 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7909 - g_loss: 2.0277 - d_accuracy: 0.8688Epoch 303: D Accuracy = 0.8875 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7907 - g_loss: 2.0213 - d_accuracy: 0.8695 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7891 - g_loss: 2.0580 - d_accuracy: 0.8720Epoch 304: D Accuracy = 0.9000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7883 - g_loss: 2.0416 - d_accuracy: 0.8730 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8145 - g_loss: 2.0289 - d_accuracy: 0.8521Epoch 305: D Accuracy = 0.8687 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8134 - g_loss: 2.0198 - d_accuracy: 0.8527 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8487 - g_loss: 2.0422 - d_accuracy: 0.8402Epoch 306: D Accuracy = 0.9188 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8443 - g_loss: 2.0363 - d_accuracy: 0.8430 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8484 - g_loss: 2.0982 - d_accuracy: 0.8370Epoch 307: D Accuracy = 0.8813 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8464 - g_loss: 2.0851 - d_accuracy: 0.8386 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8235 - g_loss: 2.0825 - d_accuracy: 0.8453Epoch 308: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8281 - g_loss: 2.1014 - d_accuracy: 0.8410 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8355 - g_loss: 2.0245 - d_accuracy: 0.8463Epoch 309: D Accuracy = 0.9312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8296 - g_loss: 2.0269 - d_accuracy: 0.8493 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8104 - g_loss: 2.0967 - d_accuracy: 0.8528Epoch 310: D Accuracy = 0.8500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8101 - g_loss: 2.0950 - d_accuracy: 0.8527 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7890 - g_loss: 2.0721 - d_accuracy: 0.8685Epoch 311: D Accuracy = 0.9062 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7879 - g_loss: 2.0795 - d_accuracy: 0.8698 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8599 - g_loss: 2.0407 - d_accuracy: 0.8337Epoch 312: D Accuracy = 0.8563 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8623 - g_loss: 2.0134 - d_accuracy: 0.8345 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8331 - g_loss: 2.1192 - d_accuracy: 0.8425Epoch 313: D Accuracy = 0.6938 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8398 - g_loss: 2.1545 - d_accuracy: 0.8372 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8295 - g_loss: 2.0746 - d_accuracy: 0.8525Epoch 314: D Accuracy = 0.8562 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8286 - g_loss: 2.0684 - d_accuracy: 0.8526 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7987 - g_loss: 2.0626 - d_accuracy: 0.8590Epoch 315: D Accuracy = 0.8375 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7981 - g_loss: 2.0667 - d_accuracy: 0.8582 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8017 - g_loss: 2.0421 - d_accuracy: 0.8627Epoch 316: D Accuracy = 0.8438 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8055 - g_loss: 2.0208 - d_accuracy: 0.8620 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8383 - g_loss: 2.1339 - d_accuracy: 0.8483Epoch 317: D Accuracy = 0.8875 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8347 - g_loss: 2.1299 - d_accuracy: 0.8497 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8416 - g_loss: 2.0598 - d_accuracy: 0.8403Epoch 318: D Accuracy = 0.9000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8398 - g_loss: 2.0534 - d_accuracy: 0.8425 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8364 - g_loss: 2.0633 - d_accuracy: 0.8426Epoch 319: D Accuracy = 0.9187 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8323 - g_loss: 2.0581 - d_accuracy: 0.8453 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7913 - g_loss: 2.0566 - d_accuracy: 0.8712Epoch 320: D Accuracy = 0.9125 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7897 - g_loss: 2.0493 - d_accuracy: 0.8727 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8517 - g_loss: 2.1442 - d_accuracy: 0.8353Epoch 321: D Accuracy = 0.6438 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8665 - g_loss: 2.1926 - d_accuracy: 0.8285 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8475 - g_loss: 2.0592 - d_accuracy: 0.8407Epoch 322: D Accuracy = 0.8937 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8450 - g_loss: 2.0619 - d_accuracy: 0.8426 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7761 - g_loss: 2.1015 - d_accuracy: 0.8717Epoch 323: D Accuracy = 0.9062 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7726 - g_loss: 2.1155 - d_accuracy: 0.8729 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8204 - g_loss: 2.1190 - d_accuracy: 0.8538Epoch 324: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8296 - g_loss: 2.0827 - d_accuracy: 0.8519 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8192 - g_loss: 2.1582 - d_accuracy: 0.8422Epoch 325: D Accuracy = 0.6938 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8240 - g_loss: 2.1975 - d_accuracy: 0.8369 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8092 - g_loss: 2.0466 - d_accuracy: 0.8601Epoch 326: D Accuracy = 0.8438 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8111 - g_loss: 2.0387 - d_accuracy: 0.8595 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8416 - g_loss: 2.1292 - d_accuracy: 0.8404Epoch 327: D Accuracy = 0.8750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8419 - g_loss: 2.1099 - d_accuracy: 0.8417 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8219 - g_loss: 2.1161 - d_accuracy: 0.8456Epoch 328: D Accuracy = 0.8438 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8215 - g_loss: 2.1069 - d_accuracy: 0.8456 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8277 - g_loss: 2.1119 - d_accuracy: 0.8525Epoch 329: D Accuracy = 0.8813 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8278 - g_loss: 2.0983 - d_accuracy: 0.8535 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7658 - g_loss: 2.0997 - d_accuracy: 0.8785Epoch 330: D Accuracy = 0.9000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7678 - g_loss: 2.0906 - d_accuracy: 0.8793 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8125 - g_loss: 2.1358 - d_accuracy: 0.8545Epoch 331: D Accuracy = 0.9000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8143 - g_loss: 2.1106 - d_accuracy: 0.8561 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7706 - g_loss: 2.1326 - d_accuracy: 0.8715Epoch 332: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7704 - g_loss: 2.1337 - d_accuracy: 0.8717 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8236 - g_loss: 2.1440 - d_accuracy: 0.8524Epoch 333: D Accuracy = 0.8625 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8300 - g_loss: 2.1079 - d_accuracy: 0.8528 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7739 - g_loss: 2.1518 - d_accuracy: 0.8712Epoch 334: D Accuracy = 0.8813 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7734 - g_loss: 2.1518 - d_accuracy: 0.8715 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8205 - g_loss: 2.1622 - d_accuracy: 0.8492Epoch 335: D Accuracy = 0.9000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8171 - g_loss: 2.1678 - d_accuracy: 0.8510 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7916 - g_loss: 2.1278 - d_accuracy: 0.8669Epoch 336: D Accuracy = 0.8313 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7992 - g_loss: 2.0905 - d_accuracy: 0.8656 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7951 - g_loss: 2.1589 - d_accuracy: 0.8561Epoch 337: D Accuracy = 0.8375 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7941 - g_loss: 2.1794 - d_accuracy: 0.8554 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8207 - g_loss: 2.1383 - d_accuracy: 0.8522Epoch 338: D Accuracy = 0.8500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8194 - g_loss: 2.1443 - d_accuracy: 0.8521 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7634 - g_loss: 2.1253 - d_accuracy: 0.8782Epoch 339: D Accuracy = 0.8563 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7650 - g_loss: 2.1220 - d_accuracy: 0.8774 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7967 - g_loss: 2.1594 - d_accuracy: 0.8635Epoch 340: D Accuracy = 0.8625 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7938 - g_loss: 2.1701 - d_accuracy: 0.8635 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7908 - g_loss: 2.1916 - d_accuracy: 0.8644Epoch 341: D Accuracy = 0.7750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7953 - g_loss: 2.2072 - d_accuracy: 0.8612 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8741 - g_loss: 2.1824 - d_accuracy: 0.8356Epoch 342: D Accuracy = 0.7750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8758 - g_loss: 2.1972 - d_accuracy: 0.8334 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8316 - g_loss: 2.1378 - d_accuracy: 0.8436Epoch 343: D Accuracy = 0.8438 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8328 - g_loss: 2.1349 - d_accuracy: 0.8436 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7636 - g_loss: 2.1679 - d_accuracy: 0.8757Epoch 344: D Accuracy = 0.9250 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7632 - g_loss: 2.1472 - d_accuracy: 0.8775 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7711 - g_loss: 2.2071 - d_accuracy: 0.8702Epoch 345: D Accuracy = 0.8500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7710 - g_loss: 2.2171 - d_accuracy: 0.8694 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7994 - g_loss: 2.1545 - d_accuracy: 0.8611Epoch 346: D Accuracy = 0.9187 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7989 - g_loss: 2.1391 - d_accuracy: 0.8632 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7986 - g_loss: 2.1975 - d_accuracy: 0.8549Epoch 347: D Accuracy = 0.7312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8001 - g_loss: 2.2351 - d_accuracy: 0.8505 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7961 - g_loss: 2.1590 - d_accuracy: 0.8634Epoch 348: D Accuracy = 0.8937 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7948 - g_loss: 2.1498 - d_accuracy: 0.8645 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7809 - g_loss: 2.2031 - d_accuracy: 0.8691Epoch 349: D Accuracy = 0.8562 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7793 - g_loss: 2.2134 - d_accuracy: 0.8686 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7815 - g_loss: 2.1253 - d_accuracy: 0.8700Epoch 350: D Accuracy = 0.8875 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7793 - g_loss: 2.1295 - d_accuracy: 0.8706 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7590 - g_loss: 2.2045 - d_accuracy: 0.8808Epoch 351: D Accuracy = 0.9563 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7523 - g_loss: 2.2164 - d_accuracy: 0.8835 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7876 - g_loss: 2.2305 - d_accuracy: 0.8619Epoch 352: D Accuracy = 0.8375 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7888 - g_loss: 2.2338 - d_accuracy: 0.8610 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7710 - g_loss: 2.1808 - d_accuracy: 0.8771Epoch 353: D Accuracy = 0.8875 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7728 - g_loss: 2.1785 - d_accuracy: 0.8774 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7605 - g_loss: 2.2192 - d_accuracy: 0.8763Epoch 354: D Accuracy = 0.8750 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7594 - g_loss: 2.2293 - d_accuracy: 0.8763 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7536 - g_loss: 2.1840 - d_accuracy: 0.8811Epoch 355: D Accuracy = 0.8687 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7560 - g_loss: 2.1635 - d_accuracy: 0.8807 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7795 - g_loss: 2.2873 - d_accuracy: 0.8645Epoch 356: D Accuracy = 0.7437 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7831 - g_loss: 2.3290 - d_accuracy: 0.8602 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7603 - g_loss: 2.1980 - d_accuracy: 0.8762Epoch 357: D Accuracy = 0.9187 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7593 - g_loss: 2.1822 - d_accuracy: 0.8777 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8525 - g_loss: 2.3508 - d_accuracy: 0.8333Epoch 358: D Accuracy = 0.8813 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8472 - g_loss: 2.3484 - d_accuracy: 0.8350 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7758 - g_loss: 2.2223 - d_accuracy: 0.8699Epoch 359: D Accuracy = 0.8438 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7750 - g_loss: 2.2401 - d_accuracy: 0.8690 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7664 - g_loss: 2.2062 - d_accuracy: 0.8705Epoch 360: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7701 - g_loss: 2.1795 - d_accuracy: 0.8707 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7724 - g_loss: 2.2457 - d_accuracy: 0.8709Epoch 361: D Accuracy = 0.8625 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7724 - g_loss: 2.2420 - d_accuracy: 0.8706 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7904 - g_loss: 2.2514 - d_accuracy: 0.8601Epoch 362: D Accuracy = 0.8250 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7889 - g_loss: 2.2709 - d_accuracy: 0.8589 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7444 - g_loss: 2.2402 - d_accuracy: 0.8855Epoch 363: D Accuracy = 0.9750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7387 - g_loss: 2.2439 - d_accuracy: 0.8887
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8406 - g_loss: 2.2409 - d_accuracy: 0.8396Epoch 364: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8380 - g_loss: 2.2415 - d_accuracy: 0.8408 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8143 - g_loss: 2.2369 - d_accuracy: 0.8511Epoch 365: D Accuracy = 0.8438 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8177 - g_loss: 2.2054 - d_accuracy: 0.8509 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7481 - g_loss: 2.2746 - d_accuracy: 0.8810Epoch 366: D Accuracy = 0.8563 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7474 - g_loss: 2.2851 - d_accuracy: 0.8801 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7335 - g_loss: 2.2551 - d_accuracy: 0.8868Epoch 367: D Accuracy = 0.7750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7384 - g_loss: 2.2629 - d_accuracy: 0.8828 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8028 - g_loss: 2.2785 - d_accuracy: 0.8544Epoch 368: D Accuracy = 0.8312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8046 - g_loss: 2.2763 - d_accuracy: 0.8536 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7681 - g_loss: 2.2279 - d_accuracy: 0.8768Epoch 369: D Accuracy = 0.8687 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7682 - g_loss: 2.2287 - d_accuracy: 0.8765 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7454 - g_loss: 2.3003 - d_accuracy: 0.8832Epoch 370: D Accuracy = 0.8813 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7482 - g_loss: 2.2842 - d_accuracy: 0.8831 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7607 - g_loss: 2.2737 - d_accuracy: 0.8771Epoch 371: D Accuracy = 0.8250 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7635 - g_loss: 2.2678 - d_accuracy: 0.8752 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7638 - g_loss: 2.2419 - d_accuracy: 0.8747Epoch 372: D Accuracy = 0.8938 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7643 - g_loss: 2.2261 - d_accuracy: 0.8754 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7927 - g_loss: 2.2882 - d_accuracy: 0.8590Epoch 373: D Accuracy = 0.7563 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7949 - g_loss: 2.3242 - d_accuracy: 0.8554 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7790 - g_loss: 2.2569 - d_accuracy: 0.8677Epoch 374: D Accuracy = 0.9125 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7764 - g_loss: 2.2532 - d_accuracy: 0.8693 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7523 - g_loss: 2.3482 - d_accuracy: 0.8765Epoch 375: D Accuracy = 0.7875 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7549 - g_loss: 2.3561 - d_accuracy: 0.8734 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8286 - g_loss: 2.2357 - d_accuracy: 0.8539Epoch 376: D Accuracy = 0.9000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8247 - g_loss: 2.2356 - d_accuracy: 0.8556 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7437 - g_loss: 2.3112 - d_accuracy: 0.8821Epoch 377: D Accuracy = 0.9312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7428 - g_loss: 2.2960 - d_accuracy: 0.8839 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7777 - g_loss: 2.3174 - d_accuracy: 0.8659Epoch 378: D Accuracy = 0.8687 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7757 - g_loss: 2.3338 - d_accuracy: 0.8660 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7602 - g_loss: 2.2719 - d_accuracy: 0.8777Epoch 379: D Accuracy = 0.8938 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7567 - g_loss: 2.2829 - d_accuracy: 0.8783 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7362 - g_loss: 2.3818 - d_accuracy: 0.8843Epoch 380: D Accuracy = 0.9312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7321 - g_loss: 2.3773 - d_accuracy: 0.8860 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7655 - g_loss: 2.3811 - d_accuracy: 0.8706Epoch 381: D Accuracy = 0.8937 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7632 - g_loss: 2.3842 - d_accuracy: 0.8715 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7515 - g_loss: 2.3525 - d_accuracy: 0.8774Epoch 382: D Accuracy = 0.9250 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7478 - g_loss: 2.3459 - d_accuracy: 0.8791 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7678 - g_loss: 2.3555 - d_accuracy: 0.8704Epoch 383: D Accuracy = 0.8125 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7698 - g_loss: 2.3700 - d_accuracy: 0.8683 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7840 - g_loss: 2.3395 - d_accuracy: 0.8635Epoch 384: D Accuracy = 0.8562 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7866 - g_loss: 2.3252 - d_accuracy: 0.8632 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7227 - g_loss: 2.3316 - d_accuracy: 0.8908Epoch 385: D Accuracy = 0.9187 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7229 - g_loss: 2.3125 - d_accuracy: 0.8918 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7763 - g_loss: 2.3501 - d_accuracy: 0.8633Epoch 386: D Accuracy = 0.9188 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7723 - g_loss: 2.3416 - d_accuracy: 0.8653 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7692 - g_loss: 2.3773 - d_accuracy: 0.8736Epoch 387: D Accuracy = 0.8062 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7701 - g_loss: 2.4080 - d_accuracy: 0.8712 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7296 - g_loss: 2.3263 - d_accuracy: 0.8858Epoch 388: D Accuracy = 0.9000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7283 - g_loss: 2.3227 - d_accuracy: 0.8863 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7521 - g_loss: 2.3878 - d_accuracy: 0.8753Epoch 389: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7571 - g_loss: 2.3532 - d_accuracy: 0.8753 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7208 - g_loss: 2.3570 - d_accuracy: 0.8870Epoch 390: D Accuracy = 0.9062 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7218 - g_loss: 2.3307 - d_accuracy: 0.8877 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7599 - g_loss: 2.4121 - d_accuracy: 0.8717Epoch 391: D Accuracy = 0.9062 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7581 - g_loss: 2.4009 - d_accuracy: 0.8729 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7432 - g_loss: 2.3659 - d_accuracy: 0.8796Epoch 392: D Accuracy = 0.8125 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7440 - g_loss: 2.4084 - d_accuracy: 0.8772 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7167 - g_loss: 2.3681 - d_accuracy: 0.8935Epoch 393: D Accuracy = 0.9125 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7181 - g_loss: 2.3487 - d_accuracy: 0.8941 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7381 - g_loss: 2.3730 - d_accuracy: 0.8786Epoch 394: D Accuracy = 0.9062 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7357 - g_loss: 2.3735 - d_accuracy: 0.8796 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7371 - g_loss: 2.3917 - d_accuracy: 0.8823Epoch 395: D Accuracy = 0.9125 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7347 - g_loss: 2.3943 - d_accuracy: 0.8834
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7503 - g_loss: 2.3694 - d_accuracy: 0.8810Epoch 396: D Accuracy = 0.8313 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7513 - g_loss: 2.3799 - d_accuracy: 0.8793 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7362 - g_loss: 2.3550 - d_accuracy: 0.8870Epoch 397: D Accuracy = 0.8938 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7363 - g_loss: 2.3455 - d_accuracy: 0.8872 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7028 - g_loss: 2.3872 - d_accuracy: 0.8977Epoch 398: D Accuracy = 0.9062 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7051 - g_loss: 2.3670 - d_accuracy: 0.8980 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7899 - g_loss: 2.3915 - d_accuracy: 0.8646Epoch 399: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7858 - g_loss: 2.4155 - d_accuracy: 0.8650 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7822 - g_loss: 2.4205 - d_accuracy: 0.8650 Class 10 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.9250 27/27 [==============================] - 1s 40ms/step - d_loss: 0.7763 - g_loss: 2.4235 - d_accuracy: 0.8671 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7661 - g_loss: 2.3429 - d_accuracy: 0.8697Epoch 401: D Accuracy = 0.8813 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7656 - g_loss: 2.3343 - d_accuracy: 0.8701 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7203 - g_loss: 2.3677 - d_accuracy: 0.8889Epoch 402: D Accuracy = 0.8125 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7208 - g_loss: 2.4067 - d_accuracy: 0.8862 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7658 - g_loss: 2.4304 - d_accuracy: 0.8705Epoch 403: D Accuracy = 0.7312 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7729 - g_loss: 2.4700 - d_accuracy: 0.8656 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7291 - g_loss: 2.3964 - d_accuracy: 0.8874Epoch 404: D Accuracy = 0.9250 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7256 - g_loss: 2.3976 - d_accuracy: 0.8888 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7346 - g_loss: 2.3946 - d_accuracy: 0.8847Epoch 405: D Accuracy = 0.8438 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7396 - g_loss: 2.3639 - d_accuracy: 0.8832 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7621 - g_loss: 2.4174 - d_accuracy: 0.8708Epoch 406: D Accuracy = 0.8625 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7620 - g_loss: 2.4299 - d_accuracy: 0.8705 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7377 - g_loss: 2.4122 - d_accuracy: 0.8832Epoch 407: D Accuracy = 0.8687 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7378 - g_loss: 2.4233 - d_accuracy: 0.8826 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7576 - g_loss: 2.4144 - d_accuracy: 0.8733Epoch 408: D Accuracy = 0.8438 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7573 - g_loss: 2.4390 - d_accuracy: 0.8722 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7257 - g_loss: 2.4532 - d_accuracy: 0.8854Epoch 409: D Accuracy = 0.8937 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7256 - g_loss: 2.4470 - d_accuracy: 0.8857 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7028 - g_loss: 2.4629 - d_accuracy: 0.8921Epoch 410: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7077 - g_loss: 2.4858 - d_accuracy: 0.8870 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8780 - g_loss: 2.5354 - d_accuracy: 0.8236Epoch 411: D Accuracy = 0.9312 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8710 - g_loss: 2.5223 - d_accuracy: 0.8274 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7473 - g_loss: 2.3854 - d_accuracy: 0.8787Epoch 412: D Accuracy = 0.9125 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7429 - g_loss: 2.3890 - d_accuracy: 0.8799 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7394 - g_loss: 2.3459 - d_accuracy: 0.8853Epoch 413: D Accuracy = 0.8438 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7392 - g_loss: 2.3653 - d_accuracy: 0.8838 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7049 - g_loss: 2.4208 - d_accuracy: 0.8985Epoch 414: D Accuracy = 0.8375 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7040 - g_loss: 2.4491 - d_accuracy: 0.8963 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7235 - g_loss: 2.4080 - d_accuracy: 0.8877Epoch 415: D Accuracy = 0.8750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7263 - g_loss: 2.3964 - d_accuracy: 0.8873 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7298 - g_loss: 2.3925 - d_accuracy: 0.8885Epoch 416: D Accuracy = 0.9125 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7301 - g_loss: 2.3765 - d_accuracy: 0.8894 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7623 - g_loss: 2.4605 - d_accuracy: 0.8745Epoch 417: D Accuracy = 0.8937 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7584 - g_loss: 2.4695 - d_accuracy: 0.8752 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7073 - g_loss: 2.4092 - d_accuracy: 0.8947Epoch 418: D Accuracy = 0.9000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7074 - g_loss: 2.4080 - d_accuracy: 0.8949 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7219 - g_loss: 2.5025 - d_accuracy: 0.8894Epoch 419: D Accuracy = 0.9312 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7192 - g_loss: 2.4957 - d_accuracy: 0.8909 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6914 - g_loss: 2.4425 - d_accuracy: 0.9054Epoch 420: D Accuracy = 0.9375 27/27 [==============================] - 1s 34ms/step - d_loss: 0.6896 - g_loss: 2.4383 - d_accuracy: 0.9065 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7748 - g_loss: 2.4287 - d_accuracy: 0.8668Epoch 421: D Accuracy = 0.8500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7829 - g_loss: 2.3931 - d_accuracy: 0.8662 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7500 - g_loss: 2.4848 - d_accuracy: 0.8769Epoch 422: D Accuracy = 0.8438 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7573 - g_loss: 2.4459 - d_accuracy: 0.8757 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2052 - g_loss: 2.5646 - d_accuracy: 0.7920Epoch 423: D Accuracy = 0.8500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1903 - g_loss: 2.5515 - d_accuracy: 0.7941 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7372 - g_loss: 2.3448 - d_accuracy: 0.8819Epoch 424: D Accuracy = 0.7812 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7411 - g_loss: 2.3578 - d_accuracy: 0.8783 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7453 - g_loss: 2.3857 - d_accuracy: 0.8775Epoch 425: D Accuracy = 0.8563 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7442 - g_loss: 2.4037 - d_accuracy: 0.8767 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7291 - g_loss: 2.4627 - d_accuracy: 0.8815Epoch 426: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7316 - g_loss: 2.5046 - d_accuracy: 0.8786 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6987 - g_loss: 2.4485 - d_accuracy: 0.9030Epoch 427: D Accuracy = 0.9438 27/27 [==============================] - 1s 34ms/step - d_loss: 0.6980 - g_loss: 2.4406 - d_accuracy: 0.9045 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7103 - g_loss: 2.4648 - d_accuracy: 0.8955Epoch 428: D Accuracy = 0.9438 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7080 - g_loss: 2.4584 - d_accuracy: 0.8972 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6858 - g_loss: 2.5051 - d_accuracy: 0.9009Epoch 429: D Accuracy = 0.7188 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6946 - g_loss: 2.5397 - d_accuracy: 0.8944 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7520 - g_loss: 2.3939 - d_accuracy: 0.8797Epoch 430: D Accuracy = 0.9000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7521 - g_loss: 2.3824 - d_accuracy: 0.8804 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7295 - g_loss: 2.4871 - d_accuracy: 0.8832Epoch 431: D Accuracy = 0.9000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7284 - g_loss: 2.4786 - d_accuracy: 0.8838 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7174 - g_loss: 2.4642 - d_accuracy: 0.8906Epoch 432: D Accuracy = 0.8188 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7198 - g_loss: 2.4815 - d_accuracy: 0.8880 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6947 - g_loss: 2.4355 - d_accuracy: 0.8989Epoch 433: D Accuracy = 0.7938 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7000 - g_loss: 2.4544 - d_accuracy: 0.8951 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6962 - g_loss: 2.4570 - d_accuracy: 0.8995Epoch 434: D Accuracy = 0.9187 27/27 [==============================] - 1s 34ms/step - d_loss: 0.6950 - g_loss: 2.4547 - d_accuracy: 0.9002 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6845 - g_loss: 2.5880 - d_accuracy: 0.9008Epoch 435: D Accuracy = 0.9188 27/27 [==============================] - 1s 34ms/step - d_loss: 0.6819 - g_loss: 2.6047 - d_accuracy: 0.9014 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7134 - g_loss: 2.4768 - d_accuracy: 0.8959Epoch 436: D Accuracy = 0.8813 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7132 - g_loss: 2.4836 - d_accuracy: 0.8954 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7251 - g_loss: 2.4796 - d_accuracy: 0.8907Epoch 437: D Accuracy = 0.9125 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7245 - g_loss: 2.4757 - d_accuracy: 0.8915 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6774 - g_loss: 2.5057 - d_accuracy: 0.9071Epoch 438: D Accuracy = 0.9750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6750 - g_loss: 2.4943 - d_accuracy: 0.9095 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7095 - g_loss: 2.5528 - d_accuracy: 0.8920Epoch 439: D Accuracy = 0.8625 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7107 - g_loss: 2.5645 - d_accuracy: 0.8910 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7326 - g_loss: 2.4991 - d_accuracy: 0.8794Epoch 440: D Accuracy = 0.8500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7323 - g_loss: 2.5125 - d_accuracy: 0.8784 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7686 - g_loss: 2.4452 - d_accuracy: 0.8684Epoch 441: D Accuracy = 0.9125 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7669 - g_loss: 2.4316 - d_accuracy: 0.8700 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7151 - g_loss: 2.4998 - d_accuracy: 0.8902Epoch 442: D Accuracy = 0.9187 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7123 - g_loss: 2.5043 - d_accuracy: 0.8912 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7285 - g_loss: 2.5177 - d_accuracy: 0.8828Epoch 443: D Accuracy = 0.9125 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7268 - g_loss: 2.5060 - d_accuracy: 0.8838 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7396 - g_loss: 2.4979 - d_accuracy: 0.8823Epoch 444: D Accuracy = 0.9625 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7348 - g_loss: 2.4876 - d_accuracy: 0.8852 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6969 - g_loss: 2.5300 - d_accuracy: 0.8966Epoch 445: D Accuracy = 0.9187 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6976 - g_loss: 2.5071 - d_accuracy: 0.8974 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7171 - g_loss: 2.5288 - d_accuracy: 0.8878Epoch 446: D Accuracy = 0.9125 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7130 - g_loss: 2.5373 - d_accuracy: 0.8887 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6897 - g_loss: 2.5074 - d_accuracy: 0.9034Epoch 447: D Accuracy = 0.9500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6876 - g_loss: 2.5043 - d_accuracy: 0.9051 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7198 - g_loss: 2.5342 - d_accuracy: 0.8889Epoch 448: D Accuracy = 0.8563 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7215 - g_loss: 2.5377 - d_accuracy: 0.8878 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7047 - g_loss: 2.4934 - d_accuracy: 0.8953Epoch 449: D Accuracy = 0.8875 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7054 - g_loss: 2.4995 - d_accuracy: 0.8950 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7215 - g_loss: 2.5338 - d_accuracy: 0.8876Epoch 450: D Accuracy = 0.8937 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7259 - g_loss: 2.5012 - d_accuracy: 0.8878 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6679 - g_loss: 2.5819 - d_accuracy: 0.9112Epoch 451: D Accuracy = 0.9312 27/27 [==============================] - 1s 34ms/step - d_loss: 0.6686 - g_loss: 2.5675 - d_accuracy: 0.9119 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7053 - g_loss: 2.5806 - d_accuracy: 0.8938Epoch 452: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7092 - g_loss: 2.6275 - d_accuracy: 0.8904 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7282 - g_loss: 2.5254 - d_accuracy: 0.8851Epoch 453: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7289 - g_loss: 2.5224 - d_accuracy: 0.8848 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6918 - g_loss: 2.5481 - d_accuracy: 0.9003Epoch 454: D Accuracy = 0.9438 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6905 - g_loss: 2.5327 - d_accuracy: 0.9018 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7107 - g_loss: 2.5379 - d_accuracy: 0.8942Epoch 455: D Accuracy = 0.9000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7116 - g_loss: 2.5146 - d_accuracy: 0.8944 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7206 - g_loss: 2.5279 - d_accuracy: 0.8874Epoch 456: D Accuracy = 0.8937 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7197 - g_loss: 2.5261 - d_accuracy: 0.8876 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7748 - g_loss: 2.5357 - d_accuracy: 0.8633Epoch 457: D Accuracy = 0.8250 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7821 - g_loss: 2.4945 - d_accuracy: 0.8619 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7136 - g_loss: 2.6358 - d_accuracy: 0.8907Epoch 458: D Accuracy = 0.9125 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7131 - g_loss: 2.6207 - d_accuracy: 0.8915 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6911 - g_loss: 2.5776 - d_accuracy: 0.8980Epoch 459: D Accuracy = 0.8562 27/27 [==============================] - 1s 34ms/step - d_loss: 0.6926 - g_loss: 2.5752 - d_accuracy: 0.8965 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7333 - g_loss: 2.6181 - d_accuracy: 0.8807Epoch 460: D Accuracy = 0.9187 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7285 - g_loss: 2.6300 - d_accuracy: 0.8820 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7425 - g_loss: 2.5785 - d_accuracy: 0.8775Epoch 461: D Accuracy = 0.9375 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7377 - g_loss: 2.5845 - d_accuracy: 0.8796 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6869 - g_loss: 2.5523 - d_accuracy: 0.9023Epoch 462: D Accuracy = 0.9062 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6868 - g_loss: 2.5534 - d_accuracy: 0.9025 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7410 - g_loss: 2.5972 - d_accuracy: 0.8783Epoch 463: D Accuracy = 0.9563 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7360 - g_loss: 2.6102 - d_accuracy: 0.8811
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7074 - g_loss: 2.5667 - d_accuracy: 0.8941Epoch 464: D Accuracy = 0.8875 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7086 - g_loss: 2.5647 - d_accuracy: 0.8939 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7025 - g_loss: 2.5386 - d_accuracy: 0.8935Epoch 465: D Accuracy = 0.9062 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7069 - g_loss: 2.5080 - d_accuracy: 0.8940 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7147 - g_loss: 2.6304 - d_accuracy: 0.8909Epoch 466: D Accuracy = 0.9062 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7119 - g_loss: 2.6565 - d_accuracy: 0.8915 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6889 - g_loss: 2.5609 - d_accuracy: 0.9023Epoch 467: D Accuracy = 0.8937 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6870 - g_loss: 2.5679 - d_accuracy: 0.9020 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6807 - g_loss: 2.5742 - d_accuracy: 0.9058Epoch 468: D Accuracy = 0.9188 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6784 - g_loss: 2.5834 - d_accuracy: 0.9063 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7396 - g_loss: 2.6377 - d_accuracy: 0.8808Epoch 469: D Accuracy = 0.7125 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7509 - g_loss: 2.6630 - d_accuracy: 0.8748 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6970 - g_loss: 2.5487 - d_accuracy: 0.8966Epoch 470: D Accuracy = 0.9438 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6957 - g_loss: 2.5417 - d_accuracy: 0.8983 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7806 - g_loss: 2.6096 - d_accuracy: 0.8592Epoch 471: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7797 - g_loss: 2.6572 - d_accuracy: 0.8571 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6950 - g_loss: 2.5723 - d_accuracy: 0.9001Epoch 472: D Accuracy = 0.8813 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6935 - g_loss: 2.5928 - d_accuracy: 0.8994 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6819 - g_loss: 2.5765 - d_accuracy: 0.9062Epoch 473: D Accuracy = 0.9438 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6779 - g_loss: 2.5866 - d_accuracy: 0.9075 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7161 - g_loss: 2.5750 - d_accuracy: 0.8889Epoch 474: D Accuracy = 0.8375 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7181 - g_loss: 2.5846 - d_accuracy: 0.8871 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6958 - g_loss: 2.6081 - d_accuracy: 0.8950Epoch 475: D Accuracy = 0.7750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7016 - g_loss: 2.6481 - d_accuracy: 0.8907 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6839 - g_loss: 2.5905 - d_accuracy: 0.9056Epoch 476: D Accuracy = 0.8813 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6854 - g_loss: 2.6062 - d_accuracy: 0.9047 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6886 - g_loss: 2.6309 - d_accuracy: 0.9003Epoch 477: D Accuracy = 0.8875 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6877 - g_loss: 2.6414 - d_accuracy: 0.8999 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7655 - g_loss: 2.5663 - d_accuracy: 0.8673Epoch 478: D Accuracy = 0.9062 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7611 - g_loss: 2.5663 - d_accuracy: 0.8687 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7026 - g_loss: 2.6638 - d_accuracy: 0.8964Epoch 479: D Accuracy = 0.9125 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7001 - g_loss: 2.6655 - d_accuracy: 0.8969 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6883 - g_loss: 2.6459 - d_accuracy: 0.8986Epoch 480: D Accuracy = 0.8687 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6870 - g_loss: 2.6683 - d_accuracy: 0.8976 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6692 - g_loss: 2.6575 - d_accuracy: 0.9126Epoch 481: D Accuracy = 0.9812 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6651 - g_loss: 2.6606 - d_accuracy: 0.9151 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6873 - g_loss: 2.6739 - d_accuracy: 0.9026Epoch 482: D Accuracy = 0.8937 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6869 - g_loss: 2.6708 - d_accuracy: 0.9023 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6694 - g_loss: 2.6402 - d_accuracy: 0.9073Epoch 483: D Accuracy = 0.8438 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6705 - g_loss: 2.6624 - d_accuracy: 0.9050 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6745 - g_loss: 2.6193 - d_accuracy: 0.9076Epoch 484: D Accuracy = 0.9375 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6705 - g_loss: 2.6381 - d_accuracy: 0.9086 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7043 - g_loss: 2.6271 - d_accuracy: 0.8935Epoch 485: D Accuracy = 0.8500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7042 - g_loss: 2.6453 - d_accuracy: 0.8919 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6928 - g_loss: 2.7315 - d_accuracy: 0.8966Epoch 486: D Accuracy = 0.8188 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6957 - g_loss: 2.7781 - d_accuracy: 0.8939 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7460 - g_loss: 2.6337 - d_accuracy: 0.8800Epoch 487: D Accuracy = 0.9000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7448 - g_loss: 2.6375 - d_accuracy: 0.8807 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7500 - g_loss: 2.5726 - d_accuracy: 0.8746Epoch 488: D Accuracy = 0.9062 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7473 - g_loss: 2.5646 - d_accuracy: 0.8757 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6679 - g_loss: 2.6661 - d_accuracy: 0.9110Epoch 489: D Accuracy = 0.9375 27/27 [==============================] - 1s 34ms/step - d_loss: 0.6642 - g_loss: 2.6785 - d_accuracy: 0.9120 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7310 - g_loss: 2.6882 - d_accuracy: 0.8808Epoch 490: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7363 - g_loss: 2.7401 - d_accuracy: 0.8761 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7280 - g_loss: 2.6223 - d_accuracy: 0.8864Epoch 491: D Accuracy = 0.8438 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7360 - g_loss: 2.5779 - d_accuracy: 0.8849 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7822 - g_loss: 2.6809 - d_accuracy: 0.8588Epoch 492: D Accuracy = 0.9187 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7782 - g_loss: 2.6729 - d_accuracy: 0.8610 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6467 - g_loss: 2.6567 - d_accuracy: 0.9207Epoch 493: D Accuracy = 0.9188 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6487 - g_loss: 2.6375 - d_accuracy: 0.9207 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6946 - g_loss: 2.6572 - d_accuracy: 0.8933Epoch 494: D Accuracy = 0.7563 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6985 - g_loss: 2.6911 - d_accuracy: 0.8884 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6786 - g_loss: 2.6608 - d_accuracy: 0.9019Epoch 495: D Accuracy = 0.8875 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6777 - g_loss: 2.6629 - d_accuracy: 0.9014
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6649 - g_loss: 2.6582 - d_accuracy: 0.9113Epoch 496: D Accuracy = 0.9688 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6630 - g_loss: 2.6443 - d_accuracy: 0.9134 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0507 - g_loss: 2.8244 - d_accuracy: 0.8146Epoch 497: D Accuracy = 0.9000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0392 - g_loss: 2.7983 - d_accuracy: 0.8176 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6932 - g_loss: 2.5192 - d_accuracy: 0.9019Epoch 498: D Accuracy = 0.9250 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6949 - g_loss: 2.5021 - d_accuracy: 0.9027 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6865 - g_loss: 2.6186 - d_accuracy: 0.9011Epoch 499: D Accuracy = 0.9125 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6877 - g_loss: 2.6037 - d_accuracy: 0.9015 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6613 - g_loss: 2.6702 - d_accuracy: 0.9117 Class 10 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.9563 27/27 [==============================] - 1s 41ms/step - d_loss: 0.6585 - g_loss: 2.6835 - d_accuracy: 0.9133 Training DCGAN for class 11... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9339 - g_loss: 1.4775 - d_accuracy: 0.8172WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0163s vs `on_train_batch_end` time: 0.0181s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.6860 - g_loss: 2.5182 - d_accuracy: 0.9141 Epoch 1: Generator loss improved from inf to 2.4486. Saving weights. Epoch 1: D Accuracy = 0.9265 27/27 [==============================] - 2s 43ms/step - d_loss: 0.6845 - g_loss: 2.5157 - d_accuracy: 0.9145 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9330 - g_loss: 2.0465 - d_accuracy: 0.8333 Epoch 2: Generator loss improved from 2.4486 to 1.8059. Saving weights. Epoch 2: D Accuracy = 0.8235 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9310 - g_loss: 2.0379 - d_accuracy: 0.8330 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1048 - g_loss: 1.6120 - d_accuracy: 0.7489Epoch 3: D Accuracy = 0.6275 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1121 - g_loss: 1.6286 - d_accuracy: 0.7446 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1541 - g_loss: 1.2476 - d_accuracy: 0.7215 Epoch 4: Generator loss improved from 1.8059 to 1.1258. Saving weights. Epoch 4: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1570 - g_loss: 1.2433 - d_accuracy: 0.7195 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1934 - g_loss: 1.1623 - d_accuracy: 0.7032 Epoch 5: Generator loss improved from 1.1258 to 0.8810. Saving weights. Epoch 5: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1973 - g_loss: 1.1523 - d_accuracy: 0.7022 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 1.1281 - d_accuracy: 0.6673Epoch 6: D Accuracy = 0.6275 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2408 - g_loss: 1.1421 - d_accuracy: 0.6659 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.0976 - d_accuracy: 0.6947Epoch 7: D Accuracy = 0.7304 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1849 - g_loss: 1.1037 - d_accuracy: 0.6960 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1747 - g_loss: 1.1568 - d_accuracy: 0.7008Epoch 8: D Accuracy = 0.7304 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1735 - g_loss: 1.1569 - d_accuracy: 0.7019 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1782 - g_loss: 1.2016 - d_accuracy: 0.7072Epoch 9: D Accuracy = 0.7941 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1743 - g_loss: 1.1959 - d_accuracy: 0.7103 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1228 - g_loss: 1.2299 - d_accuracy: 0.7295Epoch 10: D Accuracy = 0.6814 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1253 - g_loss: 1.2193 - d_accuracy: 0.7278 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0952 - g_loss: 1.3145 - d_accuracy: 0.7437Epoch 11: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0982 - g_loss: 1.3272 - d_accuracy: 0.7410 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.3557 - d_accuracy: 0.7522Epoch 12: D Accuracy = 0.7745 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0836 - g_loss: 1.3548 - d_accuracy: 0.7530 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0270 - g_loss: 1.3807 - d_accuracy: 0.7744Epoch 13: D Accuracy = 0.8382 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0244 - g_loss: 1.3791 - d_accuracy: 0.7767 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0434 - g_loss: 1.4006 - d_accuracy: 0.7621Epoch 14: D Accuracy = 0.7598 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0415 - g_loss: 1.3994 - d_accuracy: 0.7620 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0626 - g_loss: 1.3883 - d_accuracy: 0.7469Epoch 15: D Accuracy = 0.7794 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0607 - g_loss: 1.3975 - d_accuracy: 0.7481 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0795 - g_loss: 1.3731 - d_accuracy: 0.7466Epoch 16: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0759 - g_loss: 1.3732 - d_accuracy: 0.7497 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1060 - g_loss: 1.3245 - d_accuracy: 0.7369Epoch 17: D Accuracy = 0.7451 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1056 - g_loss: 1.3173 - d_accuracy: 0.7372 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1293 - g_loss: 1.3039 - d_accuracy: 0.7160Epoch 18: D Accuracy = 0.6520 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1312 - g_loss: 1.3101 - d_accuracy: 0.7137 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1611 - g_loss: 1.2747 - d_accuracy: 0.7064Epoch 19: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1596 - g_loss: 1.2849 - d_accuracy: 0.7059 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1219 - g_loss: 1.2366 - d_accuracy: 0.7258 Epoch 20: Generator loss improved from 0.8810 to 0.8557. Saving weights. Epoch 20: D Accuracy = 0.7304 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1257 - g_loss: 1.2230 - d_accuracy: 0.7260 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1622 - g_loss: 1.2532 - d_accuracy: 0.7031Epoch 21: D Accuracy = 0.7451 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1584 - g_loss: 1.2566 - d_accuracy: 0.7046 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1484 - g_loss: 1.2378 - d_accuracy: 0.7117Epoch 22: D Accuracy = 0.7157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1477 - g_loss: 1.2366 - d_accuracy: 0.7118 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1641 - g_loss: 1.2105 - d_accuracy: 0.7024Epoch 23: D Accuracy = 0.7157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1651 - g_loss: 1.1982 - d_accuracy: 0.7029 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1626 - g_loss: 1.2309 - d_accuracy: 0.7041Epoch 24: D Accuracy = 0.7010 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1616 - g_loss: 1.2235 - d_accuracy: 0.7039 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1365 - g_loss: 1.2139 - d_accuracy: 0.7208Epoch 25: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1386 - g_loss: 1.2206 - d_accuracy: 0.7197 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1940 - g_loss: 1.2204 - d_accuracy: 0.6891Epoch 26: D Accuracy = 0.7157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1937 - g_loss: 1.2155 - d_accuracy: 0.6901 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1765 - g_loss: 1.1759 - d_accuracy: 0.6985 Epoch 27: Generator loss improved from 0.8557 to 0.7438. Saving weights. Epoch 27: D Accuracy = 0.6912 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1804 - g_loss: 1.1605 - d_accuracy: 0.6982 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1614 - g_loss: 1.2174 - d_accuracy: 0.7003Epoch 28: D Accuracy = 0.7402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1588 - g_loss: 1.2186 - d_accuracy: 0.7017 Epoch 29/500 26/27 [===========================>..] - ETA: 0s - d_loss: 1.1699 - g_loss: 1.2092 - d_accuracy: 0.7031Epoch 29: D Accuracy = 0.7255 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1696 - g_loss: 1.1908 - d_accuracy: 0.7047
Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1834 - g_loss: 1.1835 - d_accuracy: 0.6907Epoch 30: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1835 - g_loss: 1.1828 - d_accuracy: 0.6897 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1938 - g_loss: 1.1823 - d_accuracy: 0.6872 Epoch 31: Generator loss improved from 0.7438 to 0.7261. Saving weights. Epoch 31: D Accuracy = 0.7108 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1961 - g_loss: 1.1660 - d_accuracy: 0.6880 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1795 - g_loss: 1.1845 - d_accuracy: 0.6900Epoch 32: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1791 - g_loss: 1.1939 - d_accuracy: 0.6890 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.1761 - d_accuracy: 0.6818Epoch 33: D Accuracy = 0.6814 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1990 - g_loss: 1.1863 - d_accuracy: 0.6818 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2078 - g_loss: 1.1633 - d_accuracy: 0.6734Epoch 34: D Accuracy = 0.6863 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2084 - g_loss: 1.1591 - d_accuracy: 0.6739 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1567 - g_loss: 1.1757 - d_accuracy: 0.7033Epoch 35: D Accuracy = 0.6520 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1584 - g_loss: 1.1775 - d_accuracy: 0.7014 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2143 - g_loss: 1.1658 - d_accuracy: 0.6679Epoch 36: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2138 - g_loss: 1.1531 - d_accuracy: 0.6693 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1816 - g_loss: 1.1696 - d_accuracy: 0.6926Epoch 37: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1815 - g_loss: 1.1665 - d_accuracy: 0.6920 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1966 - g_loss: 1.1885 - d_accuracy: 0.6883Epoch 38: D Accuracy = 0.6127 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1992 - g_loss: 1.2096 - d_accuracy: 0.6856 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1890 - g_loss: 1.1296 - d_accuracy: 0.6829Epoch 39: D Accuracy = 0.7206 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1881 - g_loss: 1.1306 - d_accuracy: 0.6843 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1954 - g_loss: 1.1600 - d_accuracy: 0.6861Epoch 40: D Accuracy = 0.7696 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1920 - g_loss: 1.1630 - d_accuracy: 0.6890 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1849 - g_loss: 1.1413 - d_accuracy: 0.6898Epoch 41: D Accuracy = 0.7304 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1823 - g_loss: 1.1468 - d_accuracy: 0.6913 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2014 - g_loss: 1.1711 - d_accuracy: 0.6821Epoch 42: D Accuracy = 0.6716 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1995 - g_loss: 1.1812 - d_accuracy: 0.6818 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1906 - g_loss: 1.1534 - d_accuracy: 0.6874Epoch 43: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1907 - g_loss: 1.1480 - d_accuracy: 0.6870 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2045 - g_loss: 1.1635 - d_accuracy: 0.6818Epoch 44: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2037 - g_loss: 1.1699 - d_accuracy: 0.6827 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1850 - g_loss: 1.1393 - d_accuracy: 0.6905Epoch 45: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1881 - g_loss: 1.1284 - d_accuracy: 0.6889 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2013 - g_loss: 1.1750 - d_accuracy: 0.6737Epoch 46: D Accuracy = 0.6912 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2002 - g_loss: 1.1722 - d_accuracy: 0.6744 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1914 - g_loss: 1.1677 - d_accuracy: 0.6868Epoch 47: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1898 - g_loss: 1.1621 - d_accuracy: 0.6890 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1762 - g_loss: 1.1691 - d_accuracy: 0.6931Epoch 48: D Accuracy = 0.6520 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1780 - g_loss: 1.1575 - d_accuracy: 0.6917 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1961 - g_loss: 1.1686 - d_accuracy: 0.6869Epoch 49: D Accuracy = 0.7255 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1989 - g_loss: 1.1551 - d_accuracy: 0.6883 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1961 - g_loss: 1.1724 - d_accuracy: 0.6800Epoch 50: D Accuracy = 0.6716 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1954 - g_loss: 1.1764 - d_accuracy: 0.6797 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2030 - g_loss: 1.1755 - d_accuracy: 0.6850Epoch 51: D Accuracy = 0.7108 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2008 - g_loss: 1.1782 - d_accuracy: 0.6860 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2041 - g_loss: 1.1626 - d_accuracy: 0.6755Epoch 52: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2048 - g_loss: 1.1658 - d_accuracy: 0.6739 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2045 - g_loss: 1.1466 - d_accuracy: 0.6803Epoch 53: D Accuracy = 0.7598 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2011 - g_loss: 1.1392 - d_accuracy: 0.6832 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1892 - g_loss: 1.1677 - d_accuracy: 0.6913Epoch 54: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1865 - g_loss: 1.1670 - d_accuracy: 0.6934 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1985 - g_loss: 1.1762 - d_accuracy: 0.6830Epoch 55: D Accuracy = 0.5735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2035 - g_loss: 1.1931 - d_accuracy: 0.6791 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1805 - g_loss: 1.1504 - d_accuracy: 0.6994Epoch 56: D Accuracy = 0.7696 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1793 - g_loss: 1.1402 - d_accuracy: 0.7019 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2077 - g_loss: 1.1538 - d_accuracy: 0.6714Epoch 57: D Accuracy = 0.6716 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2079 - g_loss: 1.1422 - d_accuracy: 0.6714 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2077 - g_loss: 1.1679 - d_accuracy: 0.6757Epoch 58: D Accuracy = 0.7647 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2016 - g_loss: 1.1713 - d_accuracy: 0.6789 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1964 - g_loss: 1.1505 - d_accuracy: 0.6753Epoch 59: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1966 - g_loss: 1.1535 - d_accuracy: 0.6750 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1707 - g_loss: 1.1522 - d_accuracy: 0.6995Epoch 60: D Accuracy = 0.7843 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1670 - g_loss: 1.1499 - d_accuracy: 0.7025 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1973 - g_loss: 1.1533 - d_accuracy: 0.6789Epoch 61: D Accuracy = 0.7206 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1937 - g_loss: 1.1591 - d_accuracy: 0.6804
Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1958 - g_loss: 1.1767 - d_accuracy: 0.6846Epoch 62: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1970 - g_loss: 1.1784 - d_accuracy: 0.6827 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1981 - g_loss: 1.1489 - d_accuracy: 0.6914Epoch 63: D Accuracy = 0.7353 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1972 - g_loss: 1.1425 - d_accuracy: 0.6930 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1752 - g_loss: 1.1560 - d_accuracy: 0.6944Epoch 64: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1729 - g_loss: 1.1615 - d_accuracy: 0.6943 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2032 - g_loss: 1.1837 - d_accuracy: 0.6831Epoch 65: D Accuracy = 0.6422 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2040 - g_loss: 1.1758 - d_accuracy: 0.6816 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1876 - g_loss: 1.1666 - d_accuracy: 0.6870Epoch 66: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1884 - g_loss: 1.1712 - d_accuracy: 0.6856 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1935 - g_loss: 1.1508 - d_accuracy: 0.6799Epoch 67: D Accuracy = 0.7157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1914 - g_loss: 1.1535 - d_accuracy: 0.6811 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1894 - g_loss: 1.1559 - d_accuracy: 0.6835Epoch 68: D Accuracy = 0.7010 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1910 - g_loss: 1.1460 - d_accuracy: 0.6841 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1804 - g_loss: 1.1847 - d_accuracy: 0.6880 Epoch 69: Generator loss improved from 0.7261 to 0.7169. Saving weights. Epoch 69: D Accuracy = 0.6569 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1857 - g_loss: 1.1680 - d_accuracy: 0.6868 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1833 - g_loss: 1.1699 - d_accuracy: 0.6894Epoch 70: D Accuracy = 0.5980 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1863 - g_loss: 1.1754 - d_accuracy: 0.6861 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2060 - g_loss: 1.1853 - d_accuracy: 0.6758Epoch 71: D Accuracy = 0.5784 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2104 - g_loss: 1.2067 - d_accuracy: 0.6723 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1999 - g_loss: 1.1694 - d_accuracy: 0.6835Epoch 72: D Accuracy = 0.7010 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1973 - g_loss: 1.1767 - d_accuracy: 0.6841 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.1496 - d_accuracy: 0.6854Epoch 73: D Accuracy = 0.6814 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1958 - g_loss: 1.1406 - d_accuracy: 0.6852 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1777 - g_loss: 1.1654 - d_accuracy: 0.6922Epoch 74: D Accuracy = 0.7843 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1736 - g_loss: 1.1640 - d_accuracy: 0.6955 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2283 - g_loss: 1.1964 - d_accuracy: 0.6677Epoch 75: D Accuracy = 0.5245 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2353 - g_loss: 1.2100 - d_accuracy: 0.6626 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1891 - g_loss: 1.1348 - d_accuracy: 0.6848Epoch 76: D Accuracy = 0.6814 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1870 - g_loss: 1.1430 - d_accuracy: 0.6847 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1781 - g_loss: 1.1421 - d_accuracy: 0.6961Epoch 77: D Accuracy = 0.6471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1816 - g_loss: 1.1330 - d_accuracy: 0.6944 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.1739 - d_accuracy: 0.6691Epoch 78: D Accuracy = 0.6863 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2118 - g_loss: 1.1669 - d_accuracy: 0.6697 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1748 - g_loss: 1.1652 - d_accuracy: 0.6918Epoch 79: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1778 - g_loss: 1.1567 - d_accuracy: 0.6904 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2269 - g_loss: 1.1406 - d_accuracy: 0.6664Epoch 80: D Accuracy = 0.6520 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2280 - g_loss: 1.1348 - d_accuracy: 0.6658 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.1626 - d_accuracy: 0.6801Epoch 81: D Accuracy = 0.5931 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1943 - g_loss: 1.1841 - d_accuracy: 0.6770 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1965 - g_loss: 1.1500 - d_accuracy: 0.6781Epoch 82: D Accuracy = 0.5931 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2003 - g_loss: 1.1648 - d_accuracy: 0.6750 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2042 - g_loss: 1.1565 - d_accuracy: 0.6772Epoch 83: D Accuracy = 0.5931 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2072 - g_loss: 1.1633 - d_accuracy: 0.6742 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2043 - g_loss: 1.1396 - d_accuracy: 0.6860Epoch 84: D Accuracy = 0.7402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2009 - g_loss: 1.1410 - d_accuracy: 0.6879 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2133 - g_loss: 1.1407 - d_accuracy: 0.6678Epoch 85: D Accuracy = 0.6716 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2149 - g_loss: 1.1300 - d_accuracy: 0.6679 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1946 - g_loss: 1.1601 - d_accuracy: 0.6805Epoch 86: D Accuracy = 0.7255 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1912 - g_loss: 1.1638 - d_accuracy: 0.6821 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2125 - g_loss: 1.1503 - d_accuracy: 0.6697Epoch 87: D Accuracy = 0.6863 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2124 - g_loss: 1.1558 - d_accuracy: 0.6703 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.1273 - d_accuracy: 0.6816Epoch 88: D Accuracy = 0.6814 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1919 - g_loss: 1.1131 - d_accuracy: 0.6816 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2031 - g_loss: 1.1500 - d_accuracy: 0.6776Epoch 89: D Accuracy = 0.6422 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2055 - g_loss: 1.1563 - d_accuracy: 0.6763 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2214 - g_loss: 1.1527 - d_accuracy: 0.6681Epoch 90: D Accuracy = 0.5980 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2246 - g_loss: 1.1665 - d_accuracy: 0.6656 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2045 - g_loss: 1.1462 - d_accuracy: 0.6793Epoch 91: D Accuracy = 0.6814 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2039 - g_loss: 1.1467 - d_accuracy: 0.6794 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1801 - g_loss: 1.1565 - d_accuracy: 0.6876Epoch 92: D Accuracy = 0.6716 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1791 - g_loss: 1.1700 - d_accuracy: 0.6871 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2170 - g_loss: 1.1425 - d_accuracy: 0.6690Epoch 93: D Accuracy = 0.6814 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2186 - g_loss: 1.1289 - d_accuracy: 0.6695
Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2139 - g_loss: 1.1371 - d_accuracy: 0.6694Epoch 94: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2149 - g_loss: 1.1260 - d_accuracy: 0.6707 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2022 - g_loss: 1.1515 - d_accuracy: 0.6877Epoch 95: D Accuracy = 0.6863 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2037 - g_loss: 1.1421 - d_accuracy: 0.6877 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2185 - g_loss: 1.1425 - d_accuracy: 0.6705Epoch 96: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2202 - g_loss: 1.1291 - d_accuracy: 0.6702 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1927 - g_loss: 1.1352 - d_accuracy: 0.6874Epoch 97: D Accuracy = 0.7696 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1897 - g_loss: 1.1351 - d_accuracy: 0.6903 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1969 - g_loss: 1.1254 - d_accuracy: 0.6838Epoch 98: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1947 - g_loss: 1.1235 - d_accuracy: 0.6856 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2149 - g_loss: 1.1339 - d_accuracy: 0.6703 Epoch 99: Generator loss improved from 0.7169 to 0.5726. Saving weights. Epoch 99: D Accuracy = 0.5931 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2226 - g_loss: 1.1138 - d_accuracy: 0.6675 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1943 - g_loss: 1.1676 - d_accuracy: 0.6838 Class 11 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.7206 27/27 [==============================] - 1s 41ms/step - d_loss: 1.1926 - g_loss: 1.1614 - d_accuracy: 0.6851 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2076 - g_loss: 1.1428 - d_accuracy: 0.6730Epoch 101: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2069 - g_loss: 1.1421 - d_accuracy: 0.6728 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1888 - g_loss: 1.1208 - d_accuracy: 0.6864Epoch 102: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1934 - g_loss: 1.1083 - d_accuracy: 0.6839 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2047 - g_loss: 1.1625 - d_accuracy: 0.6715Epoch 103: D Accuracy = 0.7255 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2024 - g_loss: 1.1569 - d_accuracy: 0.6735 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1811 - g_loss: 1.1497 - d_accuracy: 0.6902Epoch 104: D Accuracy = 0.7206 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1817 - g_loss: 1.1370 - d_accuracy: 0.6913 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2224 - g_loss: 1.1712 - d_accuracy: 0.6665Epoch 105: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2195 - g_loss: 1.1738 - d_accuracy: 0.6679 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2038 - g_loss: 1.1278 - d_accuracy: 0.6735Epoch 106: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2000 - g_loss: 1.1307 - d_accuracy: 0.6762 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1971 - g_loss: 1.1576 - d_accuracy: 0.6852 Epoch 107: Generator loss improved from 0.5726 to 0.4190. Saving weights. Epoch 107: D Accuracy = 0.5196 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2165 - g_loss: 1.1312 - d_accuracy: 0.6793 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1898 - g_loss: 1.1642 - d_accuracy: 0.6863Epoch 108: D Accuracy = 0.6863 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1900 - g_loss: 1.1685 - d_accuracy: 0.6863 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1997 - g_loss: 1.1614 - d_accuracy: 0.6759Epoch 109: D Accuracy = 0.7843 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1949 - g_loss: 1.1635 - d_accuracy: 0.6798 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1932 - g_loss: 1.1284 - d_accuracy: 0.6801Epoch 110: D Accuracy = 0.6127 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1948 - g_loss: 1.1257 - d_accuracy: 0.6777 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2090 - g_loss: 1.1723 - d_accuracy: 0.6689Epoch 111: D Accuracy = 0.5686 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2142 - g_loss: 1.1889 - d_accuracy: 0.6653 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1908 - g_loss: 1.1549 - d_accuracy: 0.6797Epoch 112: D Accuracy = 0.7304 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1881 - g_loss: 1.1578 - d_accuracy: 0.6815 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1874 - g_loss: 1.1331 - d_accuracy: 0.6896Epoch 113: D Accuracy = 0.7010 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1885 - g_loss: 1.1268 - d_accuracy: 0.6900 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1919 - g_loss: 1.1357 - d_accuracy: 0.6850Epoch 114: D Accuracy = 0.6275 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1935 - g_loss: 1.1362 - d_accuracy: 0.6829 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2035 - g_loss: 1.1537 - d_accuracy: 0.6749Epoch 115: D Accuracy = 0.5735 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2041 - g_loss: 1.1642 - d_accuracy: 0.6713 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2193 - g_loss: 1.1490 - d_accuracy: 0.6685Epoch 116: D Accuracy = 0.6275 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2213 - g_loss: 1.1609 - d_accuracy: 0.6670 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.1495 - d_accuracy: 0.6808Epoch 117: D Accuracy = 0.7304 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2027 - g_loss: 1.1574 - d_accuracy: 0.6826 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1738 - g_loss: 1.1401 - d_accuracy: 0.6969Epoch 118: D Accuracy = 0.6373 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1761 - g_loss: 1.1373 - d_accuracy: 0.6948 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2263 - g_loss: 1.1750 - d_accuracy: 0.6730Epoch 119: D Accuracy = 0.7304 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2236 - g_loss: 1.1714 - d_accuracy: 0.6751 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1688 - g_loss: 1.1300 - d_accuracy: 0.7025Epoch 120: D Accuracy = 0.6422 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1717 - g_loss: 1.1268 - d_accuracy: 0.7003 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1843 - g_loss: 1.1472 - d_accuracy: 0.6852Epoch 121: D Accuracy = 0.7696 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1799 - g_loss: 1.1486 - d_accuracy: 0.6882 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1910 - g_loss: 1.1610 - d_accuracy: 0.6746Epoch 122: D Accuracy = 0.6569 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1915 - g_loss: 1.1568 - d_accuracy: 0.6740 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1671 - g_loss: 1.1657 - d_accuracy: 0.6938Epoch 123: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1696 - g_loss: 1.1771 - d_accuracy: 0.6917 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1859 - g_loss: 1.1863 - d_accuracy: 0.6869Epoch 124: D Accuracy = 0.6961 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1834 - g_loss: 1.1889 - d_accuracy: 0.6873 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1922 - g_loss: 1.1707 - d_accuracy: 0.6793Epoch 125: D Accuracy = 0.5784 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1947 - g_loss: 1.1816 - d_accuracy: 0.6757 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1804 - g_loss: 1.1454 - d_accuracy: 0.6973Epoch 126: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1782 - g_loss: 1.1423 - d_accuracy: 0.6992 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1881 - g_loss: 1.1696 - d_accuracy: 0.6812Epoch 127: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1902 - g_loss: 1.1539 - d_accuracy: 0.6821 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2014 - g_loss: 1.1883 - d_accuracy: 0.6780Epoch 128: D Accuracy = 0.7010 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1999 - g_loss: 1.1931 - d_accuracy: 0.6788 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1747 - g_loss: 1.1512 - d_accuracy: 0.6926Epoch 129: D Accuracy = 0.7745 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1706 - g_loss: 1.1544 - d_accuracy: 0.6955 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1805 - g_loss: 1.1648 - d_accuracy: 0.6900Epoch 130: D Accuracy = 0.7206 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1792 - g_loss: 1.1628 - d_accuracy: 0.6911 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1814 - g_loss: 1.1611 - d_accuracy: 0.6876Epoch 131: D Accuracy = 0.6422 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1822 - g_loss: 1.1599 - d_accuracy: 0.6859 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1848 - g_loss: 1.1791 - d_accuracy: 0.6879Epoch 132: D Accuracy = 0.6275 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1871 - g_loss: 1.1739 - d_accuracy: 0.6857 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1574 - g_loss: 1.1844 - d_accuracy: 0.7022Epoch 133: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1580 - g_loss: 1.1782 - d_accuracy: 0.7019 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1912 - g_loss: 1.1950 - d_accuracy: 0.6810Epoch 134: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1938 - g_loss: 1.1755 - d_accuracy: 0.6804 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1926 - g_loss: 1.1755 - d_accuracy: 0.6866Epoch 135: D Accuracy = 0.7598 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1900 - g_loss: 1.1673 - d_accuracy: 0.6892 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1611 - g_loss: 1.1921 - d_accuracy: 0.6961Epoch 136: D Accuracy = 0.6225 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1627 - g_loss: 1.2084 - d_accuracy: 0.6935 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1973 - g_loss: 1.1832 - d_accuracy: 0.6797Epoch 137: D Accuracy = 0.6225 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1983 - g_loss: 1.1883 - d_accuracy: 0.6777 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2002 - g_loss: 1.1867 - d_accuracy: 0.6717Epoch 138: D Accuracy = 0.5784 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2039 - g_loss: 1.2126 - d_accuracy: 0.6684 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1655 - g_loss: 1.1755 - d_accuracy: 0.6960Epoch 139: D Accuracy = 0.6863 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1690 - g_loss: 1.1670 - d_accuracy: 0.6956 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1621 - g_loss: 1.1830 - d_accuracy: 0.6989Epoch 140: D Accuracy = 0.6912 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1658 - g_loss: 1.1705 - d_accuracy: 0.6986 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1836 - g_loss: 1.1868 - d_accuracy: 0.6953Epoch 141: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1836 - g_loss: 1.1742 - d_accuracy: 0.6973 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1881 - g_loss: 1.1728 - d_accuracy: 0.6863Epoch 142: D Accuracy = 0.5931 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1936 - g_loss: 1.1740 - d_accuracy: 0.6830 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1923 - g_loss: 1.1789 - d_accuracy: 0.6894Epoch 143: D Accuracy = 0.6814 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1963 - g_loss: 1.1630 - d_accuracy: 0.6892 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1507 - g_loss: 1.1828 - d_accuracy: 0.7083Epoch 144: D Accuracy = 0.6520 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1543 - g_loss: 1.1680 - d_accuracy: 0.7063 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1767 - g_loss: 1.1894 - d_accuracy: 0.6969Epoch 145: D Accuracy = 0.7304 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1761 - g_loss: 1.1828 - d_accuracy: 0.6981 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1758 - g_loss: 1.1929 - d_accuracy: 0.6950Epoch 146: D Accuracy = 0.7304 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1734 - g_loss: 1.1956 - d_accuracy: 0.6963 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1473 - g_loss: 1.2103 - d_accuracy: 0.7034Epoch 147: D Accuracy = 0.7255 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1448 - g_loss: 1.2135 - d_accuracy: 0.7042 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1815 - g_loss: 1.1931 - d_accuracy: 0.6880Epoch 148: D Accuracy = 0.6373 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1820 - g_loss: 1.1959 - d_accuracy: 0.6861 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1744 - g_loss: 1.1992 - d_accuracy: 0.6924Epoch 149: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1740 - g_loss: 1.2159 - d_accuracy: 0.6903 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.2135 - d_accuracy: 0.7088Epoch 150: D Accuracy = 0.7402 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1336 - g_loss: 1.2129 - d_accuracy: 0.7100 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1746 - g_loss: 1.1941 - d_accuracy: 0.6914Epoch 151: D Accuracy = 0.6716 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1783 - g_loss: 1.1828 - d_accuracy: 0.6907 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1657 - g_loss: 1.2241 - d_accuracy: 0.6989Epoch 152: D Accuracy = 0.6716 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1697 - g_loss: 1.2068 - d_accuracy: 0.6979 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1410 - g_loss: 1.2181 - d_accuracy: 0.7092Epoch 153: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1402 - g_loss: 1.2121 - d_accuracy: 0.7102 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1574 - g_loss: 1.2076 - d_accuracy: 0.6980Epoch 154: D Accuracy = 0.7010 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1574 - g_loss: 1.2077 - d_accuracy: 0.6981 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1533 - g_loss: 1.2354 - d_accuracy: 0.7044Epoch 155: D Accuracy = 0.7059 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1554 - g_loss: 1.2314 - d_accuracy: 0.7044 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1709 - g_loss: 1.2482 - d_accuracy: 0.6930Epoch 156: D Accuracy = 0.6716 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1717 - g_loss: 1.2521 - d_accuracy: 0.6922 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1370 - g_loss: 1.2098 - d_accuracy: 0.7157Epoch 157: D Accuracy = 0.8088 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1353 - g_loss: 1.2041 - d_accuracy: 0.7190 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1471 - g_loss: 1.2161 - d_accuracy: 0.6999Epoch 158: D Accuracy = 0.6275 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1485 - g_loss: 1.2189 - d_accuracy: 0.6973 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1574 - g_loss: 1.2168 - d_accuracy: 0.7066Epoch 159: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1634 - g_loss: 1.1992 - d_accuracy: 0.7039 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1756 - g_loss: 1.2371 - d_accuracy: 0.6999Epoch 160: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1750 - g_loss: 1.2240 - d_accuracy: 0.7017 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1488 - g_loss: 1.2252 - d_accuracy: 0.7020Epoch 161: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1471 - g_loss: 1.2184 - d_accuracy: 0.7037 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1758 - g_loss: 1.2184 - d_accuracy: 0.6862Epoch 162: D Accuracy = 0.6961 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1749 - g_loss: 1.2111 - d_accuracy: 0.6866 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1260 - g_loss: 1.2362 - d_accuracy: 0.7185Epoch 163: D Accuracy = 0.7157 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1270 - g_loss: 1.2308 - d_accuracy: 0.7184
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1656 - g_loss: 1.2375 - d_accuracy: 0.6982Epoch 164: D Accuracy = 0.6520 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1645 - g_loss: 1.2489 - d_accuracy: 0.6965 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1285 - g_loss: 1.2510 - d_accuracy: 0.7183Epoch 165: D Accuracy = 0.7255 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1278 - g_loss: 1.2566 - d_accuracy: 0.7185 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1506 - g_loss: 1.2186 - d_accuracy: 0.7042Epoch 166: D Accuracy = 0.7549 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1512 - g_loss: 1.2059 - d_accuracy: 0.7060 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1477 - g_loss: 1.2573 - d_accuracy: 0.7035Epoch 167: D Accuracy = 0.6863 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1494 - g_loss: 1.2507 - d_accuracy: 0.7029 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1477 - g_loss: 1.2429 - d_accuracy: 0.7066Epoch 168: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1494 - g_loss: 1.2401 - d_accuracy: 0.7060 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1266 - g_loss: 1.2460 - d_accuracy: 0.7172Epoch 169: D Accuracy = 0.7157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1239 - g_loss: 1.2570 - d_accuracy: 0.7171 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1432 - g_loss: 1.2367 - d_accuracy: 0.7115Epoch 170: D Accuracy = 0.6569 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1490 - g_loss: 1.2164 - d_accuracy: 0.7096 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1456 - g_loss: 1.2463 - d_accuracy: 0.7049Epoch 171: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1444 - g_loss: 1.2379 - d_accuracy: 0.7065 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1366 - g_loss: 1.2543 - d_accuracy: 0.7127Epoch 172: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1385 - g_loss: 1.2613 - d_accuracy: 0.7105 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1561 - g_loss: 1.2551 - d_accuracy: 0.7008Epoch 173: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1553 - g_loss: 1.2655 - d_accuracy: 0.7000 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1216 - g_loss: 1.2395 - d_accuracy: 0.7221Epoch 174: D Accuracy = 0.6422 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1259 - g_loss: 1.2513 - d_accuracy: 0.7193 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1596 - g_loss: 1.2291 - d_accuracy: 0.6988Epoch 175: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1583 - g_loss: 1.2213 - d_accuracy: 0.7006 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1332 - g_loss: 1.2576 - d_accuracy: 0.7128Epoch 176: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1327 - g_loss: 1.2444 - d_accuracy: 0.7146 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1204 - g_loss: 1.2709 - d_accuracy: 0.7183Epoch 177: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1217 - g_loss: 1.2866 - d_accuracy: 0.7168 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1379 - g_loss: 1.2765 - d_accuracy: 0.7115Epoch 178: D Accuracy = 0.5931 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1417 - g_loss: 1.2918 - d_accuracy: 0.7073 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1320 - g_loss: 1.2510 - d_accuracy: 0.7122Epoch 179: D Accuracy = 0.6716 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1338 - g_loss: 1.2470 - d_accuracy: 0.7108 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1325 - g_loss: 1.2997 - d_accuracy: 0.7085Epoch 180: D Accuracy = 0.7549 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1305 - g_loss: 1.2996 - d_accuracy: 0.7102 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1351 - g_loss: 1.2600 - d_accuracy: 0.7133Epoch 181: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1383 - g_loss: 1.2530 - d_accuracy: 0.7117 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1118 - g_loss: 1.2758 - d_accuracy: 0.7259Epoch 182: D Accuracy = 0.6373 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1151 - g_loss: 1.2812 - d_accuracy: 0.7227 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1598 - g_loss: 1.3082 - d_accuracy: 0.6953Epoch 183: D Accuracy = 0.5735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1641 - g_loss: 1.3242 - d_accuracy: 0.6909 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1252 - g_loss: 1.2741 - d_accuracy: 0.7100Epoch 184: D Accuracy = 0.7843 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1239 - g_loss: 1.2714 - d_accuracy: 0.7127 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1299 - g_loss: 1.2714 - d_accuracy: 0.7187Epoch 185: D Accuracy = 0.6863 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1325 - g_loss: 1.2582 - d_accuracy: 0.7175 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1257 - g_loss: 1.2838 - d_accuracy: 0.7194Epoch 186: D Accuracy = 0.7745 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1241 - g_loss: 1.2795 - d_accuracy: 0.7213 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1112 - g_loss: 1.2835 - d_accuracy: 0.7226Epoch 187: D Accuracy = 0.6422 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1131 - g_loss: 1.3050 - d_accuracy: 0.7197 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1185 - g_loss: 1.3001 - d_accuracy: 0.7215Epoch 188: D Accuracy = 0.6863 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1184 - g_loss: 1.3050 - d_accuracy: 0.7202 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1404 - g_loss: 1.2738 - d_accuracy: 0.7099Epoch 189: D Accuracy = 0.7647 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1378 - g_loss: 1.2746 - d_accuracy: 0.7118 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1172 - g_loss: 1.2934 - d_accuracy: 0.7184Epoch 190: D Accuracy = 0.6863 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1188 - g_loss: 1.2894 - d_accuracy: 0.7173 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1119 - g_loss: 1.2776 - d_accuracy: 0.7289Epoch 191: D Accuracy = 0.7402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1123 - g_loss: 1.2665 - d_accuracy: 0.7293 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1358 - g_loss: 1.2892 - d_accuracy: 0.7073Epoch 192: D Accuracy = 0.6716 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1373 - g_loss: 1.2802 - d_accuracy: 0.7060 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0805 - g_loss: 1.3080 - d_accuracy: 0.7366Epoch 193: D Accuracy = 0.7157 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0821 - g_loss: 1.3060 - d_accuracy: 0.7358 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1008 - g_loss: 1.2868 - d_accuracy: 0.7353Epoch 194: D Accuracy = 0.7255 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1005 - g_loss: 1.2912 - d_accuracy: 0.7350 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1113 - g_loss: 1.3059 - d_accuracy: 0.7278Epoch 195: D Accuracy = 0.7990 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1094 - g_loss: 1.2983 - d_accuracy: 0.7303
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1129 - g_loss: 1.2946 - d_accuracy: 0.7269Epoch 196: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1153 - g_loss: 1.2880 - d_accuracy: 0.7267 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1275 - g_loss: 1.3095 - d_accuracy: 0.7192Epoch 197: D Accuracy = 0.7353 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1298 - g_loss: 1.2981 - d_accuracy: 0.7198 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.3239 - d_accuracy: 0.7388Epoch 198: D Accuracy = 0.7843 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0886 - g_loss: 1.3219 - d_accuracy: 0.7405 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1306 - g_loss: 1.3372 - d_accuracy: 0.7209Epoch 199: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1280 - g_loss: 1.3339 - d_accuracy: 0.7220 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0838 - g_loss: 1.3121 - d_accuracy: 0.7421 Class 11 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.6814 27/27 [==============================] - 1s 40ms/step - d_loss: 1.0847 - g_loss: 1.3211 - d_accuracy: 0.7399 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1441 - g_loss: 1.3267 - d_accuracy: 0.7125Epoch 201: D Accuracy = 0.6863 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1428 - g_loss: 1.3383 - d_accuracy: 0.7115 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0920 - g_loss: 1.3115 - d_accuracy: 0.7364Epoch 202: D Accuracy = 0.7304 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0919 - g_loss: 1.3068 - d_accuracy: 0.7362 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1011 - g_loss: 1.3138 - d_accuracy: 0.7311Epoch 203: D Accuracy = 0.6961 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1023 - g_loss: 1.3075 - d_accuracy: 0.7298 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1185 - g_loss: 1.3133 - d_accuracy: 0.7281Epoch 204: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1127 - g_loss: 1.3180 - d_accuracy: 0.7318 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0901 - g_loss: 1.3470 - d_accuracy: 0.7351Epoch 205: D Accuracy = 0.7696 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0889 - g_loss: 1.3442 - d_accuracy: 0.7363 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0926 - g_loss: 1.3220 - d_accuracy: 0.7391Epoch 206: D Accuracy = 0.7451 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0943 - g_loss: 1.3096 - d_accuracy: 0.7393 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1097 - g_loss: 1.3499 - d_accuracy: 0.7264Epoch 207: D Accuracy = 0.6373 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1128 - g_loss: 1.3673 - d_accuracy: 0.7233 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0697 - g_loss: 1.3277 - d_accuracy: 0.7466Epoch 208: D Accuracy = 0.7451 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0701 - g_loss: 1.3327 - d_accuracy: 0.7466 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.3610 - d_accuracy: 0.7388Epoch 209: D Accuracy = 0.7647 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0867 - g_loss: 1.3696 - d_accuracy: 0.7398 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0781 - g_loss: 1.3332 - d_accuracy: 0.7441Epoch 210: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0785 - g_loss: 1.3298 - d_accuracy: 0.7438 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0884 - g_loss: 1.3501 - d_accuracy: 0.7325Epoch 211: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0867 - g_loss: 1.3443 - d_accuracy: 0.7336 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.3876 - d_accuracy: 0.7367Epoch 212: D Accuracy = 0.6961 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0857 - g_loss: 1.4013 - d_accuracy: 0.7353 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0905 - g_loss: 1.3642 - d_accuracy: 0.7360Epoch 213: D Accuracy = 0.7745 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0862 - g_loss: 1.3705 - d_accuracy: 0.7374 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3499 - d_accuracy: 0.7315Epoch 214: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0936 - g_loss: 1.3568 - d_accuracy: 0.7286 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0581 - g_loss: 1.3797 - d_accuracy: 0.7519Epoch 215: D Accuracy = 0.6912 27/27 [==============================] - 1s 38ms/step - d_loss: 1.0590 - g_loss: 1.3903 - d_accuracy: 0.7497 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1124 - g_loss: 1.3478 - d_accuracy: 0.7257Epoch 216: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1130 - g_loss: 1.3367 - d_accuracy: 0.7266 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0747 - g_loss: 1.3679 - d_accuracy: 0.7408Epoch 217: D Accuracy = 0.7402 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0762 - g_loss: 1.3588 - d_accuracy: 0.7408 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0744 - g_loss: 1.3946 - d_accuracy: 0.7420Epoch 218: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0744 - g_loss: 1.3980 - d_accuracy: 0.7428 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0786 - g_loss: 1.3630 - d_accuracy: 0.7489Epoch 219: D Accuracy = 0.7990 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0775 - g_loss: 1.3549 - d_accuracy: 0.7507 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0617 - g_loss: 1.3818 - d_accuracy: 0.7482Epoch 220: D Accuracy = 0.7402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0635 - g_loss: 1.3690 - d_accuracy: 0.7479 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0761 - g_loss: 1.3798 - d_accuracy: 0.7438Epoch 221: D Accuracy = 0.7892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0764 - g_loss: 1.3666 - d_accuracy: 0.7454 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0798 - g_loss: 1.3788 - d_accuracy: 0.7380Epoch 222: D Accuracy = 0.7304 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0831 - g_loss: 1.3586 - d_accuracy: 0.7377 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0846 - g_loss: 1.3885 - d_accuracy: 0.7360Epoch 223: D Accuracy = 0.7696 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0816 - g_loss: 1.3904 - d_accuracy: 0.7372 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0722 - g_loss: 1.3637 - d_accuracy: 0.7398Epoch 224: D Accuracy = 0.6961 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0736 - g_loss: 1.3669 - d_accuracy: 0.7382 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0652 - g_loss: 1.4054 - d_accuracy: 0.7520Epoch 225: D Accuracy = 0.7598 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0666 - g_loss: 1.3914 - d_accuracy: 0.7522 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1031 - g_loss: 1.3736 - d_accuracy: 0.7258Epoch 226: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1016 - g_loss: 1.3632 - d_accuracy: 0.7288 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0754 - g_loss: 1.4207 - d_accuracy: 0.7404Epoch 227: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0746 - g_loss: 1.4255 - d_accuracy: 0.7397 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0552 - g_loss: 1.4133 - d_accuracy: 0.7509Epoch 228: D Accuracy = 0.7108 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0546 - g_loss: 1.4280 - d_accuracy: 0.7494 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0624 - g_loss: 1.4134 - d_accuracy: 0.7479Epoch 229: D Accuracy = 0.7451 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0629 - g_loss: 1.4151 - d_accuracy: 0.7478 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0496 - g_loss: 1.4272 - d_accuracy: 0.7513Epoch 230: D Accuracy = 0.6863 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0531 - g_loss: 1.4203 - d_accuracy: 0.7489 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4098 - d_accuracy: 0.7475Epoch 231: D Accuracy = 0.7304 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0580 - g_loss: 1.4181 - d_accuracy: 0.7469 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0606 - g_loss: 1.4106 - d_accuracy: 0.7561Epoch 232: D Accuracy = 0.7353 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0632 - g_loss: 1.3945 - d_accuracy: 0.7554 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0389 - g_loss: 1.4283 - d_accuracy: 0.7623Epoch 233: D Accuracy = 0.7647 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0374 - g_loss: 1.4289 - d_accuracy: 0.7624 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0364 - g_loss: 1.4420 - d_accuracy: 0.7600Epoch 234: D Accuracy = 0.8137 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0330 - g_loss: 1.4443 - d_accuracy: 0.7619 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0769 - g_loss: 1.4457 - d_accuracy: 0.7396Epoch 235: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0780 - g_loss: 1.4543 - d_accuracy: 0.7378 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0640 - g_loss: 1.4001 - d_accuracy: 0.7525Epoch 236: D Accuracy = 0.8480 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0585 - g_loss: 1.4017 - d_accuracy: 0.7559 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0680 - g_loss: 1.4523 - d_accuracy: 0.7469Epoch 237: D Accuracy = 0.8235 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0665 - g_loss: 1.4373 - d_accuracy: 0.7497 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0346 - g_loss: 1.4357 - d_accuracy: 0.7607Epoch 238: D Accuracy = 0.7304 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0419 - g_loss: 1.4136 - d_accuracy: 0.7596 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0781 - g_loss: 1.4932 - d_accuracy: 0.7396Epoch 239: D Accuracy = 0.5980 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0863 - g_loss: 1.5245 - d_accuracy: 0.7345 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0506 - g_loss: 1.4261 - d_accuracy: 0.7557Epoch 240: D Accuracy = 0.7794 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0503 - g_loss: 1.4183 - d_accuracy: 0.7566 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0371 - g_loss: 1.4662 - d_accuracy: 0.7605Epoch 241: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0382 - g_loss: 1.4825 - d_accuracy: 0.7586 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0357 - g_loss: 1.4734 - d_accuracy: 0.7659Epoch 242: D Accuracy = 0.8235 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0338 - g_loss: 1.4653 - d_accuracy: 0.7679 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0661 - g_loss: 1.4601 - d_accuracy: 0.7458Epoch 243: D Accuracy = 0.7255 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0646 - g_loss: 1.4643 - d_accuracy: 0.7450 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0320 - g_loss: 1.4576 - d_accuracy: 0.7625Epoch 244: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0317 - g_loss: 1.4505 - d_accuracy: 0.7641 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9978 - g_loss: 1.5042 - d_accuracy: 0.7809Epoch 245: D Accuracy = 0.7598 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9968 - g_loss: 1.5149 - d_accuracy: 0.7801 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0290 - g_loss: 1.4774 - d_accuracy: 0.7659Epoch 246: D Accuracy = 0.6961 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0300 - g_loss: 1.4930 - d_accuracy: 0.7634 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0303 - g_loss: 1.4862 - d_accuracy: 0.7626Epoch 247: D Accuracy = 0.6716 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0361 - g_loss: 1.4953 - d_accuracy: 0.7593 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0512 - g_loss: 1.4752 - d_accuracy: 0.7530Epoch 248: D Accuracy = 0.7990 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0505 - g_loss: 1.4577 - d_accuracy: 0.7546 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0348 - g_loss: 1.4648 - d_accuracy: 0.7576Epoch 249: D Accuracy = 0.8725 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0299 - g_loss: 1.4675 - d_accuracy: 0.7617 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0243 - g_loss: 1.4607 - d_accuracy: 0.7701Epoch 250: D Accuracy = 0.7304 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0256 - g_loss: 1.4613 - d_accuracy: 0.7687 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0298 - g_loss: 1.4801 - d_accuracy: 0.7606Epoch 251: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0315 - g_loss: 1.4635 - d_accuracy: 0.7623 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0347 - g_loss: 1.4904 - d_accuracy: 0.7592Epoch 252: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0304 - g_loss: 1.4964 - d_accuracy: 0.7618 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0265 - g_loss: 1.4939 - d_accuracy: 0.7626Epoch 253: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0292 - g_loss: 1.4871 - d_accuracy: 0.7616 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0560 - g_loss: 1.4790 - d_accuracy: 0.7564Epoch 254: D Accuracy = 0.7892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0565 - g_loss: 1.4621 - d_accuracy: 0.7575 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0449 - g_loss: 1.5037 - d_accuracy: 0.7488Epoch 255: D Accuracy = 0.7206 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0451 - g_loss: 1.5068 - d_accuracy: 0.7478 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0122 - g_loss: 1.5128 - d_accuracy: 0.7759Epoch 256: D Accuracy = 0.7451 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0137 - g_loss: 1.5193 - d_accuracy: 0.7748 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0187 - g_loss: 1.4955 - d_accuracy: 0.7664Epoch 257: D Accuracy = 0.7353 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0219 - g_loss: 1.4808 - d_accuracy: 0.7653 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0197 - g_loss: 1.5039 - d_accuracy: 0.7654Epoch 258: D Accuracy = 0.7843 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0241 - g_loss: 1.4846 - d_accuracy: 0.7661 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0204 - g_loss: 1.5391 - d_accuracy: 0.7679Epoch 259: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0205 - g_loss: 1.5286 - d_accuracy: 0.7678 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0292 - g_loss: 1.4992 - d_accuracy: 0.7653Epoch 260: D Accuracy = 0.7892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0298 - g_loss: 1.4895 - d_accuracy: 0.7662 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9973 - g_loss: 1.5196 - d_accuracy: 0.7799Epoch 261: D Accuracy = 0.8235 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9962 - g_loss: 1.5173 - d_accuracy: 0.7815 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0313 - g_loss: 1.5451 - d_accuracy: 0.7634Epoch 262: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0321 - g_loss: 1.5633 - d_accuracy: 0.7614 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0292 - g_loss: 1.5141 - d_accuracy: 0.7624Epoch 263: D Accuracy = 0.7255 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0368 - g_loss: 1.4878 - d_accuracy: 0.7611
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9970 - g_loss: 1.5410 - d_accuracy: 0.7768Epoch 264: D Accuracy = 0.7794 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9957 - g_loss: 1.5408 - d_accuracy: 0.7769 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0326 - g_loss: 1.5360 - d_accuracy: 0.7652Epoch 265: D Accuracy = 0.7157 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0382 - g_loss: 1.5151 - d_accuracy: 0.7635 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0449 - g_loss: 1.5491 - d_accuracy: 0.7563Epoch 266: D Accuracy = 0.8725 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0410 - g_loss: 1.5441 - d_accuracy: 0.7604 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0143 - g_loss: 1.5526 - d_accuracy: 0.7691Epoch 267: D Accuracy = 0.6863 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0197 - g_loss: 1.5538 - d_accuracy: 0.7661 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0199 - g_loss: 1.5519 - d_accuracy: 0.7625Epoch 268: D Accuracy = 0.8284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0186 - g_loss: 1.5426 - d_accuracy: 0.7648 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9824 - g_loss: 1.5496 - d_accuracy: 0.7888Epoch 269: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9808 - g_loss: 1.5537 - d_accuracy: 0.7895 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0444 - g_loss: 1.5566 - d_accuracy: 0.7509Epoch 270: D Accuracy = 0.7598 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0454 - g_loss: 1.5452 - d_accuracy: 0.7513 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0167 - g_loss: 1.5359 - d_accuracy: 0.7672Epoch 271: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0148 - g_loss: 1.5418 - d_accuracy: 0.7666 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9986 - g_loss: 1.5553 - d_accuracy: 0.7765Epoch 272: D Accuracy = 0.7549 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0010 - g_loss: 1.5483 - d_accuracy: 0.7757 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9932 - g_loss: 1.5620 - d_accuracy: 0.7812Epoch 273: D Accuracy = 0.8186 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9926 - g_loss: 1.5522 - d_accuracy: 0.7825 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9997 - g_loss: 1.5978 - d_accuracy: 0.7724Epoch 274: D Accuracy = 0.6863 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0033 - g_loss: 1.6092 - d_accuracy: 0.7693 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0152 - g_loss: 1.5520 - d_accuracy: 0.7668Epoch 275: D Accuracy = 0.7304 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0152 - g_loss: 1.5548 - d_accuracy: 0.7655 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0172 - g_loss: 1.5581 - d_accuracy: 0.7641Epoch 276: D Accuracy = 0.7843 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0149 - g_loss: 1.5568 - d_accuracy: 0.7649 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9838 - g_loss: 1.5607 - d_accuracy: 0.7897Epoch 277: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9839 - g_loss: 1.5473 - d_accuracy: 0.7912 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9983 - g_loss: 1.5502 - d_accuracy: 0.7764Epoch 278: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0004 - g_loss: 1.5517 - d_accuracy: 0.7749 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9957 - g_loss: 1.5901 - d_accuracy: 0.7772Epoch 279: D Accuracy = 0.7892 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9932 - g_loss: 1.5955 - d_accuracy: 0.7776 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0023 - g_loss: 1.5664 - d_accuracy: 0.7796Epoch 280: D Accuracy = 0.7255 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0046 - g_loss: 1.5738 - d_accuracy: 0.7777 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9850 - g_loss: 1.5878 - d_accuracy: 0.7830Epoch 281: D Accuracy = 0.8529 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9812 - g_loss: 1.5841 - d_accuracy: 0.7855 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9604 - g_loss: 1.6139 - d_accuracy: 0.7940Epoch 282: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9597 - g_loss: 1.6239 - d_accuracy: 0.7924 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0072 - g_loss: 1.6006 - d_accuracy: 0.7726Epoch 283: D Accuracy = 0.8088 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0049 - g_loss: 1.6061 - d_accuracy: 0.7739 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9552 - g_loss: 1.5882 - d_accuracy: 0.8032Epoch 284: D Accuracy = 0.7843 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9571 - g_loss: 1.5804 - d_accuracy: 0.8025 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0035 - g_loss: 1.6365 - d_accuracy: 0.7760Epoch 285: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0012 - g_loss: 1.6429 - d_accuracy: 0.7761 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9521 - g_loss: 1.6182 - d_accuracy: 0.7996Epoch 286: D Accuracy = 0.8284 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9519 - g_loss: 1.6149 - d_accuracy: 0.8007 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9890 - g_loss: 1.6419 - d_accuracy: 0.7764Epoch 287: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9862 - g_loss: 1.6531 - d_accuracy: 0.7765 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9940 - g_loss: 1.6260 - d_accuracy: 0.7801Epoch 288: D Accuracy = 0.8137 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9942 - g_loss: 1.6177 - d_accuracy: 0.7813 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9833 - g_loss: 1.6528 - d_accuracy: 0.7875Epoch 289: D Accuracy = 0.7696 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9821 - g_loss: 1.6761 - d_accuracy: 0.7868 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9426 - g_loss: 1.6231 - d_accuracy: 0.8121Epoch 290: D Accuracy = 0.7990 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9423 - g_loss: 1.6340 - d_accuracy: 0.8117 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9848 - g_loss: 1.6277 - d_accuracy: 0.7830Epoch 291: D Accuracy = 0.7304 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9863 - g_loss: 1.6318 - d_accuracy: 0.7811 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9846 - g_loss: 1.6551 - d_accuracy: 0.7822Epoch 292: D Accuracy = 0.8039 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9839 - g_loss: 1.6429 - d_accuracy: 0.7830 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0020 - g_loss: 1.6348 - d_accuracy: 0.7726Epoch 293: D Accuracy = 0.7549 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0031 - g_loss: 1.6395 - d_accuracy: 0.7720 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9640 - g_loss: 1.6386 - d_accuracy: 0.7950Epoch 294: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9629 - g_loss: 1.6385 - d_accuracy: 0.7955 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9517 - g_loss: 1.6155 - d_accuracy: 0.8037Epoch 295: D Accuracy = 0.7696 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9557 - g_loss: 1.5948 - d_accuracy: 0.8025
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9666 - g_loss: 1.6386 - d_accuracy: 0.7902Epoch 296: D Accuracy = 0.8382 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9647 - g_loss: 1.6312 - d_accuracy: 0.7919 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9969 - g_loss: 1.7037 - d_accuracy: 0.7755Epoch 297: D Accuracy = 0.6814 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9995 - g_loss: 1.7168 - d_accuracy: 0.7722 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9670 - g_loss: 1.6666 - d_accuracy: 0.7882Epoch 298: D Accuracy = 0.7304 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9687 - g_loss: 1.6872 - d_accuracy: 0.7861 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9764 - g_loss: 1.6454 - d_accuracy: 0.7856Epoch 299: D Accuracy = 0.7696 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9775 - g_loss: 1.6312 - d_accuracy: 0.7850 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9527 - g_loss: 1.6667 - d_accuracy: 0.7928 Class 11 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.8235 27/27 [==============================] - 1s 46ms/step - d_loss: 0.9526 - g_loss: 1.6599 - d_accuracy: 0.7939 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9579 - g_loss: 1.6619 - d_accuracy: 0.7978Epoch 301: D Accuracy = 0.7745 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9623 - g_loss: 1.6431 - d_accuracy: 0.7970 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9452 - g_loss: 1.6892 - d_accuracy: 0.8012Epoch 302: D Accuracy = 0.8186 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9429 - g_loss: 1.7038 - d_accuracy: 0.8018 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9480 - g_loss: 1.6954 - d_accuracy: 0.7991Epoch 303: D Accuracy = 0.7794 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9493 - g_loss: 1.6904 - d_accuracy: 0.7984 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9760 - g_loss: 1.7397 - d_accuracy: 0.7915Epoch 304: D Accuracy = 0.7255 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9772 - g_loss: 1.7600 - d_accuracy: 0.7891 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9314 - g_loss: 1.6877 - d_accuracy: 0.8049Epoch 305: D Accuracy = 0.8039 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9310 - g_loss: 1.7010 - d_accuracy: 0.8049 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9576 - g_loss: 1.6877 - d_accuracy: 0.7926Epoch 306: D Accuracy = 0.8529 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9567 - g_loss: 1.6735 - d_accuracy: 0.7947 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9667 - g_loss: 1.6892 - d_accuracy: 0.7960Epoch 307: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9675 - g_loss: 1.7067 - d_accuracy: 0.7944 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9494 - g_loss: 1.7049 - d_accuracy: 0.8032Epoch 308: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9498 - g_loss: 1.7153 - d_accuracy: 0.8013 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9412 - g_loss: 1.6900 - d_accuracy: 0.8071Epoch 309: D Accuracy = 0.8235 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9408 - g_loss: 1.6849 - d_accuracy: 0.8077 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9808 - g_loss: 1.7061 - d_accuracy: 0.7929Epoch 310: D Accuracy = 0.8725 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9789 - g_loss: 1.6996 - d_accuracy: 0.7957 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9726 - g_loss: 1.7325 - d_accuracy: 0.7824Epoch 311: D Accuracy = 0.7647 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9734 - g_loss: 1.7383 - d_accuracy: 0.7817 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9423 - g_loss: 1.6791 - d_accuracy: 0.8061Epoch 312: D Accuracy = 0.8431 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9416 - g_loss: 1.6727 - d_accuracy: 0.8074 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9370 - g_loss: 1.6869 - d_accuracy: 0.8023Epoch 313: D Accuracy = 0.8235 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9389 - g_loss: 1.6686 - d_accuracy: 0.8031 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9502 - g_loss: 1.7090 - d_accuracy: 0.7960Epoch 314: D Accuracy = 0.8284 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9503 - g_loss: 1.6934 - d_accuracy: 0.7972 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9610 - g_loss: 1.7299 - d_accuracy: 0.7932Epoch 315: D Accuracy = 0.8529 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9574 - g_loss: 1.7284 - d_accuracy: 0.7953 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9404 - g_loss: 1.7010 - d_accuracy: 0.8047Epoch 316: D Accuracy = 0.8725 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9367 - g_loss: 1.6999 - d_accuracy: 0.8072 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9989 - g_loss: 1.7022 - d_accuracy: 0.7758Epoch 317: D Accuracy = 0.8480 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9960 - g_loss: 1.6942 - d_accuracy: 0.7783 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9069 - g_loss: 1.7205 - d_accuracy: 0.8180Epoch 318: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9055 - g_loss: 1.7079 - d_accuracy: 0.8198 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9530 - g_loss: 1.7421 - d_accuracy: 0.7930Epoch 319: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9524 - g_loss: 1.7357 - d_accuracy: 0.7931 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9159 - g_loss: 1.7315 - d_accuracy: 0.8178Epoch 320: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9135 - g_loss: 1.7339 - d_accuracy: 0.8192 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9425 - g_loss: 1.7389 - d_accuracy: 0.8067Epoch 321: D Accuracy = 0.8480 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9413 - g_loss: 1.7417 - d_accuracy: 0.8082 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9355 - g_loss: 1.7320 - d_accuracy: 0.8048Epoch 322: D Accuracy = 0.8186 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9350 - g_loss: 1.7287 - d_accuracy: 0.8053 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9203 - g_loss: 1.7425 - d_accuracy: 0.8158Epoch 323: D Accuracy = 0.8824 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9183 - g_loss: 1.7347 - d_accuracy: 0.8182 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9293 - g_loss: 1.7886 - d_accuracy: 0.8071Epoch 324: D Accuracy = 0.8627 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9267 - g_loss: 1.7761 - d_accuracy: 0.8091 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9705 - g_loss: 1.7769 - d_accuracy: 0.7839Epoch 325: D Accuracy = 0.8284 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9668 - g_loss: 1.7784 - d_accuracy: 0.7855 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9047 - g_loss: 1.7977 - d_accuracy: 0.8174Epoch 326: D Accuracy = 0.8775 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9026 - g_loss: 1.7935 - d_accuracy: 0.8195 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9363 - g_loss: 1.7626 - d_accuracy: 0.8035Epoch 327: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9359 - g_loss: 1.7472 - d_accuracy: 0.8058 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9094 - g_loss: 1.7947 - d_accuracy: 0.8160Epoch 328: D Accuracy = 0.8137 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9076 - g_loss: 1.8058 - d_accuracy: 0.8159 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9421 - g_loss: 1.7729 - d_accuracy: 0.7994Epoch 329: D Accuracy = 0.7941 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9424 - g_loss: 1.7611 - d_accuracy: 0.7992 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9366 - g_loss: 1.8448 - d_accuracy: 0.8007Epoch 330: D Accuracy = 0.7255 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9377 - g_loss: 1.8691 - d_accuracy: 0.7981 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9459 - g_loss: 1.7713 - d_accuracy: 0.8016Epoch 331: D Accuracy = 0.8529 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9432 - g_loss: 1.7667 - d_accuracy: 0.8034 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9674 - g_loss: 1.8109 - d_accuracy: 0.7883Epoch 332: D Accuracy = 0.7108 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9692 - g_loss: 1.8244 - d_accuracy: 0.7856 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8921 - g_loss: 1.7744 - d_accuracy: 0.8290Epoch 333: D Accuracy = 0.8480 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8935 - g_loss: 1.7603 - d_accuracy: 0.8297 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9312 - g_loss: 1.8002 - d_accuracy: 0.8062Epoch 334: D Accuracy = 0.8333 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9299 - g_loss: 1.7935 - d_accuracy: 0.8072 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9113 - g_loss: 1.7854 - d_accuracy: 0.8177Epoch 335: D Accuracy = 0.7843 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9173 - g_loss: 1.7588 - d_accuracy: 0.8165 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9219 - g_loss: 1.8479 - d_accuracy: 0.8082Epoch 336: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9288 - g_loss: 1.8626 - d_accuracy: 0.8030 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9296 - g_loss: 1.7957 - d_accuracy: 0.8149Epoch 337: D Accuracy = 0.8186 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9286 - g_loss: 1.7980 - d_accuracy: 0.8150 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9245 - g_loss: 1.8089 - d_accuracy: 0.8059Epoch 338: D Accuracy = 0.7990 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9242 - g_loss: 1.8224 - d_accuracy: 0.8057 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9405 - g_loss: 1.8071 - d_accuracy: 0.8016Epoch 339: D Accuracy = 0.7794 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9442 - g_loss: 1.7899 - d_accuracy: 0.8008 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8943 - g_loss: 1.7930 - d_accuracy: 0.8226Epoch 340: D Accuracy = 0.8186 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8959 - g_loss: 1.7761 - d_accuracy: 0.8224 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9135 - g_loss: 1.8317 - d_accuracy: 0.8095Epoch 341: D Accuracy = 0.7010 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9184 - g_loss: 1.8497 - d_accuracy: 0.8057 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9214 - g_loss: 1.8322 - d_accuracy: 0.8156Epoch 342: D Accuracy = 0.8775 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9199 - g_loss: 1.8177 - d_accuracy: 0.8178 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8934 - g_loss: 1.8176 - d_accuracy: 0.8207Epoch 343: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8928 - g_loss: 1.8197 - d_accuracy: 0.8211 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8791 - g_loss: 1.8429 - d_accuracy: 0.8305Epoch 344: D Accuracy = 0.8775 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8780 - g_loss: 1.8379 - d_accuracy: 0.8322 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9027 - g_loss: 1.8331 - d_accuracy: 0.8204Epoch 345: D Accuracy = 0.8039 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9096 - g_loss: 1.8052 - d_accuracy: 0.8198 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9399 - g_loss: 1.8884 - d_accuracy: 0.8028Epoch 346: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9466 - g_loss: 1.9235 - d_accuracy: 0.7972 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9299 - g_loss: 1.8433 - d_accuracy: 0.8046Epoch 347: D Accuracy = 0.8284 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9287 - g_loss: 1.8343 - d_accuracy: 0.8054 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8791 - g_loss: 1.8581 - d_accuracy: 0.8321Epoch 348: D Accuracy = 0.7647 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8801 - g_loss: 1.8704 - d_accuracy: 0.8297 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8988 - g_loss: 1.8561 - d_accuracy: 0.8168Epoch 349: D Accuracy = 0.7206 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9023 - g_loss: 1.8640 - d_accuracy: 0.8133 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8912 - g_loss: 1.8843 - d_accuracy: 0.8262Epoch 350: D Accuracy = 0.8578 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8889 - g_loss: 1.8856 - d_accuracy: 0.8273 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9050 - g_loss: 1.8835 - d_accuracy: 0.8154Epoch 351: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9078 - g_loss: 1.8635 - d_accuracy: 0.8152 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9145 - g_loss: 1.8612 - d_accuracy: 0.8111Epoch 352: D Accuracy = 0.8971 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9125 - g_loss: 1.8438 - d_accuracy: 0.8142 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9088 - g_loss: 1.8959 - d_accuracy: 0.8129Epoch 353: D Accuracy = 0.7451 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9128 - g_loss: 1.9033 - d_accuracy: 0.8105 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9032 - g_loss: 1.8552 - d_accuracy: 0.8174Epoch 354: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9035 - g_loss: 1.8402 - d_accuracy: 0.8188 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9089 - g_loss: 1.8867 - d_accuracy: 0.8173Epoch 355: D Accuracy = 0.8284 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9065 - g_loss: 1.8927 - d_accuracy: 0.8177 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9117 - g_loss: 1.8815 - d_accuracy: 0.8170Epoch 356: D Accuracy = 0.8725 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9111 - g_loss: 1.8717 - d_accuracy: 0.8190 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9123 - g_loss: 1.8800 - d_accuracy: 0.8118Epoch 357: D Accuracy = 0.8480 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9119 - g_loss: 1.8664 - d_accuracy: 0.8131 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9048 - g_loss: 1.9083 - d_accuracy: 0.8133Epoch 358: D Accuracy = 0.8137 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9062 - g_loss: 1.9013 - d_accuracy: 0.8133 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8734 - g_loss: 1.9163 - d_accuracy: 0.8335Epoch 359: D Accuracy = 0.8824 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8717 - g_loss: 1.9076 - d_accuracy: 0.8352 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8976 - g_loss: 1.9244 - d_accuracy: 0.8181Epoch 360: D Accuracy = 0.8186 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8979 - g_loss: 1.9246 - d_accuracy: 0.8181 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8469 - g_loss: 1.9222 - d_accuracy: 0.8456Epoch 361: D Accuracy = 0.8284 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8509 - g_loss: 1.9026 - d_accuracy: 0.8450 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8720 - g_loss: 1.9438 - d_accuracy: 0.8299Epoch 362: D Accuracy = 0.7745 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8728 - g_loss: 1.9648 - d_accuracy: 0.8279 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9040 - g_loss: 1.8805 - d_accuracy: 0.8143Epoch 363: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9127 - g_loss: 1.8493 - d_accuracy: 0.8114
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8777 - g_loss: 1.9252 - d_accuracy: 0.8322Epoch 364: D Accuracy = 0.8480 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8756 - g_loss: 1.9339 - d_accuracy: 0.8328 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8997 - g_loss: 1.9292 - d_accuracy: 0.8118Epoch 365: D Accuracy = 0.8529 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8967 - g_loss: 1.9311 - d_accuracy: 0.8133 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9152 - g_loss: 1.9588 - d_accuracy: 0.8169Epoch 366: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9135 - g_loss: 1.9574 - d_accuracy: 0.8184 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8791 - g_loss: 1.9325 - d_accuracy: 0.8245Epoch 367: D Accuracy = 0.6961 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8856 - g_loss: 1.9643 - d_accuracy: 0.8199 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8542 - g_loss: 1.9206 - d_accuracy: 0.8396Epoch 368: D Accuracy = 0.8873 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8525 - g_loss: 1.9121 - d_accuracy: 0.8413 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8878 - g_loss: 1.9385 - d_accuracy: 0.8241Epoch 369: D Accuracy = 0.8725 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8878 - g_loss: 1.9197 - d_accuracy: 0.8259 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8643 - g_loss: 1.9162 - d_accuracy: 0.8382Epoch 370: D Accuracy = 0.9118 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8622 - g_loss: 1.9117 - d_accuracy: 0.8408 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9238 - g_loss: 1.9452 - d_accuracy: 0.8056Epoch 371: D Accuracy = 0.9118 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9195 - g_loss: 1.9349 - d_accuracy: 0.8094 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8586 - g_loss: 1.9306 - d_accuracy: 0.8439Epoch 372: D Accuracy = 0.8824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8583 - g_loss: 1.9171 - d_accuracy: 0.8453 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8562 - g_loss: 1.9367 - d_accuracy: 0.8404Epoch 373: D Accuracy = 0.8039 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8571 - g_loss: 1.9560 - d_accuracy: 0.8391 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9411 - g_loss: 1.9303 - d_accuracy: 0.7960Epoch 374: D Accuracy = 0.8039 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9393 - g_loss: 1.9269 - d_accuracy: 0.7963 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8709 - g_loss: 1.9539 - d_accuracy: 0.8307Epoch 375: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8728 - g_loss: 1.9691 - d_accuracy: 0.8278 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8580 - g_loss: 1.9585 - d_accuracy: 0.8372Epoch 376: D Accuracy = 0.8039 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8582 - g_loss: 1.9676 - d_accuracy: 0.8360 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9117 - g_loss: 1.9353 - d_accuracy: 0.8149Epoch 377: D Accuracy = 0.8333 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9125 - g_loss: 1.9170 - d_accuracy: 0.8155 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8825 - g_loss: 1.9955 - d_accuracy: 0.8209Epoch 378: D Accuracy = 0.8922 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8797 - g_loss: 1.9873 - d_accuracy: 0.8235 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8570 - g_loss: 1.9567 - d_accuracy: 0.8370Epoch 379: D Accuracy = 0.8284 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8588 - g_loss: 1.9511 - d_accuracy: 0.8367 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8554 - g_loss: 1.9931 - d_accuracy: 0.8403Epoch 380: D Accuracy = 0.8088 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8572 - g_loss: 1.9906 - d_accuracy: 0.8392 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8286 - g_loss: 2.0174 - d_accuracy: 0.8570Epoch 381: D Accuracy = 0.8725 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8269 - g_loss: 2.0210 - d_accuracy: 0.8575 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8918 - g_loss: 1.9927 - d_accuracy: 0.8196Epoch 382: D Accuracy = 0.8137 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8960 - g_loss: 1.9711 - d_accuracy: 0.8194 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8774 - g_loss: 1.9755 - d_accuracy: 0.8237Epoch 383: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8766 - g_loss: 1.9624 - d_accuracy: 0.8249 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8675 - g_loss: 1.9858 - d_accuracy: 0.8346Epoch 384: D Accuracy = 0.8382 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8707 - g_loss: 1.9622 - d_accuracy: 0.8347 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8596 - g_loss: 2.0423 - d_accuracy: 0.8330Epoch 385: D Accuracy = 0.7010 27/27 [==============================] - 1s 38ms/step - d_loss: 0.8622 - g_loss: 2.0871 - d_accuracy: 0.8283 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8251 - g_loss: 2.0269 - d_accuracy: 0.8519Epoch 386: D Accuracy = 0.8971 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8228 - g_loss: 2.0200 - d_accuracy: 0.8536 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8307 - g_loss: 2.0205 - d_accuracy: 0.8526Epoch 387: D Accuracy = 0.8725 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8308 - g_loss: 2.0157 - d_accuracy: 0.8533 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8428 - g_loss: 2.0667 - d_accuracy: 0.8364Epoch 388: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8486 - g_loss: 2.0843 - d_accuracy: 0.8328 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8789 - g_loss: 2.0353 - d_accuracy: 0.8275Epoch 389: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8746 - g_loss: 2.0497 - d_accuracy: 0.8284 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9322 - g_loss: 2.0153 - d_accuracy: 0.7991Epoch 390: D Accuracy = 0.7157 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9331 - g_loss: 2.0329 - d_accuracy: 0.7961 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8649 - g_loss: 2.0252 - d_accuracy: 0.8338Epoch 391: D Accuracy = 0.8725 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8612 - g_loss: 2.0454 - d_accuracy: 0.8352 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8329 - g_loss: 2.0363 - d_accuracy: 0.8498Epoch 392: D Accuracy = 0.8824 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8297 - g_loss: 2.0457 - d_accuracy: 0.8510 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8668 - g_loss: 2.0652 - d_accuracy: 0.8299Epoch 393: D Accuracy = 0.8333 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8652 - g_loss: 2.0801 - d_accuracy: 0.8300 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8436 - g_loss: 2.0132 - d_accuracy: 0.8438Epoch 394: D Accuracy = 0.8480 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8436 - g_loss: 2.0229 - d_accuracy: 0.8439 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8480 - g_loss: 2.0225 - d_accuracy: 0.8380Epoch 395: D Accuracy = 0.7794 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8507 - g_loss: 2.0295 - d_accuracy: 0.8359
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8740 - g_loss: 2.0300 - d_accuracy: 0.8258Epoch 396: D Accuracy = 0.8431 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8750 - g_loss: 2.0075 - d_accuracy: 0.8264 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8527 - g_loss: 2.0833 - d_accuracy: 0.8394Epoch 397: D Accuracy = 0.8431 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8537 - g_loss: 2.0675 - d_accuracy: 0.8395 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8458 - g_loss: 2.0405 - d_accuracy: 0.8336Epoch 398: D Accuracy = 0.8431 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8466 - g_loss: 2.0316 - d_accuracy: 0.8339 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8514 - g_loss: 2.0641 - d_accuracy: 0.8322Epoch 399: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8568 - g_loss: 2.0790 - d_accuracy: 0.8287 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8516 - g_loss: 2.0502 - d_accuracy: 0.8341 Class 11 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.8480 27/27 [==============================] - 1s 40ms/step - d_loss: 0.8509 - g_loss: 2.0488 - d_accuracy: 0.8346 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8615 - g_loss: 2.0594 - d_accuracy: 0.8304Epoch 401: D Accuracy = 0.9167 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8551 - g_loss: 2.0715 - d_accuracy: 0.8335 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8215 - g_loss: 2.0616 - d_accuracy: 0.8539Epoch 402: D Accuracy = 0.8284 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8228 - g_loss: 2.0617 - d_accuracy: 0.8530 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8513 - g_loss: 2.0582 - d_accuracy: 0.8348Epoch 403: D Accuracy = 0.8431 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8558 - g_loss: 2.0357 - d_accuracy: 0.8351 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8795 - g_loss: 2.1362 - d_accuracy: 0.8227Epoch 404: D Accuracy = 0.7941 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8807 - g_loss: 2.1542 - d_accuracy: 0.8217 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8131 - g_loss: 2.0448 - d_accuracy: 0.8584Epoch 405: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8139 - g_loss: 2.0378 - d_accuracy: 0.8587 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8589 - g_loss: 2.1095 - d_accuracy: 0.8370Epoch 406: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8637 - g_loss: 2.1337 - d_accuracy: 0.8329 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8732 - g_loss: 2.0842 - d_accuracy: 0.8318Epoch 407: D Accuracy = 0.8137 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8729 - g_loss: 2.0964 - d_accuracy: 0.8311 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8022 - g_loss: 2.1073 - d_accuracy: 0.8640Epoch 408: D Accuracy = 0.8775 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8037 - g_loss: 2.0957 - d_accuracy: 0.8644 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8430 - g_loss: 2.1282 - d_accuracy: 0.8432Epoch 409: D Accuracy = 0.8333 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8427 - g_loss: 2.1253 - d_accuracy: 0.8429 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8236 - g_loss: 2.0555 - d_accuracy: 0.8518Epoch 410: D Accuracy = 0.8627 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8245 - g_loss: 2.0400 - d_accuracy: 0.8522 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8189 - g_loss: 2.0987 - d_accuracy: 0.8491Epoch 411: D Accuracy = 0.9412 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8139 - g_loss: 2.1025 - d_accuracy: 0.8524 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8351 - g_loss: 2.0821 - d_accuracy: 0.8441Epoch 412: D Accuracy = 0.8676 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8349 - g_loss: 2.0590 - d_accuracy: 0.8449 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8653 - g_loss: 2.1514 - d_accuracy: 0.8283Epoch 413: D Accuracy = 0.7598 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8671 - g_loss: 2.1715 - d_accuracy: 0.8259 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8337 - g_loss: 2.1512 - d_accuracy: 0.8462Epoch 414: D Accuracy = 0.8578 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8312 - g_loss: 2.1663 - d_accuracy: 0.8466 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8434 - g_loss: 2.1080 - d_accuracy: 0.8376Epoch 415: D Accuracy = 0.8775 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8439 - g_loss: 2.0959 - d_accuracy: 0.8390 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8212 - g_loss: 2.1178 - d_accuracy: 0.8490Epoch 416: D Accuracy = 0.8529 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8241 - g_loss: 2.0938 - d_accuracy: 0.8491 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8670 - g_loss: 2.1867 - d_accuracy: 0.8284Epoch 417: D Accuracy = 0.6127 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8794 - g_loss: 2.2241 - d_accuracy: 0.8207 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8209 - g_loss: 2.0494 - d_accuracy: 0.8558Epoch 418: D Accuracy = 0.7990 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8298 - g_loss: 2.0181 - d_accuracy: 0.8538 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8613 - g_loss: 2.1411 - d_accuracy: 0.8328Epoch 419: D Accuracy = 0.8284 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8611 - g_loss: 2.1456 - d_accuracy: 0.8326 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8405 - g_loss: 2.1030 - d_accuracy: 0.8427Epoch 420: D Accuracy = 0.8186 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8418 - g_loss: 2.1041 - d_accuracy: 0.8418 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8057 - g_loss: 2.1070 - d_accuracy: 0.8617Epoch 421: D Accuracy = 0.8922 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8073 - g_loss: 2.0954 - d_accuracy: 0.8628 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8160 - g_loss: 2.1484 - d_accuracy: 0.8545Epoch 422: D Accuracy = 0.9069 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8150 - g_loss: 2.1427 - d_accuracy: 0.8563 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8035 - g_loss: 2.1565 - d_accuracy: 0.8619Epoch 423: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8043 - g_loss: 2.1554 - d_accuracy: 0.8618 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8337 - g_loss: 2.1283 - d_accuracy: 0.8481Epoch 424: D Accuracy = 0.9216 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8282 - g_loss: 2.1375 - d_accuracy: 0.8507 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8186 - g_loss: 2.1943 - d_accuracy: 0.8506Epoch 425: D Accuracy = 0.8873 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8148 - g_loss: 2.2022 - d_accuracy: 0.8519 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8067 - g_loss: 2.1411 - d_accuracy: 0.8547Epoch 426: D Accuracy = 0.8725 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8047 - g_loss: 2.1558 - d_accuracy: 0.8553 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8318 - g_loss: 2.1537 - d_accuracy: 0.8494Epoch 427: D Accuracy = 0.8873 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8322 - g_loss: 2.1392 - d_accuracy: 0.8508 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8314 - g_loss: 2.1891 - d_accuracy: 0.8452Epoch 428: D Accuracy = 0.8676 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8276 - g_loss: 2.2080 - d_accuracy: 0.8460 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8534 - g_loss: 2.1335 - d_accuracy: 0.8323Epoch 429: D Accuracy = 0.8284 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8595 - g_loss: 2.0974 - d_accuracy: 0.8322 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7916 - g_loss: 2.1955 - d_accuracy: 0.8652Epoch 430: D Accuracy = 0.8480 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7941 - g_loss: 2.1847 - d_accuracy: 0.8646 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8086 - g_loss: 2.2241 - d_accuracy: 0.8543Epoch 431: D Accuracy = 0.8676 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8072 - g_loss: 2.2340 - d_accuracy: 0.8548 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8437 - g_loss: 2.2037 - d_accuracy: 0.8418Epoch 432: D Accuracy = 0.7549 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8454 - g_loss: 2.2288 - d_accuracy: 0.8387 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8332 - g_loss: 2.1265 - d_accuracy: 0.8481Epoch 433: D Accuracy = 0.9020 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8296 - g_loss: 2.1302 - d_accuracy: 0.8500 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8242 - g_loss: 2.1411 - d_accuracy: 0.8475Epoch 434: D Accuracy = 0.8284 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8262 - g_loss: 2.1248 - d_accuracy: 0.8468 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8636 - g_loss: 2.1602 - d_accuracy: 0.8256Epoch 435: D Accuracy = 0.7794 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8710 - g_loss: 2.1256 - d_accuracy: 0.8239 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8052 - g_loss: 2.1566 - d_accuracy: 0.8557Epoch 436: D Accuracy = 0.8627 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8062 - g_loss: 2.1380 - d_accuracy: 0.8560 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8151 - g_loss: 2.2048 - d_accuracy: 0.8509Epoch 437: D Accuracy = 0.8578 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8151 - g_loss: 2.2000 - d_accuracy: 0.8512 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8132 - g_loss: 2.1925 - d_accuracy: 0.8536Epoch 438: D Accuracy = 0.8676 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8113 - g_loss: 2.2002 - d_accuracy: 0.8541 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7986 - g_loss: 2.2307 - d_accuracy: 0.8582Epoch 439: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7986 - g_loss: 2.2332 - d_accuracy: 0.8581 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7831 - g_loss: 2.2016 - d_accuracy: 0.8698Epoch 440: D Accuracy = 0.8824 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7827 - g_loss: 2.2035 - d_accuracy: 0.8702 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7930 - g_loss: 2.2263 - d_accuracy: 0.8596Epoch 441: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7919 - g_loss: 2.2389 - d_accuracy: 0.8586 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8068 - g_loss: 2.2399 - d_accuracy: 0.8577Epoch 442: D Accuracy = 0.9069 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8035 - g_loss: 2.2440 - d_accuracy: 0.8594 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8200 - g_loss: 2.2392 - d_accuracy: 0.8493Epoch 443: D Accuracy = 0.8284 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8218 - g_loss: 2.2439 - d_accuracy: 0.8485 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7849 - g_loss: 2.1917 - d_accuracy: 0.8687Epoch 444: D Accuracy = 0.8971 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7832 - g_loss: 2.1835 - d_accuracy: 0.8697 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7793 - g_loss: 2.2097 - d_accuracy: 0.8701Epoch 445: D Accuracy = 0.9216 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7777 - g_loss: 2.1903 - d_accuracy: 0.8719 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8216 - g_loss: 2.2299 - d_accuracy: 0.8489Epoch 446: D Accuracy = 0.7010 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8282 - g_loss: 2.2529 - d_accuracy: 0.8436 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8196 - g_loss: 2.2409 - d_accuracy: 0.8515Epoch 447: D Accuracy = 0.8775 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8191 - g_loss: 2.2219 - d_accuracy: 0.8524 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8162 - g_loss: 2.2486 - d_accuracy: 0.8493Epoch 448: D Accuracy = 0.7696 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8203 - g_loss: 2.2632 - d_accuracy: 0.8464 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7716 - g_loss: 2.2168 - d_accuracy: 0.8776Epoch 449: D Accuracy = 0.8775 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7720 - g_loss: 2.2166 - d_accuracy: 0.8775 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8328 - g_loss: 2.2672 - d_accuracy: 0.8367Epoch 450: D Accuracy = 0.7157 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8400 - g_loss: 2.3025 - d_accuracy: 0.8324 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8551 - g_loss: 2.2067 - d_accuracy: 0.8320Epoch 451: D Accuracy = 0.8971 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8493 - g_loss: 2.2143 - d_accuracy: 0.8343 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7736 - g_loss: 2.2178 - d_accuracy: 0.8729Epoch 452: D Accuracy = 0.8578 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7760 - g_loss: 2.2125 - d_accuracy: 0.8724 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7956 - g_loss: 2.2401 - d_accuracy: 0.8585Epoch 453: D Accuracy = 0.8431 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7958 - g_loss: 2.2497 - d_accuracy: 0.8579 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8029 - g_loss: 2.2547 - d_accuracy: 0.8603Epoch 454: D Accuracy = 0.8725 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8049 - g_loss: 2.2319 - d_accuracy: 0.8607 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8119 - g_loss: 2.2602 - d_accuracy: 0.8480Epoch 455: D Accuracy = 0.8725 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8104 - g_loss: 2.2602 - d_accuracy: 0.8489 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7876 - g_loss: 2.2638 - d_accuracy: 0.8678Epoch 456: D Accuracy = 0.9069 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7842 - g_loss: 2.2667 - d_accuracy: 0.8692 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7742 - g_loss: 2.2867 - d_accuracy: 0.8649Epoch 457: D Accuracy = 0.8824 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7739 - g_loss: 2.2749 - d_accuracy: 0.8655 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8337 - g_loss: 2.2818 - d_accuracy: 0.8477Epoch 458: D Accuracy = 0.8137 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8325 - g_loss: 2.3017 - d_accuracy: 0.8465 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8103 - g_loss: 2.2678 - d_accuracy: 0.8543Epoch 459: D Accuracy = 0.9069 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8089 - g_loss: 2.2546 - d_accuracy: 0.8562 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7835 - g_loss: 2.2721 - d_accuracy: 0.8668Epoch 460: D Accuracy = 0.6961 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7913 - g_loss: 2.3008 - d_accuracy: 0.8607 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7703 - g_loss: 2.2547 - d_accuracy: 0.8731Epoch 461: D Accuracy = 0.8971 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7703 - g_loss: 2.2395 - d_accuracy: 0.8739 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7765 - g_loss: 2.3104 - d_accuracy: 0.8678Epoch 462: D Accuracy = 0.8529 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7769 - g_loss: 2.3152 - d_accuracy: 0.8673 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8133 - g_loss: 2.2601 - d_accuracy: 0.8538Epoch 463: D Accuracy = 0.8873 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8107 - g_loss: 2.2567 - d_accuracy: 0.8549
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7599 - g_loss: 2.3611 - d_accuracy: 0.8757Epoch 464: D Accuracy = 0.8039 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7599 - g_loss: 2.4020 - d_accuracy: 0.8731 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7953 - g_loss: 2.2481 - d_accuracy: 0.8647Epoch 465: D Accuracy = 0.9020 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7927 - g_loss: 2.2633 - d_accuracy: 0.8660 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7635 - g_loss: 2.3193 - d_accuracy: 0.8703Epoch 466: D Accuracy = 0.9265 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7624 - g_loss: 2.3046 - d_accuracy: 0.8723 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7869 - g_loss: 2.3604 - d_accuracy: 0.8613Epoch 467: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7904 - g_loss: 2.3792 - d_accuracy: 0.8573 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7735 - g_loss: 2.3126 - d_accuracy: 0.8706Epoch 468: D Accuracy = 0.8971 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7752 - g_loss: 2.2940 - d_accuracy: 0.8716 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7708 - g_loss: 2.3605 - d_accuracy: 0.8681Epoch 469: D Accuracy = 0.9069 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7704 - g_loss: 2.3492 - d_accuracy: 0.8695 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8203 - g_loss: 2.3253 - d_accuracy: 0.8504Epoch 470: D Accuracy = 0.8284 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8273 - g_loss: 2.2837 - d_accuracy: 0.8496 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7737 - g_loss: 2.3495 - d_accuracy: 0.8674Epoch 471: D Accuracy = 0.8382 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7735 - g_loss: 2.3693 - d_accuracy: 0.8664 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8137 - g_loss: 2.2910 - d_accuracy: 0.8531Epoch 472: D Accuracy = 0.9020 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8100 - g_loss: 2.2941 - d_accuracy: 0.8549 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8080 - g_loss: 2.3059 - d_accuracy: 0.8516Epoch 473: D Accuracy = 0.8725 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8069 - g_loss: 2.2956 - d_accuracy: 0.8524 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8254 - g_loss: 2.3293 - d_accuracy: 0.8432Epoch 474: D Accuracy = 0.9020 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8206 - g_loss: 2.3339 - d_accuracy: 0.8453 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7427 - g_loss: 2.3095 - d_accuracy: 0.8818Epoch 475: D Accuracy = 0.9069 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7418 - g_loss: 2.3069 - d_accuracy: 0.8827 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8045 - g_loss: 2.3204 - d_accuracy: 0.8539Epoch 476: D Accuracy = 0.8480 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8045 - g_loss: 2.3288 - d_accuracy: 0.8537 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7949 - g_loss: 2.3240 - d_accuracy: 0.8587Epoch 477: D Accuracy = 0.8676 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7918 - g_loss: 2.3458 - d_accuracy: 0.8590 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7636 - g_loss: 2.2915 - d_accuracy: 0.8724Epoch 478: D Accuracy = 0.9216 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7626 - g_loss: 2.2791 - d_accuracy: 0.8741 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7906 - g_loss: 2.3579 - d_accuracy: 0.8576Epoch 479: D Accuracy = 0.8088 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7924 - g_loss: 2.3774 - d_accuracy: 0.8559 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7888 - g_loss: 2.3325 - d_accuracy: 0.8640Epoch 480: D Accuracy = 0.8431 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7901 - g_loss: 2.3461 - d_accuracy: 0.8632 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7640 - g_loss: 2.3253 - d_accuracy: 0.8755Epoch 481: D Accuracy = 0.8676 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7666 - g_loss: 2.3059 - d_accuracy: 0.8752 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7730 - g_loss: 2.4246 - d_accuracy: 0.8664Epoch 482: D Accuracy = 0.8431 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7724 - g_loss: 2.4369 - d_accuracy: 0.8656 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7973 - g_loss: 2.3455 - d_accuracy: 0.8592Epoch 483: D Accuracy = 0.9510 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7923 - g_loss: 2.3403 - d_accuracy: 0.8624 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7753 - g_loss: 2.3687 - d_accuracy: 0.8659Epoch 484: D Accuracy = 0.9069 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7731 - g_loss: 2.3664 - d_accuracy: 0.8674 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8170 - g_loss: 2.3628 - d_accuracy: 0.8528Epoch 485: D Accuracy = 0.9118 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8156 - g_loss: 2.3420 - d_accuracy: 0.8549 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7648 - g_loss: 2.3644 - d_accuracy: 0.8707Epoch 486: D Accuracy = 0.8676 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7641 - g_loss: 2.3623 - d_accuracy: 0.8706 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8055 - g_loss: 2.3516 - d_accuracy: 0.8503Epoch 487: D Accuracy = 0.9314 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8024 - g_loss: 2.3423 - d_accuracy: 0.8532 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7728 - g_loss: 2.3585 - d_accuracy: 0.8681Epoch 488: D Accuracy = 0.9314 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7695 - g_loss: 2.3545 - d_accuracy: 0.8704 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7462 - g_loss: 2.4275 - d_accuracy: 0.8812Epoch 489: D Accuracy = 0.9069 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7432 - g_loss: 2.4391 - d_accuracy: 0.8822 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7571 - g_loss: 2.3739 - d_accuracy: 0.8738Epoch 490: D Accuracy = 0.8627 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7591 - g_loss: 2.3630 - d_accuracy: 0.8734 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7959 - g_loss: 2.3775 - d_accuracy: 0.8578Epoch 491: D Accuracy = 0.8529 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7963 - g_loss: 2.3738 - d_accuracy: 0.8577 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7656 - g_loss: 2.4296 - d_accuracy: 0.8745Epoch 492: D Accuracy = 0.8775 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7678 - g_loss: 2.4072 - d_accuracy: 0.8746 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7882 - g_loss: 2.4053 - d_accuracy: 0.8659Epoch 493: D Accuracy = 0.8431 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7879 - g_loss: 2.4136 - d_accuracy: 0.8651 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7534 - g_loss: 2.4033 - d_accuracy: 0.8794Epoch 494: D Accuracy = 0.9118 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7498 - g_loss: 2.4141 - d_accuracy: 0.8806 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7698 - g_loss: 2.4399 - d_accuracy: 0.8706Epoch 495: D Accuracy = 0.7990 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7709 - g_loss: 2.4623 - d_accuracy: 0.8680
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7416 - g_loss: 2.3956 - d_accuracy: 0.8791Epoch 496: D Accuracy = 0.8873 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7420 - g_loss: 2.3847 - d_accuracy: 0.8794 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7561 - g_loss: 2.4115 - d_accuracy: 0.8737Epoch 497: D Accuracy = 0.8824 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7548 - g_loss: 2.4147 - d_accuracy: 0.8740 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7668 - g_loss: 2.4159 - d_accuracy: 0.8702Epoch 498: D Accuracy = 0.8431 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7671 - g_loss: 2.4311 - d_accuracy: 0.8692 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7427 - g_loss: 2.4114 - d_accuracy: 0.8815Epoch 499: D Accuracy = 0.8775 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7429 - g_loss: 2.4004 - d_accuracy: 0.8813 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7568 - g_loss: 2.4521 - d_accuracy: 0.8709 Class 11 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.9167 27/27 [==============================] - 1s 40ms/step - d_loss: 0.7533 - g_loss: 2.4542 - d_accuracy: 0.8725 Training DCGAN for class 12... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.2471 - g_loss: 1.1801 - d_accuracy: 0.6648WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0163s vs `on_train_batch_end` time: 0.0178s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.8882 - g_loss: 1.8474 - d_accuracy: 0.8396 Epoch 1: Generator loss improved from inf to 1.0031. Saving weights. Epoch 1: D Accuracy = 0.7617 27/27 [==============================] - 2s 43ms/step - d_loss: 0.8968 - g_loss: 1.8173 - d_accuracy: 0.8368 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9182 - g_loss: 2.2058 - d_accuracy: 0.8353Epoch 2: D Accuracy = 0.7056 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9253 - g_loss: 2.2076 - d_accuracy: 0.8307 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1679 - g_loss: 1.4094 - d_accuracy: 0.7226Epoch 3: D Accuracy = 0.6822 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1702 - g_loss: 1.4073 - d_accuracy: 0.7212 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2051 - g_loss: 1.1947 - d_accuracy: 0.6972 Epoch 4: Generator loss improved from 1.0031 to 0.9042. Saving weights. Epoch 4: D Accuracy = 0.6916 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2066 - g_loss: 1.1844 - d_accuracy: 0.6970 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2434 - g_loss: 1.1174 - d_accuracy: 0.6700Epoch 5: D Accuracy = 0.6682 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2429 - g_loss: 1.1115 - d_accuracy: 0.6699 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2201 - g_loss: 1.1018 - d_accuracy: 0.6859Epoch 6: D Accuracy = 0.6963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2199 - g_loss: 1.0966 - d_accuracy: 0.6863 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 1.1091 - d_accuracy: 0.6699Epoch 7: D Accuracy = 0.6963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2334 - g_loss: 1.1093 - d_accuracy: 0.6708 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.1425 - d_accuracy: 0.6899Epoch 8: D Accuracy = 0.7103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1817 - g_loss: 1.1474 - d_accuracy: 0.6907 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1558 - g_loss: 1.1957 - d_accuracy: 0.7121 Epoch 9: Generator loss improved from 0.9042 to 0.7468. Saving weights. Epoch 9: D Accuracy = 0.6916 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1589 - g_loss: 1.1797 - d_accuracy: 0.7114 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0974 - g_loss: 1.2789 - d_accuracy: 0.7394Epoch 10: D Accuracy = 0.8037 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0935 - g_loss: 1.2780 - d_accuracy: 0.7417 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0297 - g_loss: 1.3972 - d_accuracy: 0.7789Epoch 11: D Accuracy = 0.8271 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0275 - g_loss: 1.3945 - d_accuracy: 0.7806 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0222 - g_loss: 1.4862 - d_accuracy: 0.7837Epoch 12: D Accuracy = 0.8505 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0172 - g_loss: 1.4858 - d_accuracy: 0.7861 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9671 - g_loss: 1.6012 - d_accuracy: 0.7927Epoch 13: D Accuracy = 0.6636 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9715 - g_loss: 1.6307 - d_accuracy: 0.7880 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9111 - g_loss: 1.6470 - d_accuracy: 0.8283Epoch 14: D Accuracy = 0.8925 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9056 - g_loss: 1.6548 - d_accuracy: 0.8306 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9396 - g_loss: 1.7161 - d_accuracy: 0.8113Epoch 15: D Accuracy = 0.7991 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9411 - g_loss: 1.7131 - d_accuracy: 0.8108 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9353 - g_loss: 1.7122 - d_accuracy: 0.8088Epoch 16: D Accuracy = 0.8178 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9324 - g_loss: 1.7135 - d_accuracy: 0.8091 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9787 - g_loss: 1.6228 - d_accuracy: 0.7937Epoch 17: D Accuracy = 0.8364 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9763 - g_loss: 1.6144 - d_accuracy: 0.7952 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9876 - g_loss: 1.6208 - d_accuracy: 0.7850Epoch 18: D Accuracy = 0.6636 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9938 - g_loss: 1.6539 - d_accuracy: 0.7807 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0228 - g_loss: 1.5356 - d_accuracy: 0.7779Epoch 19: D Accuracy = 0.8037 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0248 - g_loss: 1.5141 - d_accuracy: 0.7788 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0443 - g_loss: 1.5239 - d_accuracy: 0.7634Epoch 20: D Accuracy = 0.7523 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0446 - g_loss: 1.5145 - d_accuracy: 0.7630 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0367 - g_loss: 1.4520 - d_accuracy: 0.7641Epoch 21: D Accuracy = 0.7991 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0332 - g_loss: 1.4549 - d_accuracy: 0.7654 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0707 - g_loss: 1.4472 - d_accuracy: 0.7541Epoch 22: D Accuracy = 0.8131 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0655 - g_loss: 1.4501 - d_accuracy: 0.7562 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0692 - g_loss: 1.4242 - d_accuracy: 0.7471Epoch 23: D Accuracy = 0.8084 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0667 - g_loss: 1.4172 - d_accuracy: 0.7493 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1035 - g_loss: 1.3985 - d_accuracy: 0.7389Epoch 24: D Accuracy = 0.7290 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1071 - g_loss: 1.3755 - d_accuracy: 0.7386 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0740 - g_loss: 1.3718 - d_accuracy: 0.7457Epoch 25: D Accuracy = 0.7850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0738 - g_loss: 1.3595 - d_accuracy: 0.7471 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1159 - g_loss: 1.3786 - d_accuracy: 0.7271Epoch 26: D Accuracy = 0.7991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1134 - g_loss: 1.3707 - d_accuracy: 0.7296 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0941 - g_loss: 1.3530 - d_accuracy: 0.7389Epoch 27: D Accuracy = 0.7617 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0938 - g_loss: 1.3456 - d_accuracy: 0.7397 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0887 - g_loss: 1.3689 - d_accuracy: 0.7423Epoch 28: D Accuracy = 0.6869 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0907 - g_loss: 1.3911 - d_accuracy: 0.7403 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1154 - g_loss: 1.3960 - d_accuracy: 0.7265Epoch 29: D Accuracy = 0.6729 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1151 - g_loss: 1.4178 - d_accuracy: 0.7245 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0753 - g_loss: 1.3583 - d_accuracy: 0.7477Epoch 30: D Accuracy = 0.7103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0752 - g_loss: 1.3696 - d_accuracy: 0.7463
Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0931 - g_loss: 1.3687 - d_accuracy: 0.7374Epoch 31: D Accuracy = 0.7336 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0965 - g_loss: 1.3498 - d_accuracy: 0.7373 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0919 - g_loss: 1.3580 - d_accuracy: 0.7326Epoch 32: D Accuracy = 0.7617 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0902 - g_loss: 1.3674 - d_accuracy: 0.7337 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1112 - g_loss: 1.3897 - d_accuracy: 0.7316Epoch 33: D Accuracy = 0.7383 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1080 - g_loss: 1.4012 - d_accuracy: 0.7319 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0721 - g_loss: 1.3639 - d_accuracy: 0.7538Epoch 34: D Accuracy = 0.7991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0668 - g_loss: 1.3762 - d_accuracy: 0.7555 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1315 - g_loss: 1.3682 - d_accuracy: 0.7250Epoch 35: D Accuracy = 0.7710 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1306 - g_loss: 1.3535 - d_accuracy: 0.7267 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0835 - g_loss: 1.3496 - d_accuracy: 0.7453Epoch 36: D Accuracy = 0.7523 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0847 - g_loss: 1.3352 - d_accuracy: 0.7456 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0900 - g_loss: 1.3568 - d_accuracy: 0.7415Epoch 37: D Accuracy = 0.7477 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0882 - g_loss: 1.3615 - d_accuracy: 0.7417 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0888 - g_loss: 1.3618 - d_accuracy: 0.7402Epoch 38: D Accuracy = 0.6682 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0911 - g_loss: 1.3580 - d_accuracy: 0.7376 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0900 - g_loss: 1.3639 - d_accuracy: 0.7420Epoch 39: D Accuracy = 0.8084 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0870 - g_loss: 1.3603 - d_accuracy: 0.7444 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1037 - g_loss: 1.3981 - d_accuracy: 0.7376Epoch 40: D Accuracy = 0.6963 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1068 - g_loss: 1.4032 - d_accuracy: 0.7361 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1012 - g_loss: 1.3487 - d_accuracy: 0.7352Epoch 41: D Accuracy = 0.7243 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1061 - g_loss: 1.3285 - d_accuracy: 0.7348 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0861 - g_loss: 1.3664 - d_accuracy: 0.7449Epoch 42: D Accuracy = 0.7243 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0873 - g_loss: 1.3562 - d_accuracy: 0.7441 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0749 - g_loss: 1.3836 - d_accuracy: 0.7466Epoch 43: D Accuracy = 0.7944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0721 - g_loss: 1.3865 - d_accuracy: 0.7483 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0752 - g_loss: 1.3903 - d_accuracy: 0.7457Epoch 44: D Accuracy = 0.7897 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0740 - g_loss: 1.3827 - d_accuracy: 0.7473 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0939 - g_loss: 1.4111 - d_accuracy: 0.7352Epoch 45: D Accuracy = 0.6916 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0940 - g_loss: 1.4210 - d_accuracy: 0.7337 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1110 - g_loss: 1.3867 - d_accuracy: 0.7339Epoch 46: D Accuracy = 0.6916 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1108 - g_loss: 1.3913 - d_accuracy: 0.7324 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0976 - g_loss: 1.3778 - d_accuracy: 0.7395Epoch 47: D Accuracy = 0.7196 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0983 - g_loss: 1.3851 - d_accuracy: 0.7388 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0912 - g_loss: 1.3819 - d_accuracy: 0.7372Epoch 48: D Accuracy = 0.6636 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0923 - g_loss: 1.3978 - d_accuracy: 0.7346 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0970 - g_loss: 1.3773 - d_accuracy: 0.7357Epoch 49: D Accuracy = 0.8178 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0927 - g_loss: 1.3764 - d_accuracy: 0.7387 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0943 - g_loss: 1.3628 - d_accuracy: 0.7385Epoch 50: D Accuracy = 0.7523 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0926 - g_loss: 1.3640 - d_accuracy: 0.7390 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.3607 - d_accuracy: 0.7468Epoch 51: D Accuracy = 0.8037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0762 - g_loss: 1.3510 - d_accuracy: 0.7488 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1156 - g_loss: 1.3715 - d_accuracy: 0.7261Epoch 52: D Accuracy = 0.7850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1117 - g_loss: 1.3688 - d_accuracy: 0.7282 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0963 - g_loss: 1.3858 - d_accuracy: 0.7352Epoch 53: D Accuracy = 0.7850 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0951 - g_loss: 1.3744 - d_accuracy: 0.7370 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0991 - g_loss: 1.3732 - d_accuracy: 0.7399Epoch 54: D Accuracy = 0.7383 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0999 - g_loss: 1.3698 - d_accuracy: 0.7398 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0922 - g_loss: 1.3679 - d_accuracy: 0.7402Epoch 55: D Accuracy = 0.6449 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0987 - g_loss: 1.3832 - d_accuracy: 0.7368 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1246 - g_loss: 1.3040 - d_accuracy: 0.7250Epoch 56: D Accuracy = 0.7897 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1214 - g_loss: 1.3024 - d_accuracy: 0.7273 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1341 - g_loss: 1.3648 - d_accuracy: 0.7145Epoch 57: D Accuracy = 0.7290 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1311 - g_loss: 1.3689 - d_accuracy: 0.7150 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1098 - g_loss: 1.3362 - d_accuracy: 0.7328Epoch 58: D Accuracy = 0.6776 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1114 - g_loss: 1.3355 - d_accuracy: 0.7309 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0988 - g_loss: 1.3285 - d_accuracy: 0.7315Epoch 59: D Accuracy = 0.7383 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0975 - g_loss: 1.3327 - d_accuracy: 0.7317 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1210 - g_loss: 1.3596 - d_accuracy: 0.7268Epoch 60: D Accuracy = 0.7944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1180 - g_loss: 1.3521 - d_accuracy: 0.7292 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1428 - g_loss: 1.3400 - d_accuracy: 0.7100Epoch 61: D Accuracy = 0.7991 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1389 - g_loss: 1.3436 - d_accuracy: 0.7132 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1189 - g_loss: 1.3334 - d_accuracy: 0.7171Epoch 62: D Accuracy = 0.6028 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1217 - g_loss: 1.3532 - d_accuracy: 0.7130 Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1126 - g_loss: 1.3283 - d_accuracy: 0.7234Epoch 63: D Accuracy = 0.7664 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1096 - g_loss: 1.3399 - d_accuracy: 0.7249 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1117 - g_loss: 1.3460 - d_accuracy: 0.7289Epoch 64: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1125 - g_loss: 1.3496 - d_accuracy: 0.7284 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1275 - g_loss: 1.3554 - d_accuracy: 0.7194Epoch 65: D Accuracy = 0.6822 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1266 - g_loss: 1.3756 - d_accuracy: 0.7181 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.3427 - d_accuracy: 0.7299Epoch 66: D Accuracy = 0.6963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1113 - g_loss: 1.3228 - d_accuracy: 0.7287 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1194 - g_loss: 1.3451 - d_accuracy: 0.7249Epoch 67: D Accuracy = 0.7477 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1209 - g_loss: 1.3289 - d_accuracy: 0.7257 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1181 - g_loss: 1.3270 - d_accuracy: 0.7204Epoch 68: D Accuracy = 0.7710 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1160 - g_loss: 1.3190 - d_accuracy: 0.7222 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1374 - g_loss: 1.3288 - d_accuracy: 0.7177Epoch 69: D Accuracy = 0.7290 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1391 - g_loss: 1.3111 - d_accuracy: 0.7181 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0935 - g_loss: 1.3249 - d_accuracy: 0.7433Epoch 70: D Accuracy = 0.6822 27/27 [==============================] - 1s 39ms/step - d_loss: 1.0943 - g_loss: 1.3319 - d_accuracy: 0.7411 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1266 - g_loss: 1.3472 - d_accuracy: 0.7225Epoch 71: D Accuracy = 0.7617 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1262 - g_loss: 1.3371 - d_accuracy: 0.7239 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1068 - g_loss: 1.3637 - d_accuracy: 0.7297Epoch 72: D Accuracy = 0.6869 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1082 - g_loss: 1.3610 - d_accuracy: 0.7282 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1386 - g_loss: 1.3475 - d_accuracy: 0.7103Epoch 73: D Accuracy = 0.6636 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1372 - g_loss: 1.3599 - d_accuracy: 0.7087 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1226 - g_loss: 1.3134 - d_accuracy: 0.7236Epoch 74: D Accuracy = 0.7290 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1237 - g_loss: 1.3031 - d_accuracy: 0.7238 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0988 - g_loss: 1.3276 - d_accuracy: 0.7249Epoch 75: D Accuracy = 0.6822 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1009 - g_loss: 1.3362 - d_accuracy: 0.7234 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1371 - g_loss: 1.3402 - d_accuracy: 0.7107Epoch 76: D Accuracy = 0.6776 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1364 - g_loss: 1.3637 - d_accuracy: 0.7095 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1102 - g_loss: 1.3360 - d_accuracy: 0.7366Epoch 77: D Accuracy = 0.7757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1083 - g_loss: 1.3332 - d_accuracy: 0.7380 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1164 - g_loss: 1.3175 - d_accuracy: 0.7240Epoch 78: D Accuracy = 0.7523 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1156 - g_loss: 1.3087 - d_accuracy: 0.7251 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1093 - g_loss: 1.3116 - d_accuracy: 0.7240Epoch 79: D Accuracy = 0.7477 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1078 - g_loss: 1.3070 - d_accuracy: 0.7249 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1161 - g_loss: 1.3266 - d_accuracy: 0.7253Epoch 80: D Accuracy = 0.7243 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1159 - g_loss: 1.3219 - d_accuracy: 0.7253 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1448 - g_loss: 1.3398 - d_accuracy: 0.7148Epoch 81: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1474 - g_loss: 1.3509 - d_accuracy: 0.7118 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1362 - g_loss: 1.2980 - d_accuracy: 0.7170Epoch 82: D Accuracy = 0.7430 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1344 - g_loss: 1.2877 - d_accuracy: 0.7180 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1133 - g_loss: 1.3206 - d_accuracy: 0.7314Epoch 83: D Accuracy = 0.7243 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1119 - g_loss: 1.3310 - d_accuracy: 0.7311 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1065 - g_loss: 1.3320 - d_accuracy: 0.7292Epoch 84: D Accuracy = 0.6495 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1067 - g_loss: 1.3511 - d_accuracy: 0.7264 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1256 - g_loss: 1.3494 - d_accuracy: 0.7240Epoch 85: D Accuracy = 0.6776 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1269 - g_loss: 1.3577 - d_accuracy: 0.7224 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1392 - g_loss: 1.3276 - d_accuracy: 0.7129Epoch 86: D Accuracy = 0.6729 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1394 - g_loss: 1.3466 - d_accuracy: 0.7114 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1061 - g_loss: 1.2963 - d_accuracy: 0.7322Epoch 87: D Accuracy = 0.6963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1117 - g_loss: 1.2794 - d_accuracy: 0.7310 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1124 - g_loss: 1.3530 - d_accuracy: 0.7285Epoch 88: D Accuracy = 0.6308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1169 - g_loss: 1.3756 - d_accuracy: 0.7250 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1370 - g_loss: 1.3218 - d_accuracy: 0.7185Epoch 89: D Accuracy = 0.6776 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1379 - g_loss: 1.3214 - d_accuracy: 0.7171 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0949 - g_loss: 1.3368 - d_accuracy: 0.7370Epoch 90: D Accuracy = 0.7664 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0925 - g_loss: 1.3340 - d_accuracy: 0.7381 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0960 - g_loss: 1.3216 - d_accuracy: 0.7353Epoch 91: D Accuracy = 0.7710 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0937 - g_loss: 1.3269 - d_accuracy: 0.7366 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1141 - g_loss: 1.3560 - d_accuracy: 0.7283Epoch 92: D Accuracy = 0.7336 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1155 - g_loss: 1.3415 - d_accuracy: 0.7285 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1082 - g_loss: 1.3725 - d_accuracy: 0.7277Epoch 93: D Accuracy = 0.7523 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1076 - g_loss: 1.3646 - d_accuracy: 0.7285 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1444 - g_loss: 1.3317 - d_accuracy: 0.7052Epoch 94: D Accuracy = 0.7290 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1419 - g_loss: 1.3333 - d_accuracy: 0.7061 Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0798 - g_loss: 1.3449 - d_accuracy: 0.7460Epoch 95: D Accuracy = 0.6822 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0806 - g_loss: 1.3587 - d_accuracy: 0.7438 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1058 - g_loss: 1.3666 - d_accuracy: 0.7273Epoch 96: D Accuracy = 0.6869 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1086 - g_loss: 1.3788 - d_accuracy: 0.7258 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1101 - g_loss: 1.3612 - d_accuracy: 0.7330Epoch 97: D Accuracy = 0.7336 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1111 - g_loss: 1.3507 - d_accuracy: 0.7331 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0992 - g_loss: 1.3838 - d_accuracy: 0.7356Epoch 98: D Accuracy = 0.6963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0994 - g_loss: 1.3916 - d_accuracy: 0.7342 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1285 - g_loss: 1.3344 - d_accuracy: 0.7213Epoch 99: D Accuracy = 0.7477 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1262 - g_loss: 1.3309 - d_accuracy: 0.7222 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0953 - g_loss: 1.3742 - d_accuracy: 0.7380 Class 12 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.7430 27/27 [==============================] - 1s 40ms/step - d_loss: 1.0975 - g_loss: 1.3553 - d_accuracy: 0.7382 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0806 - g_loss: 1.3457 - d_accuracy: 0.7422Epoch 101: D Accuracy = 0.6869 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0883 - g_loss: 1.3244 - d_accuracy: 0.7402 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1328 - g_loss: 1.3832 - d_accuracy: 0.7126Epoch 102: D Accuracy = 0.7477 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1353 - g_loss: 1.3640 - d_accuracy: 0.7138 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0999 - g_loss: 1.3587 - d_accuracy: 0.7356Epoch 103: D Accuracy = 0.7430 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1018 - g_loss: 1.3405 - d_accuracy: 0.7358 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1238 - g_loss: 1.3802 - d_accuracy: 0.7223Epoch 104: D Accuracy = 0.6729 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1221 - g_loss: 1.3994 - d_accuracy: 0.7205 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.3326 - d_accuracy: 0.7462Epoch 105: D Accuracy = 0.7850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0767 - g_loss: 1.3290 - d_accuracy: 0.7476 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0842 - g_loss: 1.3886 - d_accuracy: 0.7413Epoch 106: D Accuracy = 0.7383 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0824 - g_loss: 1.3956 - d_accuracy: 0.7412 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.3967 - d_accuracy: 0.7398Epoch 107: D Accuracy = 0.7477 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0752 - g_loss: 1.4036 - d_accuracy: 0.7401 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0993 - g_loss: 1.3727 - d_accuracy: 0.7276Epoch 108: D Accuracy = 0.7430 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1002 - g_loss: 1.3573 - d_accuracy: 0.7282 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0952 - g_loss: 1.4093 - d_accuracy: 0.7337Epoch 109: D Accuracy = 0.6589 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0958 - g_loss: 1.4293 - d_accuracy: 0.7311 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0765 - g_loss: 1.3672 - d_accuracy: 0.7451Epoch 110: D Accuracy = 0.7196 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0765 - g_loss: 1.3711 - d_accuracy: 0.7442 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0942 - g_loss: 1.3976 - d_accuracy: 0.7354Epoch 111: D Accuracy = 0.5935 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1009 - g_loss: 1.4332 - d_accuracy: 0.7303 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1206 - g_loss: 1.4012 - d_accuracy: 0.7261Epoch 112: D Accuracy = 0.8364 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1141 - g_loss: 1.3977 - d_accuracy: 0.7301 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0863 - g_loss: 1.3605 - d_accuracy: 0.7399Epoch 113: D Accuracy = 0.7477 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0858 - g_loss: 1.3551 - d_accuracy: 0.7402 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0784 - g_loss: 1.3823 - d_accuracy: 0.7387Epoch 114: D Accuracy = 0.7056 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0805 - g_loss: 1.3886 - d_accuracy: 0.7375 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0897 - g_loss: 1.4321 - d_accuracy: 0.7357Epoch 115: D Accuracy = 0.6028 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0970 - g_loss: 1.4718 - d_accuracy: 0.7310 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0717 - g_loss: 1.4018 - d_accuracy: 0.7492Epoch 116: D Accuracy = 0.6589 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0729 - g_loss: 1.4171 - d_accuracy: 0.7460 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0858 - g_loss: 1.4246 - d_accuracy: 0.7429Epoch 117: D Accuracy = 0.7804 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0827 - g_loss: 1.4249 - d_accuracy: 0.7442 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0647 - g_loss: 1.4021 - d_accuracy: 0.7487Epoch 118: D Accuracy = 0.7336 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0693 - g_loss: 1.3827 - d_accuracy: 0.7481 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0615 - g_loss: 1.4132 - d_accuracy: 0.7453Epoch 119: D Accuracy = 0.7056 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0639 - g_loss: 1.4117 - d_accuracy: 0.7439 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0533 - g_loss: 1.3911 - d_accuracy: 0.7570Epoch 120: D Accuracy = 0.7897 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0516 - g_loss: 1.3861 - d_accuracy: 0.7581 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0980 - g_loss: 1.4489 - d_accuracy: 0.7330Epoch 121: D Accuracy = 0.7290 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1003 - g_loss: 1.4313 - d_accuracy: 0.7329 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1031 - g_loss: 1.4177 - d_accuracy: 0.7312Epoch 122: D Accuracy = 0.8178 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0991 - g_loss: 1.4140 - d_accuracy: 0.7343 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0776 - g_loss: 1.4170 - d_accuracy: 0.7491Epoch 123: D Accuracy = 0.7383 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0788 - g_loss: 1.4127 - d_accuracy: 0.7487 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0817 - g_loss: 1.4027 - d_accuracy: 0.7341Epoch 124: D Accuracy = 0.7617 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0793 - g_loss: 1.4078 - d_accuracy: 0.7351 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0586 - g_loss: 1.4194 - d_accuracy: 0.7482Epoch 125: D Accuracy = 0.7570 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0566 - g_loss: 1.4220 - d_accuracy: 0.7485 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0426 - g_loss: 1.4093 - d_accuracy: 0.7628Epoch 126: D Accuracy = 0.8037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0403 - g_loss: 1.4088 - d_accuracy: 0.7643 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0785 - g_loss: 1.4158 - d_accuracy: 0.7429Epoch 127: D Accuracy = 0.6682 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0823 - g_loss: 1.4260 - d_accuracy: 0.7403 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0822 - g_loss: 1.4234 - d_accuracy: 0.7397Epoch 128: D Accuracy = 0.7336 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0800 - g_loss: 1.4408 - d_accuracy: 0.7395 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0549 - g_loss: 1.4363 - d_accuracy: 0.7557Epoch 129: D Accuracy = 0.8271 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0538 - g_loss: 1.4237 - d_accuracy: 0.7583 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0633 - g_loss: 1.4316 - d_accuracy: 0.7489 Epoch 130: Generator loss improved from 0.7468 to 0.6091. Saving weights. Epoch 130: D Accuracy = 0.6308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0771 - g_loss: 1.4022 - d_accuracy: 0.7447 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1030 - g_loss: 1.4582 - d_accuracy: 0.7312Epoch 131: D Accuracy = 0.6729 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1051 - g_loss: 1.4539 - d_accuracy: 0.7291 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1239 - g_loss: 1.4164 - d_accuracy: 0.7187Epoch 132: D Accuracy = 0.7944 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1193 - g_loss: 1.4202 - d_accuracy: 0.7214 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0146 - g_loss: 1.4409 - d_accuracy: 0.7768Epoch 133: D Accuracy = 0.7617 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0143 - g_loss: 1.4473 - d_accuracy: 0.7762 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.4272 - d_accuracy: 0.7381Epoch 134: D Accuracy = 0.6589 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0934 - g_loss: 1.4004 - d_accuracy: 0.7353 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0599 - g_loss: 1.4375 - d_accuracy: 0.7520Epoch 135: D Accuracy = 0.8084 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0583 - g_loss: 1.4295 - d_accuracy: 0.7540 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0629 - g_loss: 1.4416 - d_accuracy: 0.7420Epoch 136: D Accuracy = 0.7056 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0617 - g_loss: 1.4599 - d_accuracy: 0.7407 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0400 - g_loss: 1.4449 - d_accuracy: 0.7637Epoch 137: D Accuracy = 0.7056 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0410 - g_loss: 1.4602 - d_accuracy: 0.7616 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0650 - g_loss: 1.4266 - d_accuracy: 0.7539Epoch 138: D Accuracy = 0.8271 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0632 - g_loss: 1.4187 - d_accuracy: 0.7565 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0643 - g_loss: 1.4518 - d_accuracy: 0.7464Epoch 139: D Accuracy = 0.7850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0640 - g_loss: 1.4388 - d_accuracy: 0.7478 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0662 - g_loss: 1.4643 - d_accuracy: 0.7566Epoch 140: D Accuracy = 0.8084 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0629 - g_loss: 1.4616 - d_accuracy: 0.7585 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0621 - g_loss: 1.4250 - d_accuracy: 0.7547Epoch 141: D Accuracy = 0.8037 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0606 - g_loss: 1.4125 - d_accuracy: 0.7565 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0559 - g_loss: 1.4525 - d_accuracy: 0.7555Epoch 142: D Accuracy = 0.8131 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0529 - g_loss: 1.4464 - d_accuracy: 0.7576 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0586 - g_loss: 1.4577 - d_accuracy: 0.7494Epoch 143: D Accuracy = 0.7804 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0583 - g_loss: 1.4427 - d_accuracy: 0.7505 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0831 - g_loss: 1.4743 - d_accuracy: 0.7380Epoch 144: D Accuracy = 0.7103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0866 - g_loss: 1.4597 - d_accuracy: 0.7370 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0348 - g_loss: 1.4692 - d_accuracy: 0.7605Epoch 145: D Accuracy = 0.7991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0337 - g_loss: 1.4668 - d_accuracy: 0.7619 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0770 - g_loss: 1.4868 - d_accuracy: 0.7421Epoch 146: D Accuracy = 0.7664 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0770 - g_loss: 1.4751 - d_accuracy: 0.7429 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0877 - g_loss: 1.4834 - d_accuracy: 0.7350Epoch 147: D Accuracy = 0.6542 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0912 - g_loss: 1.4965 - d_accuracy: 0.7321 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0669 - g_loss: 1.4942 - d_accuracy: 0.7467Epoch 148: D Accuracy = 0.7710 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0664 - g_loss: 1.4828 - d_accuracy: 0.7476 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0467 - g_loss: 1.4537 - d_accuracy: 0.7568Epoch 149: D Accuracy = 0.7336 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0473 - g_loss: 1.4543 - d_accuracy: 0.7559 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0535 - g_loss: 1.4717 - d_accuracy: 0.7484Epoch 150: D Accuracy = 0.7897 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0501 - g_loss: 1.4695 - d_accuracy: 0.7499 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0613 - g_loss: 1.4612 - d_accuracy: 0.7545Epoch 151: D Accuracy = 0.8551 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0573 - g_loss: 1.4537 - d_accuracy: 0.7581 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0376 - g_loss: 1.4668 - d_accuracy: 0.7636Epoch 152: D Accuracy = 0.7430 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0380 - g_loss: 1.4699 - d_accuracy: 0.7629 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0364 - g_loss: 1.4591 - d_accuracy: 0.7614Epoch 153: D Accuracy = 0.7617 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0363 - g_loss: 1.4551 - d_accuracy: 0.7614 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0447 - g_loss: 1.4742 - d_accuracy: 0.7543Epoch 154: D Accuracy = 0.6916 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0447 - g_loss: 1.4788 - d_accuracy: 0.7521 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0482 - g_loss: 1.4595 - d_accuracy: 0.7661Epoch 155: D Accuracy = 0.7944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0469 - g_loss: 1.4535 - d_accuracy: 0.7671 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0297 - g_loss: 1.4845 - d_accuracy: 0.7627Epoch 156: D Accuracy = 0.7290 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0355 - g_loss: 1.4626 - d_accuracy: 0.7615 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0688 - g_loss: 1.4785 - d_accuracy: 0.7439Epoch 157: D Accuracy = 0.8224 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0659 - g_loss: 1.4765 - d_accuracy: 0.7467 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0559 - g_loss: 1.4886 - d_accuracy: 0.7500Epoch 158: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0555 - g_loss: 1.5084 - d_accuracy: 0.7488 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0449 - g_loss: 1.4893 - d_accuracy: 0.7608Epoch 159: D Accuracy = 0.7757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0460 - g_loss: 1.4762 - d_accuracy: 0.7613 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0339 - g_loss: 1.5062 - d_accuracy: 0.7630Epoch 160: D Accuracy = 0.7850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0327 - g_loss: 1.5046 - d_accuracy: 0.7638 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0253 - g_loss: 1.5085 - d_accuracy: 0.7625Epoch 161: D Accuracy = 0.7991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0264 - g_loss: 1.4985 - d_accuracy: 0.7638 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0486 - g_loss: 1.5120 - d_accuracy: 0.7515Epoch 162: D Accuracy = 0.7290 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0480 - g_loss: 1.5202 - d_accuracy: 0.7507 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0159 - g_loss: 1.4989 - d_accuracy: 0.7756Epoch 163: D Accuracy = 0.7850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0186 - g_loss: 1.4846 - d_accuracy: 0.7759
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0569 - g_loss: 1.4858 - d_accuracy: 0.7514Epoch 164: D Accuracy = 0.7523 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0616 - g_loss: 1.4621 - d_accuracy: 0.7514 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0391 - g_loss: 1.5090 - d_accuracy: 0.7545Epoch 165: D Accuracy = 0.7430 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0404 - g_loss: 1.5050 - d_accuracy: 0.7541 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0285 - g_loss: 1.5028 - d_accuracy: 0.7640Epoch 166: D Accuracy = 0.7804 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0263 - g_loss: 1.5161 - d_accuracy: 0.7646 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4883 - d_accuracy: 0.7527Epoch 167: D Accuracy = 0.7617 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0587 - g_loss: 1.4742 - d_accuracy: 0.7531 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0245 - g_loss: 1.5394 - d_accuracy: 0.7691Epoch 168: D Accuracy = 0.6262 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0348 - g_loss: 1.5776 - d_accuracy: 0.7640 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0426 - g_loss: 1.4813 - d_accuracy: 0.7616Epoch 169: D Accuracy = 0.7617 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0431 - g_loss: 1.4667 - d_accuracy: 0.7616 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0504 - g_loss: 1.5160 - d_accuracy: 0.7546Epoch 170: D Accuracy = 0.6449 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0548 - g_loss: 1.5373 - d_accuracy: 0.7507 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0229 - g_loss: 1.5431 - d_accuracy: 0.7734Epoch 171: D Accuracy = 0.8271 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0193 - g_loss: 1.5446 - d_accuracy: 0.7753 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0004 - g_loss: 1.5303 - d_accuracy: 0.7800Epoch 172: D Accuracy = 0.8178 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0005 - g_loss: 1.5231 - d_accuracy: 0.7813 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0066 - g_loss: 1.4923 - d_accuracy: 0.7799Epoch 173: D Accuracy = 0.7710 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0047 - g_loss: 1.5038 - d_accuracy: 0.7795 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0574 - g_loss: 1.5220 - d_accuracy: 0.7481Epoch 174: D Accuracy = 0.7991 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0536 - g_loss: 1.5246 - d_accuracy: 0.7499 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9935 - g_loss: 1.5268 - d_accuracy: 0.7816Epoch 175: D Accuracy = 0.7009 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9969 - g_loss: 1.5313 - d_accuracy: 0.7787 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0459 - g_loss: 1.5485 - d_accuracy: 0.7582Epoch 176: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0528 - g_loss: 1.5741 - d_accuracy: 0.7536 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0371 - g_loss: 1.5351 - d_accuracy: 0.7593Epoch 177: D Accuracy = 0.7897 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0338 - g_loss: 1.5510 - d_accuracy: 0.7604 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0565 - g_loss: 1.5406 - d_accuracy: 0.7509Epoch 178: D Accuracy = 0.7897 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0526 - g_loss: 1.5467 - d_accuracy: 0.7523 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0226 - g_loss: 1.5111 - d_accuracy: 0.7708Epoch 179: D Accuracy = 0.8458 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0206 - g_loss: 1.5019 - d_accuracy: 0.7734 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9937 - g_loss: 1.5287 - d_accuracy: 0.7773Epoch 180: D Accuracy = 0.7570 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9946 - g_loss: 1.5235 - d_accuracy: 0.7766 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0093 - g_loss: 1.5421 - d_accuracy: 0.7746Epoch 181: D Accuracy = 0.7897 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0103 - g_loss: 1.5287 - d_accuracy: 0.7752 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0232 - g_loss: 1.5569 - d_accuracy: 0.7667Epoch 182: D Accuracy = 0.8411 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0197 - g_loss: 1.5461 - d_accuracy: 0.7693 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0408 - g_loss: 1.6115 - d_accuracy: 0.7514Epoch 183: D Accuracy = 0.7570 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0408 - g_loss: 1.5970 - d_accuracy: 0.7516 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0036 - g_loss: 1.5485 - d_accuracy: 0.7768Epoch 184: D Accuracy = 0.8131 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0017 - g_loss: 1.5449 - d_accuracy: 0.7781 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0023 - g_loss: 1.5552 - d_accuracy: 0.7766Epoch 185: D Accuracy = 0.8318 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9999 - g_loss: 1.5478 - d_accuracy: 0.7786 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9974 - g_loss: 1.5862 - d_accuracy: 0.7775Epoch 186: D Accuracy = 0.6729 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0018 - g_loss: 1.6068 - d_accuracy: 0.7738 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9897 - g_loss: 1.5938 - d_accuracy: 0.7857Epoch 187: D Accuracy = 0.8271 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9871 - g_loss: 1.5949 - d_accuracy: 0.7872 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0229 - g_loss: 1.5701 - d_accuracy: 0.7638Epoch 188: D Accuracy = 0.8364 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0205 - g_loss: 1.5582 - d_accuracy: 0.7664 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0026 - g_loss: 1.5689 - d_accuracy: 0.7797Epoch 189: D Accuracy = 0.7991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0036 - g_loss: 1.5537 - d_accuracy: 0.7804 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9893 - g_loss: 1.6181 - d_accuracy: 0.7751Epoch 190: D Accuracy = 0.7103 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9911 - g_loss: 1.6375 - d_accuracy: 0.7728 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0142 - g_loss: 1.5739 - d_accuracy: 0.7685Epoch 191: D Accuracy = 0.8084 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0138 - g_loss: 1.5580 - d_accuracy: 0.7699 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9708 - g_loss: 1.5981 - d_accuracy: 0.7903Epoch 192: D Accuracy = 0.7710 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9717 - g_loss: 1.5951 - d_accuracy: 0.7896 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9762 - g_loss: 1.5812 - d_accuracy: 0.7924Epoch 193: D Accuracy = 0.8271 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9745 - g_loss: 1.5825 - d_accuracy: 0.7936 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0142 - g_loss: 1.6085 - d_accuracy: 0.7789Epoch 194: D Accuracy = 0.8271 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0114 - g_loss: 1.6046 - d_accuracy: 0.7806 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9979 - g_loss: 1.6339 - d_accuracy: 0.7748Epoch 195: D Accuracy = 0.7290 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0001 - g_loss: 1.6427 - d_accuracy: 0.7732
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9732 - g_loss: 1.5663 - d_accuracy: 0.7930Epoch 196: D Accuracy = 0.8131 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9753 - g_loss: 1.5553 - d_accuracy: 0.7937 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9613 - g_loss: 1.6066 - d_accuracy: 0.7997Epoch 197: D Accuracy = 0.8224 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9596 - g_loss: 1.5947 - d_accuracy: 0.8005 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0082 - g_loss: 1.6423 - d_accuracy: 0.7747Epoch 198: D Accuracy = 0.6168 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0210 - g_loss: 1.6786 - d_accuracy: 0.7691 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9754 - g_loss: 1.6106 - d_accuracy: 0.7910Epoch 199: D Accuracy = 0.7664 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9761 - g_loss: 1.6155 - d_accuracy: 0.7901 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0125 - g_loss: 1.6339 - d_accuracy: 0.7699 Class 12 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.8271 27/27 [==============================] - 1s 40ms/step - d_loss: 1.0095 - g_loss: 1.6280 - d_accuracy: 0.7720 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0037 - g_loss: 1.6295 - d_accuracy: 0.7754Epoch 201: D Accuracy = 0.7196 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0039 - g_loss: 1.6375 - d_accuracy: 0.7734 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9977 - g_loss: 1.6086 - d_accuracy: 0.7769Epoch 202: D Accuracy = 0.6682 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0007 - g_loss: 1.6207 - d_accuracy: 0.7730 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9990 - g_loss: 1.5830 - d_accuracy: 0.7790Epoch 203: D Accuracy = 0.6729 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0041 - g_loss: 1.5984 - d_accuracy: 0.7752 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0302 - g_loss: 1.6043 - d_accuracy: 0.7615Epoch 204: D Accuracy = 0.7523 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0287 - g_loss: 1.6121 - d_accuracy: 0.7612 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9714 - g_loss: 1.5875 - d_accuracy: 0.7921Epoch 205: D Accuracy = 0.7804 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9725 - g_loss: 1.5826 - d_accuracy: 0.7917 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0060 - g_loss: 1.6002 - d_accuracy: 0.7722Epoch 206: D Accuracy = 0.7757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0037 - g_loss: 1.6102 - d_accuracy: 0.7723 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0047 - g_loss: 1.6312 - d_accuracy: 0.7706Epoch 207: D Accuracy = 0.7991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0031 - g_loss: 1.6255 - d_accuracy: 0.7716 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9719 - g_loss: 1.6481 - d_accuracy: 0.7887Epoch 208: D Accuracy = 0.7804 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9721 - g_loss: 1.6419 - d_accuracy: 0.7884 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0241 - g_loss: 1.6451 - d_accuracy: 0.7724Epoch 209: D Accuracy = 0.8131 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0201 - g_loss: 1.6563 - d_accuracy: 0.7739 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9621 - g_loss: 1.6162 - d_accuracy: 0.7912Epoch 210: D Accuracy = 0.8271 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9604 - g_loss: 1.6142 - d_accuracy: 0.7925 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9954 - g_loss: 1.6567 - d_accuracy: 0.7815Epoch 211: D Accuracy = 0.7336 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9974 - g_loss: 1.6700 - d_accuracy: 0.7798 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9586 - g_loss: 1.6268 - d_accuracy: 0.7988Epoch 212: D Accuracy = 0.7243 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9660 - g_loss: 1.6079 - d_accuracy: 0.7962 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9933 - g_loss: 1.6468 - d_accuracy: 0.7833Epoch 213: D Accuracy = 0.7850 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9946 - g_loss: 1.6300 - d_accuracy: 0.7833 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9948 - g_loss: 1.6048 - d_accuracy: 0.7825Epoch 214: D Accuracy = 0.8037 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9954 - g_loss: 1.5884 - d_accuracy: 0.7833 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9813 - g_loss: 1.6401 - d_accuracy: 0.7875Epoch 215: D Accuracy = 0.7430 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9863 - g_loss: 1.6181 - d_accuracy: 0.7859 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0076 - g_loss: 1.6634 - d_accuracy: 0.7720Epoch 216: D Accuracy = 0.8084 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0083 - g_loss: 1.6429 - d_accuracy: 0.7733 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9807 - g_loss: 1.6532 - d_accuracy: 0.7878Epoch 217: D Accuracy = 0.8598 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9778 - g_loss: 1.6461 - d_accuracy: 0.7903 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9938 - g_loss: 1.6730 - d_accuracy: 0.7803Epoch 218: D Accuracy = 0.8224 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9922 - g_loss: 1.6616 - d_accuracy: 0.7818 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9638 - g_loss: 1.6687 - d_accuracy: 0.7931Epoch 219: D Accuracy = 0.7383 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9651 - g_loss: 1.6811 - d_accuracy: 0.7912 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9595 - g_loss: 1.6893 - d_accuracy: 0.7925Epoch 220: D Accuracy = 0.6869 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9630 - g_loss: 1.7180 - d_accuracy: 0.7887 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9780 - g_loss: 1.6504 - d_accuracy: 0.7910Epoch 221: D Accuracy = 0.6495 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9874 - g_loss: 1.6683 - d_accuracy: 0.7859 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9922 - g_loss: 1.6807 - d_accuracy: 0.7829Epoch 222: D Accuracy = 0.7757 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9908 - g_loss: 1.6846 - d_accuracy: 0.7827 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9693 - g_loss: 1.6585 - d_accuracy: 0.7961Epoch 223: D Accuracy = 0.7290 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9705 - g_loss: 1.6701 - d_accuracy: 0.7937 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9691 - g_loss: 1.6827 - d_accuracy: 0.7881Epoch 224: D Accuracy = 0.7897 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9725 - g_loss: 1.6593 - d_accuracy: 0.7881 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9789 - g_loss: 1.6595 - d_accuracy: 0.7888Epoch 225: D Accuracy = 0.8551 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9755 - g_loss: 1.6560 - d_accuracy: 0.7911 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9439 - g_loss: 1.6666 - d_accuracy: 0.8028Epoch 226: D Accuracy = 0.7664 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9463 - g_loss: 1.6648 - d_accuracy: 0.8015 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9473 - g_loss: 1.6502 - d_accuracy: 0.8043Epoch 227: D Accuracy = 0.8598 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9453 - g_loss: 1.6464 - d_accuracy: 0.8063 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9258 - g_loss: 1.6891 - d_accuracy: 0.8152Epoch 228: D Accuracy = 0.8271 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9257 - g_loss: 1.6834 - d_accuracy: 0.8156 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9747 - g_loss: 1.7059 - d_accuracy: 0.7868Epoch 229: D Accuracy = 0.7991 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9707 - g_loss: 1.7179 - d_accuracy: 0.7873 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9747 - g_loss: 1.7301 - d_accuracy: 0.7856Epoch 230: D Accuracy = 0.6916 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9767 - g_loss: 1.7613 - d_accuracy: 0.7822 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9927 - g_loss: 1.6783 - d_accuracy: 0.7774Epoch 231: D Accuracy = 0.7897 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9920 - g_loss: 1.6753 - d_accuracy: 0.7778 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9395 - g_loss: 1.7263 - d_accuracy: 0.8000Epoch 232: D Accuracy = 0.8551 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9382 - g_loss: 1.7148 - d_accuracy: 0.8020 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9497 - g_loss: 1.7067 - d_accuracy: 0.7977Epoch 233: D Accuracy = 0.7477 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9498 - g_loss: 1.7257 - d_accuracy: 0.7959 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9470 - g_loss: 1.7132 - d_accuracy: 0.8024Epoch 234: D Accuracy = 0.8178 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9463 - g_loss: 1.7223 - d_accuracy: 0.8030 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9833 - g_loss: 1.7376 - d_accuracy: 0.7832Epoch 235: D Accuracy = 0.7757 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9825 - g_loss: 1.7483 - d_accuracy: 0.7829 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9461 - g_loss: 1.7190 - d_accuracy: 0.7969Epoch 236: D Accuracy = 0.8178 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9471 - g_loss: 1.7048 - d_accuracy: 0.7977 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9523 - g_loss: 1.7137 - d_accuracy: 0.7966Epoch 237: D Accuracy = 0.7897 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9523 - g_loss: 1.7160 - d_accuracy: 0.7964 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9896 - g_loss: 1.7409 - d_accuracy: 0.7750Epoch 238: D Accuracy = 0.8224 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9842 - g_loss: 1.7557 - d_accuracy: 0.7767 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9355 - g_loss: 1.7062 - d_accuracy: 0.8054Epoch 239: D Accuracy = 0.7336 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9378 - g_loss: 1.7284 - d_accuracy: 0.8028 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9399 - g_loss: 1.7088 - d_accuracy: 0.8096Epoch 240: D Accuracy = 0.7617 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9438 - g_loss: 1.7075 - d_accuracy: 0.8079 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9463 - g_loss: 1.7311 - d_accuracy: 0.8000Epoch 241: D Accuracy = 0.7991 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9475 - g_loss: 1.7182 - d_accuracy: 0.8000 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9665 - g_loss: 1.7586 - d_accuracy: 0.7876Epoch 242: D Accuracy = 0.7991 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9663 - g_loss: 1.7625 - d_accuracy: 0.7880 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9314 - g_loss: 1.7234 - d_accuracy: 0.8110Epoch 243: D Accuracy = 0.7570 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9370 - g_loss: 1.6968 - d_accuracy: 0.8091 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9513 - g_loss: 1.7418 - d_accuracy: 0.7986Epoch 244: D Accuracy = 0.8505 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9485 - g_loss: 1.7440 - d_accuracy: 0.8004 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9599 - g_loss: 1.7339 - d_accuracy: 0.7978Epoch 245: D Accuracy = 0.7897 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9614 - g_loss: 1.7223 - d_accuracy: 0.7975 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9332 - g_loss: 1.7455 - d_accuracy: 0.8026Epoch 246: D Accuracy = 0.8738 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9306 - g_loss: 1.7402 - d_accuracy: 0.8052 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9358 - g_loss: 1.7508 - d_accuracy: 0.7983Epoch 247: D Accuracy = 0.8131 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9351 - g_loss: 1.7488 - d_accuracy: 0.7989 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9333 - g_loss: 1.7681 - d_accuracy: 0.8046Epoch 248: D Accuracy = 0.7757 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9336 - g_loss: 1.7719 - d_accuracy: 0.8036 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9707 - g_loss: 1.7594 - d_accuracy: 0.7924Epoch 249: D Accuracy = 0.8131 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9717 - g_loss: 1.7416 - d_accuracy: 0.7931 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9783 - g_loss: 1.7367 - d_accuracy: 0.7860Epoch 250: D Accuracy = 0.8224 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9750 - g_loss: 1.7417 - d_accuracy: 0.7873 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9689 - g_loss: 1.7428 - d_accuracy: 0.7914Epoch 251: D Accuracy = 0.7383 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9701 - g_loss: 1.7519 - d_accuracy: 0.7895 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9316 - g_loss: 1.7896 - d_accuracy: 0.8066Epoch 252: D Accuracy = 0.6168 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9404 - g_loss: 1.8239 - d_accuracy: 0.7998 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9560 - g_loss: 1.7450 - d_accuracy: 0.7977Epoch 253: D Accuracy = 0.7757 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9555 - g_loss: 1.7554 - d_accuracy: 0.7969 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1672 - g_loss: 1.7930 - d_accuracy: 0.7489Epoch 254: D Accuracy = 0.8131 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1607 - g_loss: 1.7775 - d_accuracy: 0.7512 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9291 - g_loss: 1.7194 - d_accuracy: 0.8042Epoch 255: D Accuracy = 0.8318 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9271 - g_loss: 1.7216 - d_accuracy: 0.8052 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9180 - g_loss: 1.7230 - d_accuracy: 0.8153Epoch 256: D Accuracy = 0.8598 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9147 - g_loss: 1.7253 - d_accuracy: 0.8169 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9227 - g_loss: 1.7748 - d_accuracy: 0.8083Epoch 257: D Accuracy = 0.8738 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9238 - g_loss: 1.7560 - d_accuracy: 0.8106 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9340 - g_loss: 1.7714 - d_accuracy: 0.8053Epoch 258: D Accuracy = 0.8318 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9328 - g_loss: 1.7703 - d_accuracy: 0.8062 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9098 - g_loss: 1.7648 - d_accuracy: 0.8140Epoch 259: D Accuracy = 0.8598 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9089 - g_loss: 1.7502 - d_accuracy: 0.8156 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9039 - g_loss: 1.7705 - d_accuracy: 0.8208Epoch 260: D Accuracy = 0.8364 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9048 - g_loss: 1.7582 - d_accuracy: 0.8213 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9420 - g_loss: 1.7839 - d_accuracy: 0.7987Epoch 261: D Accuracy = 0.8084 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9418 - g_loss: 1.7756 - d_accuracy: 0.7991 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9189 - g_loss: 1.7996 - d_accuracy: 0.8104Epoch 262: D Accuracy = 0.7336 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9222 - g_loss: 1.8119 - d_accuracy: 0.8077 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9305 - g_loss: 1.7827 - d_accuracy: 0.8072Epoch 263: D Accuracy = 0.8458 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9275 - g_loss: 1.7819 - d_accuracy: 0.8086
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9193 - g_loss: 1.7923 - d_accuracy: 0.8159Epoch 264: D Accuracy = 0.8645 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9186 - g_loss: 1.7799 - d_accuracy: 0.8176 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9009 - g_loss: 1.8102 - d_accuracy: 0.8203Epoch 265: D Accuracy = 0.8364 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9033 - g_loss: 1.7901 - d_accuracy: 0.8209 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9642 - g_loss: 1.7992 - d_accuracy: 0.7852Epoch 266: D Accuracy = 0.7757 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9635 - g_loss: 1.8049 - d_accuracy: 0.7849 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9055 - g_loss: 1.7831 - d_accuracy: 0.8183Epoch 267: D Accuracy = 0.8785 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9022 - g_loss: 1.7741 - d_accuracy: 0.8204 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9112 - g_loss: 1.8012 - d_accuracy: 0.8171Epoch 268: D Accuracy = 0.7757 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9163 - g_loss: 1.7824 - d_accuracy: 0.8156 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9106 - g_loss: 1.8202 - d_accuracy: 0.8159Epoch 269: D Accuracy = 0.7897 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9105 - g_loss: 1.8198 - d_accuracy: 0.8149 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9019 - g_loss: 1.8040 - d_accuracy: 0.8194Epoch 270: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8993 - g_loss: 1.8053 - d_accuracy: 0.8212 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9562 - g_loss: 1.8294 - d_accuracy: 0.7901Epoch 271: D Accuracy = 0.7710 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9593 - g_loss: 1.8100 - d_accuracy: 0.7894 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9431 - g_loss: 1.8570 - d_accuracy: 0.7952Epoch 272: D Accuracy = 0.6776 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9483 - g_loss: 1.8693 - d_accuracy: 0.7910 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9316 - g_loss: 1.8236 - d_accuracy: 0.8063Epoch 273: D Accuracy = 0.8598 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9286 - g_loss: 1.8203 - d_accuracy: 0.8082 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8942 - g_loss: 1.8536 - d_accuracy: 0.8253Epoch 274: D Accuracy = 0.8364 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8921 - g_loss: 1.8601 - d_accuracy: 0.8257 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9207 - g_loss: 1.8794 - d_accuracy: 0.8113Epoch 275: D Accuracy = 0.6542 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9287 - g_loss: 1.9157 - d_accuracy: 0.8057 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9239 - g_loss: 1.8294 - d_accuracy: 0.8163Epoch 276: D Accuracy = 0.8364 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9249 - g_loss: 1.8100 - d_accuracy: 0.8170 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9398 - g_loss: 1.8776 - d_accuracy: 0.7967Epoch 277: D Accuracy = 0.8037 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9378 - g_loss: 1.8813 - d_accuracy: 0.7969 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9353 - g_loss: 1.8420 - d_accuracy: 0.8112Epoch 278: D Accuracy = 0.8598 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9313 - g_loss: 1.8504 - d_accuracy: 0.8129 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9030 - g_loss: 1.8542 - d_accuracy: 0.8226Epoch 279: D Accuracy = 0.8785 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8994 - g_loss: 1.8536 - d_accuracy: 0.8246 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9158 - g_loss: 1.8481 - d_accuracy: 0.8086Epoch 280: D Accuracy = 0.8738 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9133 - g_loss: 1.8447 - d_accuracy: 0.8109 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9063 - g_loss: 1.8496 - d_accuracy: 0.8149Epoch 281: D Accuracy = 0.8037 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9045 - g_loss: 1.8489 - d_accuracy: 0.8145 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9079 - g_loss: 1.8281 - d_accuracy: 0.8129Epoch 282: D Accuracy = 0.8832 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9047 - g_loss: 1.8215 - d_accuracy: 0.8155 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8624 - g_loss: 1.8450 - d_accuracy: 0.8401Epoch 283: D Accuracy = 0.8598 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8607 - g_loss: 1.8476 - d_accuracy: 0.8409 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9412 - g_loss: 1.9225 - d_accuracy: 0.8032Epoch 284: D Accuracy = 0.7243 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9450 - g_loss: 1.9435 - d_accuracy: 0.8003 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9195 - g_loss: 1.8080 - d_accuracy: 0.8089Epoch 285: D Accuracy = 0.8084 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9181 - g_loss: 1.8168 - d_accuracy: 0.8089 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9276 - g_loss: 1.8483 - d_accuracy: 0.8051Epoch 286: D Accuracy = 0.7991 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9320 - g_loss: 1.8215 - d_accuracy: 0.8048 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8714 - g_loss: 1.9048 - d_accuracy: 0.8313Epoch 287: D Accuracy = 0.8505 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8700 - g_loss: 1.9003 - d_accuracy: 0.8320 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9458 - g_loss: 1.8875 - d_accuracy: 0.7949Epoch 288: D Accuracy = 0.8411 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9405 - g_loss: 1.8960 - d_accuracy: 0.7965 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8928 - g_loss: 1.8431 - d_accuracy: 0.8242Epoch 289: D Accuracy = 0.8318 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8918 - g_loss: 1.8479 - d_accuracy: 0.8245 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9179 - g_loss: 1.8839 - d_accuracy: 0.8048Epoch 290: D Accuracy = 0.8458 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9172 - g_loss: 1.8723 - d_accuracy: 0.8062 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8901 - g_loss: 1.9151 - d_accuracy: 0.8222Epoch 291: D Accuracy = 0.8178 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8885 - g_loss: 1.9270 - d_accuracy: 0.8221 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9264 - g_loss: 1.8591 - d_accuracy: 0.8032Epoch 292: D Accuracy = 0.8505 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9225 - g_loss: 1.8647 - d_accuracy: 0.8049 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8999 - g_loss: 1.8737 - d_accuracy: 0.8173Epoch 293: D Accuracy = 0.6869 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9072 - g_loss: 1.8900 - d_accuracy: 0.8126 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9216 - g_loss: 1.9010 - d_accuracy: 0.8077Epoch 294: D Accuracy = 0.7757 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9215 - g_loss: 1.9171 - d_accuracy: 0.8065 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9015 - g_loss: 1.8899 - d_accuracy: 0.8222Epoch 295: D Accuracy = 0.8598 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9011 - g_loss: 1.8757 - d_accuracy: 0.8236
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9226 - g_loss: 1.9101 - d_accuracy: 0.8104Epoch 296: D Accuracy = 0.8925 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9178 - g_loss: 1.9031 - d_accuracy: 0.8133 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9196 - g_loss: 1.8535 - d_accuracy: 0.8111Epoch 297: D Accuracy = 0.7243 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9207 - g_loss: 1.8692 - d_accuracy: 0.8080 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9137 - g_loss: 1.8936 - d_accuracy: 0.8099Epoch 298: D Accuracy = 0.7850 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9155 - g_loss: 1.9002 - d_accuracy: 0.8090 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8660 - g_loss: 1.8782 - d_accuracy: 0.8339Epoch 299: D Accuracy = 0.8271 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8681 - g_loss: 1.8601 - d_accuracy: 0.8336 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8984 - g_loss: 1.9625 - d_accuracy: 0.8165 Class 12 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.7477 27/27 [==============================] - 1s 40ms/step - d_loss: 0.8998 - g_loss: 1.9746 - d_accuracy: 0.8140 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8889 - g_loss: 1.9239 - d_accuracy: 0.8252Epoch 301: D Accuracy = 0.7523 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8926 - g_loss: 1.9234 - d_accuracy: 0.8226 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9366 - g_loss: 1.9155 - d_accuracy: 0.8050Epoch 302: D Accuracy = 0.8598 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9340 - g_loss: 1.9118 - d_accuracy: 0.8070 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8616 - g_loss: 1.9400 - d_accuracy: 0.8366Epoch 303: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8592 - g_loss: 1.9419 - d_accuracy: 0.8378 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9239 - g_loss: 1.9445 - d_accuracy: 0.8076Epoch 304: D Accuracy = 0.8832 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9192 - g_loss: 1.9353 - d_accuracy: 0.8103 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9047 - g_loss: 1.9055 - d_accuracy: 0.8181Epoch 305: D Accuracy = 0.7336 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9074 - g_loss: 1.9225 - d_accuracy: 0.8151 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9062 - g_loss: 1.8733 - d_accuracy: 0.8203Epoch 306: D Accuracy = 0.8551 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9067 - g_loss: 1.8534 - d_accuracy: 0.8215 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8625 - g_loss: 1.9757 - d_accuracy: 0.8332Epoch 307: D Accuracy = 0.7850 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8623 - g_loss: 1.9989 - d_accuracy: 0.8315 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8786 - g_loss: 1.9492 - d_accuracy: 0.8245Epoch 308: D Accuracy = 0.7150 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8817 - g_loss: 1.9697 - d_accuracy: 0.8206 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8859 - g_loss: 1.9390 - d_accuracy: 0.8258Epoch 309: D Accuracy = 0.8037 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8844 - g_loss: 1.9589 - d_accuracy: 0.8250 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9147 - g_loss: 1.9590 - d_accuracy: 0.8163Epoch 310: D Accuracy = 0.8084 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9132 - g_loss: 1.9573 - d_accuracy: 0.8160 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9139 - g_loss: 1.9414 - d_accuracy: 0.8070Epoch 311: D Accuracy = 0.8785 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9105 - g_loss: 1.9331 - d_accuracy: 0.8095 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8810 - g_loss: 1.9229 - d_accuracy: 0.8335Epoch 312: D Accuracy = 0.8551 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8821 - g_loss: 1.9036 - d_accuracy: 0.8342 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8513 - g_loss: 1.9811 - d_accuracy: 0.8384Epoch 313: D Accuracy = 0.8551 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8476 - g_loss: 1.9880 - d_accuracy: 0.8390 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8855 - g_loss: 1.9472 - d_accuracy: 0.8263Epoch 314: D Accuracy = 0.7664 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8864 - g_loss: 1.9763 - d_accuracy: 0.8241 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9157 - g_loss: 1.9741 - d_accuracy: 0.8080Epoch 315: D Accuracy = 0.7290 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9181 - g_loss: 2.0075 - d_accuracy: 0.8051 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8885 - g_loss: 1.9536 - d_accuracy: 0.8253Epoch 316: D Accuracy = 0.7991 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8880 - g_loss: 1.9540 - d_accuracy: 0.8244 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8709 - g_loss: 1.9120 - d_accuracy: 0.8345Epoch 317: D Accuracy = 0.8879 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8696 - g_loss: 1.9055 - d_accuracy: 0.8364 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8778 - g_loss: 1.9530 - d_accuracy: 0.8263Epoch 318: D Accuracy = 0.7243 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8819 - g_loss: 1.9760 - d_accuracy: 0.8227 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8674 - g_loss: 1.9805 - d_accuracy: 0.8318Epoch 319: D Accuracy = 0.8224 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8658 - g_loss: 1.9984 - d_accuracy: 0.8315 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8593 - g_loss: 1.9629 - d_accuracy: 0.8344Epoch 320: D Accuracy = 0.7991 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8579 - g_loss: 1.9905 - d_accuracy: 0.8332 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8712 - g_loss: 2.0016 - d_accuracy: 0.8284Epoch 321: D Accuracy = 0.8271 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8688 - g_loss: 2.0126 - d_accuracy: 0.8283 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8924 - g_loss: 1.9648 - d_accuracy: 0.8214Epoch 322: D Accuracy = 0.8271 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8908 - g_loss: 1.9689 - d_accuracy: 0.8216 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8483 - g_loss: 1.9932 - d_accuracy: 0.8436Epoch 323: D Accuracy = 0.7570 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8496 - g_loss: 2.0019 - d_accuracy: 0.8405 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8546 - g_loss: 1.9920 - d_accuracy: 0.8388Epoch 324: D Accuracy = 0.8458 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8562 - g_loss: 1.9714 - d_accuracy: 0.8390 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8846 - g_loss: 2.0521 - d_accuracy: 0.8237Epoch 325: D Accuracy = 0.8411 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8857 - g_loss: 2.0322 - d_accuracy: 0.8243 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9218 - g_loss: 2.0333 - d_accuracy: 0.8069Epoch 326: D Accuracy = 0.7430 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9238 - g_loss: 2.0490 - d_accuracy: 0.8046 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8908 - g_loss: 1.9601 - d_accuracy: 0.8195Epoch 327: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8877 - g_loss: 1.9655 - d_accuracy: 0.8213 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8418 - g_loss: 1.9597 - d_accuracy: 0.8448Epoch 328: D Accuracy = 0.8925 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8377 - g_loss: 1.9732 - d_accuracy: 0.8465 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8572 - g_loss: 1.9618 - d_accuracy: 0.8367Epoch 329: D Accuracy = 0.8364 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8607 - g_loss: 1.9393 - d_accuracy: 0.8367 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8649 - g_loss: 2.0213 - d_accuracy: 0.8318Epoch 330: D Accuracy = 0.8598 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8649 - g_loss: 2.0104 - d_accuracy: 0.8328 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8729 - g_loss: 2.0108 - d_accuracy: 0.8262Epoch 331: D Accuracy = 0.8692 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8713 - g_loss: 1.9973 - d_accuracy: 0.8277 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8417 - g_loss: 1.9996 - d_accuracy: 0.8410Epoch 332: D Accuracy = 0.8598 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8430 - g_loss: 1.9802 - d_accuracy: 0.8417 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8751 - g_loss: 2.0413 - d_accuracy: 0.8288Epoch 333: D Accuracy = 0.7991 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8798 - g_loss: 2.0136 - d_accuracy: 0.8277 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8408 - g_loss: 2.0048 - d_accuracy: 0.8445Epoch 334: D Accuracy = 0.8131 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8422 - g_loss: 2.0105 - d_accuracy: 0.8434 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8500 - g_loss: 2.0090 - d_accuracy: 0.8386Epoch 335: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8474 - g_loss: 2.0064 - d_accuracy: 0.8397 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8580 - g_loss: 2.0388 - d_accuracy: 0.8353Epoch 336: D Accuracy = 0.9486 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8507 - g_loss: 2.0397 - d_accuracy: 0.8394 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8926 - g_loss: 2.0248 - d_accuracy: 0.8196Epoch 337: D Accuracy = 0.8879 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8895 - g_loss: 2.0163 - d_accuracy: 0.8221 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8915 - g_loss: 2.0392 - d_accuracy: 0.8187Epoch 338: D Accuracy = 0.6636 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8998 - g_loss: 2.0558 - d_accuracy: 0.8132 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8340 - g_loss: 1.9885 - d_accuracy: 0.8496Epoch 339: D Accuracy = 0.8925 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8326 - g_loss: 1.9828 - d_accuracy: 0.8511 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8683 - g_loss: 2.0543 - d_accuracy: 0.8290Epoch 340: D Accuracy = 0.8411 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8655 - g_loss: 2.0653 - d_accuracy: 0.8295 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8442 - g_loss: 2.0298 - d_accuracy: 0.8451Epoch 341: D Accuracy = 0.8224 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8448 - g_loss: 2.0261 - d_accuracy: 0.8443 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9951 - g_loss: 2.0465 - d_accuracy: 0.7924Epoch 342: D Accuracy = 0.8411 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9897 - g_loss: 2.0533 - d_accuracy: 0.7942 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8446 - g_loss: 1.9963 - d_accuracy: 0.8410Epoch 343: D Accuracy = 0.8785 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8428 - g_loss: 1.9978 - d_accuracy: 0.8423 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8478 - g_loss: 2.0271 - d_accuracy: 0.8404Epoch 344: D Accuracy = 0.8692 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8464 - g_loss: 2.0219 - d_accuracy: 0.8414 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8529 - g_loss: 2.0514 - d_accuracy: 0.8354Epoch 345: D Accuracy = 0.8364 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8537 - g_loss: 2.0455 - d_accuracy: 0.8354 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8489 - g_loss: 2.0476 - d_accuracy: 0.8379Epoch 346: D Accuracy = 0.8458 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8478 - g_loss: 2.0477 - d_accuracy: 0.8382 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8678 - g_loss: 2.0416 - d_accuracy: 0.8301Epoch 347: D Accuracy = 0.8505 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8687 - g_loss: 2.0247 - d_accuracy: 0.8308 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8363 - g_loss: 2.0422 - d_accuracy: 0.8424Epoch 348: D Accuracy = 0.8411 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8385 - g_loss: 2.0167 - d_accuracy: 0.8423 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8323 - g_loss: 2.0397 - d_accuracy: 0.8448Epoch 349: D Accuracy = 0.8224 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8342 - g_loss: 2.0434 - d_accuracy: 0.8440 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8783 - g_loss: 2.1008 - d_accuracy: 0.8179Epoch 350: D Accuracy = 0.8692 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8773 - g_loss: 2.0831 - d_accuracy: 0.8198 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8374 - g_loss: 2.0968 - d_accuracy: 0.8413Epoch 351: D Accuracy = 0.8411 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8375 - g_loss: 2.0989 - d_accuracy: 0.8413 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8357 - g_loss: 2.0717 - d_accuracy: 0.8422Epoch 352: D Accuracy = 0.8458 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8380 - g_loss: 2.0436 - d_accuracy: 0.8424 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8182 - g_loss: 2.1049 - d_accuracy: 0.8524Epoch 353: D Accuracy = 0.8084 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8191 - g_loss: 2.1231 - d_accuracy: 0.8509 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9001 - g_loss: 2.1489 - d_accuracy: 0.8144Epoch 354: D Accuracy = 0.6916 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9045 - g_loss: 2.1899 - d_accuracy: 0.8100 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8562 - g_loss: 2.0697 - d_accuracy: 0.8327Epoch 355: D Accuracy = 0.6822 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8632 - g_loss: 2.1010 - d_accuracy: 0.8273 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8170 - g_loss: 2.0630 - d_accuracy: 0.8542Epoch 356: D Accuracy = 0.7991 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8205 - g_loss: 2.0574 - d_accuracy: 0.8523 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8421 - g_loss: 2.0403 - d_accuracy: 0.8455Epoch 357: D Accuracy = 0.9252 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8388 - g_loss: 2.0262 - d_accuracy: 0.8483 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8849 - g_loss: 2.1118 - d_accuracy: 0.8243Epoch 358: D Accuracy = 0.7757 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8933 - g_loss: 2.0763 - d_accuracy: 0.8226 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8462 - g_loss: 2.0770 - d_accuracy: 0.8379Epoch 359: D Accuracy = 0.7757 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8555 - g_loss: 2.0413 - d_accuracy: 0.8357 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8484 - g_loss: 2.1232 - d_accuracy: 0.8407Epoch 360: D Accuracy = 0.8551 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8451 - g_loss: 2.1266 - d_accuracy: 0.8412 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8456 - g_loss: 2.0638 - d_accuracy: 0.8458Epoch 361: D Accuracy = 0.8364 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8451 - g_loss: 2.0732 - d_accuracy: 0.8455 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8157 - g_loss: 2.1448 - d_accuracy: 0.8518Epoch 362: D Accuracy = 0.8785 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8152 - g_loss: 2.1397 - d_accuracy: 0.8528 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8685 - g_loss: 2.1207 - d_accuracy: 0.8314Epoch 363: D Accuracy = 0.8972 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8645 - g_loss: 2.1147 - d_accuracy: 0.8338
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8193 - g_loss: 2.1173 - d_accuracy: 0.8510Epoch 364: D Accuracy = 0.7850 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8211 - g_loss: 2.1350 - d_accuracy: 0.8486 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8228 - g_loss: 2.0844 - d_accuracy: 0.8536Epoch 365: D Accuracy = 0.8832 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8201 - g_loss: 2.0842 - d_accuracy: 0.8547 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8364 - g_loss: 2.1184 - d_accuracy: 0.8407Epoch 366: D Accuracy = 0.8972 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8342 - g_loss: 2.1043 - d_accuracy: 0.8427 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8304 - g_loss: 2.1623 - d_accuracy: 0.8418Epoch 367: D Accuracy = 0.7991 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8308 - g_loss: 2.1759 - d_accuracy: 0.8403 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8306 - g_loss: 2.1755 - d_accuracy: 0.8429Epoch 368: D Accuracy = 0.7850 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8319 - g_loss: 2.1832 - d_accuracy: 0.8408 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1603 - g_loss: 2.2176 - d_accuracy: 0.7740Epoch 369: D Accuracy = 0.7196 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1615 - g_loss: 2.1770 - d_accuracy: 0.7721 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8408 - g_loss: 2.0352 - d_accuracy: 0.8425Epoch 370: D Accuracy = 0.8131 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8424 - g_loss: 2.0288 - d_accuracy: 0.8414 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8366 - g_loss: 2.0490 - d_accuracy: 0.8430Epoch 371: D Accuracy = 0.8037 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8379 - g_loss: 2.0695 - d_accuracy: 0.8416 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8333 - g_loss: 2.1289 - d_accuracy: 0.8456Epoch 372: D Accuracy = 0.8925 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8300 - g_loss: 2.1412 - d_accuracy: 0.8472 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8096 - g_loss: 2.0994 - d_accuracy: 0.8536Epoch 373: D Accuracy = 0.8318 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8113 - g_loss: 2.0956 - d_accuracy: 0.8528 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8045 - g_loss: 2.1342 - d_accuracy: 0.8574Epoch 374: D Accuracy = 0.8692 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8049 - g_loss: 2.1296 - d_accuracy: 0.8578 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8376 - g_loss: 2.0808 - d_accuracy: 0.8425Epoch 375: D Accuracy = 0.8598 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8397 - g_loss: 2.0608 - d_accuracy: 0.8431 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8037 - g_loss: 2.1566 - d_accuracy: 0.8568Epoch 376: D Accuracy = 0.8925 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8020 - g_loss: 2.1568 - d_accuracy: 0.8581 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8509 - g_loss: 2.1627 - d_accuracy: 0.8325Epoch 377: D Accuracy = 0.8364 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8510 - g_loss: 2.1537 - d_accuracy: 0.8326 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8234 - g_loss: 2.1453 - d_accuracy: 0.8445Epoch 378: D Accuracy = 0.8318 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8252 - g_loss: 2.1225 - d_accuracy: 0.8440 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8002 - g_loss: 2.1686 - d_accuracy: 0.8616Epoch 379: D Accuracy = 0.8645 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7995 - g_loss: 2.1681 - d_accuracy: 0.8617 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7923 - g_loss: 2.1809 - d_accuracy: 0.8648Epoch 380: D Accuracy = 0.8925 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7923 - g_loss: 2.1833 - d_accuracy: 0.8658 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8276 - g_loss: 2.1848 - d_accuracy: 0.8474Epoch 381: D Accuracy = 0.8598 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8288 - g_loss: 2.1623 - d_accuracy: 0.8478 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8095 - g_loss: 2.1373 - d_accuracy: 0.8562Epoch 382: D Accuracy = 0.8832 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8062 - g_loss: 2.1548 - d_accuracy: 0.8572 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8256 - g_loss: 2.1795 - d_accuracy: 0.8456Epoch 383: D Accuracy = 0.8505 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8225 - g_loss: 2.1905 - d_accuracy: 0.8458 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8181 - g_loss: 2.1179 - d_accuracy: 0.8528Epoch 384: D Accuracy = 0.8411 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8235 - g_loss: 2.0917 - d_accuracy: 0.8524 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8814 - g_loss: 2.2161 - d_accuracy: 0.8216Epoch 385: D Accuracy = 0.8738 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8784 - g_loss: 2.2074 - d_accuracy: 0.8234 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8106 - g_loss: 2.1637 - d_accuracy: 0.8565Epoch 386: D Accuracy = 0.8364 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8093 - g_loss: 2.1842 - d_accuracy: 0.8558 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8015 - g_loss: 2.2272 - d_accuracy: 0.8583Epoch 387: D Accuracy = 0.6963 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8093 - g_loss: 2.2600 - d_accuracy: 0.8525 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8553 - g_loss: 2.1883 - d_accuracy: 0.8378Epoch 388: D Accuracy = 0.7570 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8583 - g_loss: 2.2267 - d_accuracy: 0.8349 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8077 - g_loss: 2.1654 - d_accuracy: 0.8557Epoch 389: D Accuracy = 0.8271 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8072 - g_loss: 2.1830 - d_accuracy: 0.8547 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8114 - g_loss: 2.1829 - d_accuracy: 0.8536Epoch 390: D Accuracy = 0.8411 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8146 - g_loss: 2.1617 - d_accuracy: 0.8532 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8812 - g_loss: 2.2740 - d_accuracy: 0.8255Epoch 391: D Accuracy = 0.8551 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8760 - g_loss: 2.2916 - d_accuracy: 0.8266 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7963 - g_loss: 2.2044 - d_accuracy: 0.8564Epoch 392: D Accuracy = 0.8972 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7933 - g_loss: 2.2074 - d_accuracy: 0.8579 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8205 - g_loss: 2.1952 - d_accuracy: 0.8503Epoch 393: D Accuracy = 0.8364 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8225 - g_loss: 2.1797 - d_accuracy: 0.8498 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7620 - g_loss: 2.2467 - d_accuracy: 0.8745Epoch 394: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7615 - g_loss: 2.2509 - d_accuracy: 0.8743 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8106 - g_loss: 2.1751 - d_accuracy: 0.8581Epoch 395: D Accuracy = 0.9112 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8091 - g_loss: 2.1603 - d_accuracy: 0.8600
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8211 - g_loss: 2.2624 - d_accuracy: 0.8460Epoch 396: D Accuracy = 0.7804 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8230 - g_loss: 2.2871 - d_accuracy: 0.8437 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8039 - g_loss: 2.2307 - d_accuracy: 0.8553Epoch 397: D Accuracy = 0.8738 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8070 - g_loss: 2.2056 - d_accuracy: 0.8559 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8352 - g_loss: 2.2427 - d_accuracy: 0.8445Epoch 398: D Accuracy = 0.8364 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8344 - g_loss: 2.2472 - d_accuracy: 0.8442 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8117 - g_loss: 2.2104 - d_accuracy: 0.8541Epoch 399: D Accuracy = 0.8738 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8132 - g_loss: 2.1891 - d_accuracy: 0.8548 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8056 - g_loss: 2.2229 - d_accuracy: 0.8521 Class 12 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.8505 27/27 [==============================] - 1s 40ms/step - d_loss: 0.8079 - g_loss: 2.2008 - d_accuracy: 0.8520 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8544 - g_loss: 2.2696 - d_accuracy: 0.8283Epoch 401: D Accuracy = 0.9112 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8492 - g_loss: 2.2625 - d_accuracy: 0.8313 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7870 - g_loss: 2.2461 - d_accuracy: 0.8646Epoch 402: D Accuracy = 0.9252 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7852 - g_loss: 2.2333 - d_accuracy: 0.8667 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7836 - g_loss: 2.2932 - d_accuracy: 0.8674Epoch 403: D Accuracy = 0.8738 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7833 - g_loss: 2.3031 - d_accuracy: 0.8677 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8253 - g_loss: 2.2207 - d_accuracy: 0.8511Epoch 404: D Accuracy = 0.8458 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8288 - g_loss: 2.1932 - d_accuracy: 0.8509 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8064 - g_loss: 2.2558 - d_accuracy: 0.8568Epoch 405: D Accuracy = 0.8925 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8050 - g_loss: 2.2552 - d_accuracy: 0.8581 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7987 - g_loss: 2.2772 - d_accuracy: 0.8547Epoch 406: D Accuracy = 0.7570 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8004 - g_loss: 2.2980 - d_accuracy: 0.8512 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7898 - g_loss: 2.2529 - d_accuracy: 0.8629Epoch 407: D Accuracy = 0.8738 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7922 - g_loss: 2.2394 - d_accuracy: 0.8633 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8288 - g_loss: 2.2605 - d_accuracy: 0.8410Epoch 408: D Accuracy = 0.8505 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8320 - g_loss: 2.2342 - d_accuracy: 0.8413 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8025 - g_loss: 2.2490 - d_accuracy: 0.8551Epoch 409: D Accuracy = 0.9159 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7999 - g_loss: 2.2390 - d_accuracy: 0.8573 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7919 - g_loss: 2.2932 - d_accuracy: 0.8636Epoch 410: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7925 - g_loss: 2.2922 - d_accuracy: 0.8638 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7993 - g_loss: 2.2590 - d_accuracy: 0.8516Epoch 411: D Accuracy = 0.8224 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7990 - g_loss: 2.2646 - d_accuracy: 0.8506 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7481 - g_loss: 2.3083 - d_accuracy: 0.8836Epoch 412: D Accuracy = 0.8131 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7490 - g_loss: 2.3331 - d_accuracy: 0.8810 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8444 - g_loss: 2.2465 - d_accuracy: 0.8386Epoch 413: D Accuracy = 0.8364 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8478 - g_loss: 2.2146 - d_accuracy: 0.8385 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7800 - g_loss: 2.2860 - d_accuracy: 0.8621Epoch 414: D Accuracy = 0.8785 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7799 - g_loss: 2.2691 - d_accuracy: 0.8627 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7567 - g_loss: 2.3255 - d_accuracy: 0.8771Epoch 415: D Accuracy = 0.9486 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7534 - g_loss: 2.3195 - d_accuracy: 0.8797 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7620 - g_loss: 2.3456 - d_accuracy: 0.8730Epoch 416: D Accuracy = 0.7850 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7741 - g_loss: 2.3031 - d_accuracy: 0.8698 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7925 - g_loss: 2.3349 - d_accuracy: 0.8565Epoch 417: D Accuracy = 0.9346 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7896 - g_loss: 2.3193 - d_accuracy: 0.8593 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8369 - g_loss: 2.3205 - d_accuracy: 0.8409Epoch 418: D Accuracy = 0.9065 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8337 - g_loss: 2.3185 - d_accuracy: 0.8432 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7958 - g_loss: 2.2825 - d_accuracy: 0.8596Epoch 419: D Accuracy = 0.8224 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7972 - g_loss: 2.2888 - d_accuracy: 0.8583 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7637 - g_loss: 2.2646 - d_accuracy: 0.8763Epoch 420: D Accuracy = 0.9019 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7631 - g_loss: 2.2495 - d_accuracy: 0.8772 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8247 - g_loss: 2.2789 - d_accuracy: 0.8478Epoch 421: D Accuracy = 0.8972 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8219 - g_loss: 2.2772 - d_accuracy: 0.8495 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7767 - g_loss: 2.2970 - d_accuracy: 0.8665Epoch 422: D Accuracy = 0.8879 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7771 - g_loss: 2.2832 - d_accuracy: 0.8673 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8029 - g_loss: 2.3396 - d_accuracy: 0.8570Epoch 423: D Accuracy = 0.8551 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8010 - g_loss: 2.3521 - d_accuracy: 0.8570 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8310 - g_loss: 2.3070 - d_accuracy: 0.8417Epoch 424: D Accuracy = 0.8832 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8289 - g_loss: 2.3043 - d_accuracy: 0.8432 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7831 - g_loss: 2.3092 - d_accuracy: 0.8612Epoch 425: D Accuracy = 0.8692 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7826 - g_loss: 2.3120 - d_accuracy: 0.8615 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7787 - g_loss: 2.3348 - d_accuracy: 0.8648Epoch 426: D Accuracy = 0.8411 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7791 - g_loss: 2.3440 - d_accuracy: 0.8639 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8436 - g_loss: 2.3331 - d_accuracy: 0.8357Epoch 427: D Accuracy = 0.6682 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8506 - g_loss: 2.3765 - d_accuracy: 0.8297 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7232 - g_loss: 2.3273 - d_accuracy: 0.8944Epoch 428: D Accuracy = 0.9019 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7229 - g_loss: 2.3280 - d_accuracy: 0.8946 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8116 - g_loss: 2.3318 - d_accuracy: 0.8489Epoch 429: D Accuracy = 0.8318 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8167 - g_loss: 2.2970 - d_accuracy: 0.8483 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8076 - g_loss: 2.3512 - d_accuracy: 0.8559Epoch 430: D Accuracy = 0.8037 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8177 - g_loss: 2.3117 - d_accuracy: 0.8540 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7881 - g_loss: 2.2892 - d_accuracy: 0.8630Epoch 431: D Accuracy = 0.8832 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7895 - g_loss: 2.2657 - d_accuracy: 0.8637 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8559 - g_loss: 2.3601 - d_accuracy: 0.8371Epoch 432: D Accuracy = 0.9252 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8483 - g_loss: 2.3551 - d_accuracy: 0.8402 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7609 - g_loss: 2.3285 - d_accuracy: 0.8674Epoch 433: D Accuracy = 0.7944 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7649 - g_loss: 2.3436 - d_accuracy: 0.8648 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7996 - g_loss: 2.3346 - d_accuracy: 0.8528Epoch 434: D Accuracy = 0.8738 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7999 - g_loss: 2.3138 - d_accuracy: 0.8536 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7561 - g_loss: 2.4100 - d_accuracy: 0.8732Epoch 435: D Accuracy = 0.9112 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7542 - g_loss: 2.4031 - d_accuracy: 0.8745 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7613 - g_loss: 2.3661 - d_accuracy: 0.8735Epoch 436: D Accuracy = 0.8505 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7608 - g_loss: 2.3748 - d_accuracy: 0.8727 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7869 - g_loss: 2.3637 - d_accuracy: 0.8605Epoch 437: D Accuracy = 0.8505 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7910 - g_loss: 2.3305 - d_accuracy: 0.8601 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7696 - g_loss: 2.3760 - d_accuracy: 0.8698Epoch 438: D Accuracy = 0.8271 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7698 - g_loss: 2.3965 - d_accuracy: 0.8682 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7439 - g_loss: 2.3373 - d_accuracy: 0.8858Epoch 439: D Accuracy = 0.8785 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7467 - g_loss: 2.3296 - d_accuracy: 0.8856 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7648 - g_loss: 2.3678 - d_accuracy: 0.8757Epoch 440: D Accuracy = 0.8785 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7624 - g_loss: 2.3850 - d_accuracy: 0.8758 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8210 - g_loss: 2.4367 - d_accuracy: 0.8451Epoch 441: D Accuracy = 0.6589 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8360 - g_loss: 2.4970 - d_accuracy: 0.8385 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8019 - g_loss: 2.3316 - d_accuracy: 0.8547Epoch 442: D Accuracy = 0.9159 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7978 - g_loss: 2.3225 - d_accuracy: 0.8569 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8154 - g_loss: 2.3547 - d_accuracy: 0.8496Epoch 443: D Accuracy = 0.8598 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8202 - g_loss: 2.3203 - d_accuracy: 0.8499 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7438 - g_loss: 2.3967 - d_accuracy: 0.8801Epoch 444: D Accuracy = 0.7617 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7476 - g_loss: 2.4304 - d_accuracy: 0.8758 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7623 - g_loss: 2.3531 - d_accuracy: 0.8721Epoch 445: D Accuracy = 0.8738 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7635 - g_loss: 2.3430 - d_accuracy: 0.8721 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7849 - g_loss: 2.3617 - d_accuracy: 0.8657Epoch 446: D Accuracy = 0.9159 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7819 - g_loss: 2.3618 - d_accuracy: 0.8675 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7694 - g_loss: 2.4340 - d_accuracy: 0.8642Epoch 447: D Accuracy = 0.7944 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7705 - g_loss: 2.4547 - d_accuracy: 0.8617 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7503 - g_loss: 2.4003 - d_accuracy: 0.8785Epoch 448: D Accuracy = 0.8925 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7494 - g_loss: 2.4055 - d_accuracy: 0.8790 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7460 - g_loss: 2.4411 - d_accuracy: 0.8804Epoch 449: D Accuracy = 0.9112 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7435 - g_loss: 2.4383 - d_accuracy: 0.8815 Epoch 450/500 26/27 [===========================>..] - ETA: 0s - d_loss: 0.7904 - g_loss: 2.3827 - d_accuracy: 0.8619Epoch 450: D Accuracy = 0.9112 27/27 [==============================] - 1s 38ms/step - d_loss: 0.7880 - g_loss: 2.3485 - d_accuracy: 0.8654 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7882 - g_loss: 2.3955 - d_accuracy: 0.8622Epoch 451: D Accuracy = 0.8738 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7858 - g_loss: 2.4169 - d_accuracy: 0.8626 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7288 - g_loss: 2.4209 - d_accuracy: 0.8893Epoch 452: D Accuracy = 0.9019 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7278 - g_loss: 2.4290 - d_accuracy: 0.8898 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1228 - g_loss: 2.5069 - d_accuracy: 0.7804Epoch 453: D Accuracy = 0.8879 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1106 - g_loss: 2.4873 - d_accuracy: 0.7843 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7761 - g_loss: 2.2836 - d_accuracy: 0.8700Epoch 454: D Accuracy = 0.8645 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7755 - g_loss: 2.2908 - d_accuracy: 0.8698 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7687 - g_loss: 2.3506 - d_accuracy: 0.8700Epoch 455: D Accuracy = 0.8645 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7680 - g_loss: 2.3585 - d_accuracy: 0.8698 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7356 - g_loss: 2.3847 - d_accuracy: 0.8842Epoch 456: D Accuracy = 0.9393 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7329 - g_loss: 2.3855 - d_accuracy: 0.8861 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7251 - g_loss: 2.3798 - d_accuracy: 0.8886Epoch 457: D Accuracy = 0.8364 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7322 - g_loss: 2.3445 - d_accuracy: 0.8868 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7937 - g_loss: 2.4496 - d_accuracy: 0.8630Epoch 458: D Accuracy = 0.8131 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7941 - g_loss: 2.4824 - d_accuracy: 0.8612 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7617 - g_loss: 2.3836 - d_accuracy: 0.8734Epoch 459: D Accuracy = 0.8598 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7618 - g_loss: 2.4027 - d_accuracy: 0.8729 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7537 - g_loss: 2.4209 - d_accuracy: 0.8770Epoch 460: D Accuracy = 0.9206 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7511 - g_loss: 2.4226 - d_accuracy: 0.8785 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7617 - g_loss: 2.4487 - d_accuracy: 0.8695Epoch 461: D Accuracy = 0.8738 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7602 - g_loss: 2.4541 - d_accuracy: 0.8696 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7490 - g_loss: 2.4379 - d_accuracy: 0.8774Epoch 462: D Accuracy = 0.8785 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7493 - g_loss: 2.4289 - d_accuracy: 0.8775 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7473 - g_loss: 2.4452 - d_accuracy: 0.8773Epoch 463: D Accuracy = 0.7991 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7497 - g_loss: 2.4616 - d_accuracy: 0.8745
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7982 - g_loss: 2.4048 - d_accuracy: 0.8579Epoch 464: D Accuracy = 0.8925 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7968 - g_loss: 2.3899 - d_accuracy: 0.8591 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7321 - g_loss: 2.4738 - d_accuracy: 0.8874Epoch 465: D Accuracy = 0.8925 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7300 - g_loss: 2.5030 - d_accuracy: 0.8876 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7346 - g_loss: 2.4411 - d_accuracy: 0.8807Epoch 466: D Accuracy = 0.8738 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7346 - g_loss: 2.4404 - d_accuracy: 0.8805 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7338 - g_loss: 2.4432 - d_accuracy: 0.8802Epoch 467: D Accuracy = 0.8785 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7327 - g_loss: 2.4623 - d_accuracy: 0.8801 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7351 - g_loss: 2.4590 - d_accuracy: 0.8842Epoch 468: D Accuracy = 0.8551 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7368 - g_loss: 2.4551 - d_accuracy: 0.8832 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7438 - g_loss: 2.4832 - d_accuracy: 0.8784Epoch 469: D Accuracy = 0.8925 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7413 - g_loss: 2.4853 - d_accuracy: 0.8789 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7824 - g_loss: 2.4519 - d_accuracy: 0.8645Epoch 470: D Accuracy = 0.8972 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7822 - g_loss: 2.4342 - d_accuracy: 0.8657 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7846 - g_loss: 2.4535 - d_accuracy: 0.8626Epoch 471: D Accuracy = 0.8224 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7929 - g_loss: 2.4162 - d_accuracy: 0.8612 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7588 - g_loss: 2.4506 - d_accuracy: 0.8771Epoch 472: D Accuracy = 0.8738 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7594 - g_loss: 2.4409 - d_accuracy: 0.8770 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7226 - g_loss: 2.4477 - d_accuracy: 0.8926Epoch 473: D Accuracy = 0.8738 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7225 - g_loss: 2.4451 - d_accuracy: 0.8919 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7606 - g_loss: 2.4399 - d_accuracy: 0.8749Epoch 474: D Accuracy = 0.9112 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7573 - g_loss: 2.4493 - d_accuracy: 0.8762 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7878 - g_loss: 2.5083 - d_accuracy: 0.8557Epoch 475: D Accuracy = 0.8318 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7875 - g_loss: 2.5204 - d_accuracy: 0.8549 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7323 - g_loss: 2.4501 - d_accuracy: 0.8851Epoch 476: D Accuracy = 0.8972 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7304 - g_loss: 2.4579 - d_accuracy: 0.8855 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7537 - g_loss: 2.4782 - d_accuracy: 0.8723Epoch 477: D Accuracy = 0.9299 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7520 - g_loss: 2.4771 - d_accuracy: 0.8743 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7453 - g_loss: 2.4834 - d_accuracy: 0.8806Epoch 478: D Accuracy = 0.9019 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7456 - g_loss: 2.4667 - d_accuracy: 0.8814 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7197 - g_loss: 2.5335 - d_accuracy: 0.8881Epoch 479: D Accuracy = 0.9159 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7200 - g_loss: 2.5133 - d_accuracy: 0.8891 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8199 - g_loss: 2.4591 - d_accuracy: 0.8461Epoch 480: D Accuracy = 0.7757 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8215 - g_loss: 2.4692 - d_accuracy: 0.8436 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7782 - g_loss: 2.4417 - d_accuracy: 0.8696Epoch 481: D Accuracy = 0.8972 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7789 - g_loss: 2.4218 - d_accuracy: 0.8706 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7872 - g_loss: 2.4827 - d_accuracy: 0.8565Epoch 482: D Accuracy = 0.8645 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7894 - g_loss: 2.4534 - d_accuracy: 0.8568 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7052 - g_loss: 2.5062 - d_accuracy: 0.9000Epoch 483: D Accuracy = 0.8598 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7069 - g_loss: 2.5109 - d_accuracy: 0.8986 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7727 - g_loss: 2.5384 - d_accuracy: 0.8670Epoch 484: D Accuracy = 0.8692 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7701 - g_loss: 2.5516 - d_accuracy: 0.8670 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7566 - g_loss: 2.5040 - d_accuracy: 0.8735Epoch 485: D Accuracy = 0.9159 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7545 - g_loss: 2.4904 - d_accuracy: 0.8750 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7298 - g_loss: 2.5366 - d_accuracy: 0.8807Epoch 486: D Accuracy = 0.9112 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7300 - g_loss: 2.5189 - d_accuracy: 0.8818 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7356 - g_loss: 2.5279 - d_accuracy: 0.8794Epoch 487: D Accuracy = 0.9159 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7354 - g_loss: 2.5147 - d_accuracy: 0.8807 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7904 - g_loss: 2.4963 - d_accuracy: 0.8575Epoch 488: D Accuracy = 0.8785 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7912 - g_loss: 2.4749 - d_accuracy: 0.8582 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7286 - g_loss: 2.5190 - d_accuracy: 0.8823Epoch 489: D Accuracy = 0.9112 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7288 - g_loss: 2.5054 - d_accuracy: 0.8833 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7348 - g_loss: 2.5121 - d_accuracy: 0.8834Epoch 490: D Accuracy = 0.9019 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7337 - g_loss: 2.5289 - d_accuracy: 0.8840 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7659 - g_loss: 2.5352 - d_accuracy: 0.8706Epoch 491: D Accuracy = 0.8692 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7642 - g_loss: 2.5547 - d_accuracy: 0.8705 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7378 - g_loss: 2.5158 - d_accuracy: 0.8800Epoch 492: D Accuracy = 0.8972 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7360 - g_loss: 2.5116 - d_accuracy: 0.8806 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7077 - g_loss: 2.5180 - d_accuracy: 0.8943Epoch 493: D Accuracy = 0.9206 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7086 - g_loss: 2.4993 - d_accuracy: 0.8953 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7503 - g_loss: 2.5558 - d_accuracy: 0.8739Epoch 494: D Accuracy = 0.8925 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7485 - g_loss: 2.5524 - d_accuracy: 0.8746 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7360 - g_loss: 2.5084 - d_accuracy: 0.8850Epoch 495: D Accuracy = 0.8645 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7430 - g_loss: 2.4723 - d_accuracy: 0.8843
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7326 - g_loss: 2.6469 - d_accuracy: 0.8786Epoch 496: D Accuracy = 0.9019 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7301 - g_loss: 2.6533 - d_accuracy: 0.8794 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7158 - g_loss: 2.5678 - d_accuracy: 0.8911Epoch 497: D Accuracy = 0.9112 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7177 - g_loss: 2.5407 - d_accuracy: 0.8918 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7447 - g_loss: 2.5933 - d_accuracy: 0.8757Epoch 498: D Accuracy = 0.8551 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7516 - g_loss: 2.5591 - d_accuracy: 0.8750 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7688 - g_loss: 2.5997 - d_accuracy: 0.8654Epoch 499: D Accuracy = 0.8458 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7686 - g_loss: 2.6026 - d_accuracy: 0.8647 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6934 - g_loss: 2.5738 - d_accuracy: 0.9005 Class 12 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.9112 27/27 [==============================] - 1s 47ms/step - d_loss: 0.6917 - g_loss: 2.5850 - d_accuracy: 0.9009 Training DCGAN for class 13... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.1711 - g_loss: 1.2494 - d_accuracy: 0.7117WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0162s vs `on_train_batch_end` time: 0.0186s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.8286 - g_loss: 2.2104 - d_accuracy: 0.8594 Epoch 1: Generator loss improved from inf to 2.7542. Saving weights. Epoch 1: D Accuracy = 0.9120 27/27 [==============================] - 2s 43ms/step - d_loss: 0.8243 - g_loss: 2.2298 - d_accuracy: 0.8613 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0819 - g_loss: 1.7710 - d_accuracy: 0.7656 Epoch 2: Generator loss improved from 2.7542 to 1.2114. Saving weights. Epoch 2: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0835 - g_loss: 1.7510 - d_accuracy: 0.7651 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1130 - g_loss: 1.4330 - d_accuracy: 0.7440Epoch 3: D Accuracy = 0.7685 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1115 - g_loss: 1.4324 - d_accuracy: 0.7449 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1751 - g_loss: 1.3242 - d_accuracy: 0.7105 Epoch 4: Generator loss improved from 1.2114 to 1.1996. Saving weights. Epoch 4: D Accuracy = 0.6944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1770 - g_loss: 1.3198 - d_accuracy: 0.7099 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1805 - g_loss: 1.1958 - d_accuracy: 0.7078 Epoch 5: Generator loss improved from 1.1996 to 1.0163. Saving weights. Epoch 5: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1797 - g_loss: 1.1894 - d_accuracy: 0.7088 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1465 - g_loss: 1.2570 - d_accuracy: 0.7083 Epoch 6: Generator loss improved from 1.0163 to 0.7090. Saving weights. Epoch 6: D Accuracy = 0.6481 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1531 - g_loss: 1.2375 - d_accuracy: 0.7062 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0863 - g_loss: 1.3391 - d_accuracy: 0.7513Epoch 7: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0849 - g_loss: 1.3521 - d_accuracy: 0.7501 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0632 - g_loss: 1.4302 - d_accuracy: 0.7567Epoch 8: D Accuracy = 0.7824 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0613 - g_loss: 1.4343 - d_accuracy: 0.7576 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0191 - g_loss: 1.5487 - d_accuracy: 0.7830Epoch 9: D Accuracy = 0.8843 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0128 - g_loss: 1.5476 - d_accuracy: 0.7867 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9397 - g_loss: 1.6722 - d_accuracy: 0.8071Epoch 10: D Accuracy = 0.8148 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9368 - g_loss: 1.6789 - d_accuracy: 0.8074 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9357 - g_loss: 1.7148 - d_accuracy: 0.8114Epoch 11: D Accuracy = 0.8519 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9341 - g_loss: 1.7040 - d_accuracy: 0.8128 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8883 - g_loss: 1.8084 - d_accuracy: 0.8267Epoch 12: D Accuracy = 0.8102 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8873 - g_loss: 1.8147 - d_accuracy: 0.8261 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9199 - g_loss: 1.8624 - d_accuracy: 0.8175Epoch 13: D Accuracy = 0.8565 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9152 - g_loss: 1.8675 - d_accuracy: 0.8189 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8995 - g_loss: 1.7979 - d_accuracy: 0.8223Epoch 14: D Accuracy = 0.8472 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9012 - g_loss: 1.7826 - d_accuracy: 0.8232 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9092 - g_loss: 1.8258 - d_accuracy: 0.8220Epoch 15: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9102 - g_loss: 1.8461 - d_accuracy: 0.8195 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9610 - g_loss: 1.7249 - d_accuracy: 0.8001Epoch 16: D Accuracy = 0.8287 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9595 - g_loss: 1.7137 - d_accuracy: 0.8011 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9944 - g_loss: 1.6860 - d_accuracy: 0.7904Epoch 17: D Accuracy = 0.8241 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9922 - g_loss: 1.6828 - d_accuracy: 0.7916 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0035 - g_loss: 1.6355 - d_accuracy: 0.7753Epoch 18: D Accuracy = 0.7639 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0059 - g_loss: 1.6163 - d_accuracy: 0.7748 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0108 - g_loss: 1.5644 - d_accuracy: 0.7763Epoch 19: D Accuracy = 0.7917 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0083 - g_loss: 1.5740 - d_accuracy: 0.7768 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0561 - g_loss: 1.5298 - d_accuracy: 0.7577Epoch 20: D Accuracy = 0.7222 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0555 - g_loss: 1.5423 - d_accuracy: 0.7564 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0757 - g_loss: 1.5064 - d_accuracy: 0.7548Epoch 21: D Accuracy = 0.7963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0755 - g_loss: 1.4872 - d_accuracy: 0.7562 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0482 - g_loss: 1.4906 - d_accuracy: 0.7540Epoch 22: D Accuracy = 0.7176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0472 - g_loss: 1.5137 - d_accuracy: 0.7527 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0461 - g_loss: 1.4556 - d_accuracy: 0.7592Epoch 23: D Accuracy = 0.8102 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0444 - g_loss: 1.4472 - d_accuracy: 0.7610 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0729 - g_loss: 1.4497 - d_accuracy: 0.7420Epoch 24: D Accuracy = 0.8194 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0711 - g_loss: 1.4371 - d_accuracy: 0.7448 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0796 - g_loss: 1.4633 - d_accuracy: 0.7436Epoch 25: D Accuracy = 0.7639 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0770 - g_loss: 1.4664 - d_accuracy: 0.7443 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0422 - g_loss: 1.4106 - d_accuracy: 0.7673Epoch 26: D Accuracy = 0.7593 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0443 - g_loss: 1.4152 - d_accuracy: 0.7670 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0644 - g_loss: 1.4897 - d_accuracy: 0.7541Epoch 27: D Accuracy = 0.6528 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0690 - g_loss: 1.5132 - d_accuracy: 0.7504 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0843 - g_loss: 1.4618 - d_accuracy: 0.7422Epoch 28: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0958 - g_loss: 1.4967 - d_accuracy: 0.7378 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0625 - g_loss: 1.4022 - d_accuracy: 0.7533Epoch 29: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0655 - g_loss: 1.4234 - d_accuracy: 0.7504 Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0508 - g_loss: 1.4281 - d_accuracy: 0.7566Epoch 30: D Accuracy = 0.7130 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0515 - g_loss: 1.4308 - d_accuracy: 0.7550 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0837 - g_loss: 1.4384 - d_accuracy: 0.7401Epoch 31: D Accuracy = 0.6852 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0837 - g_loss: 1.4537 - d_accuracy: 0.7381 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0740 - g_loss: 1.4372 - d_accuracy: 0.7416Epoch 32: D Accuracy = 0.6806 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0754 - g_loss: 1.4506 - d_accuracy: 0.7395 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0681 - g_loss: 1.4331 - d_accuracy: 0.7497Epoch 33: D Accuracy = 0.6991 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0698 - g_loss: 1.4526 - d_accuracy: 0.7479 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0621 - g_loss: 1.3875 - d_accuracy: 0.7474Epoch 34: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0580 - g_loss: 1.3865 - d_accuracy: 0.7505 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0867 - g_loss: 1.4310 - d_accuracy: 0.7409Epoch 35: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0838 - g_loss: 1.4320 - d_accuracy: 0.7412 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0846 - g_loss: 1.3967 - d_accuracy: 0.7491Epoch 36: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0834 - g_loss: 1.3990 - d_accuracy: 0.7480 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0864 - g_loss: 1.4175 - d_accuracy: 0.7412Epoch 37: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0867 - g_loss: 1.4304 - d_accuracy: 0.7392 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1053 - g_loss: 1.3924 - d_accuracy: 0.7327Epoch 38: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1045 - g_loss: 1.4067 - d_accuracy: 0.7312 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0863 - g_loss: 1.3835 - d_accuracy: 0.7408Epoch 39: D Accuracy = 0.7176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0902 - g_loss: 1.3660 - d_accuracy: 0.7400 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0836 - g_loss: 1.4165 - d_accuracy: 0.7427Epoch 40: D Accuracy = 0.7083 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0838 - g_loss: 1.4253 - d_accuracy: 0.7414 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0881 - g_loss: 1.3898 - d_accuracy: 0.7372Epoch 41: D Accuracy = 0.7639 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0874 - g_loss: 1.3876 - d_accuracy: 0.7382 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0689 - g_loss: 1.4021 - d_accuracy: 0.7411Epoch 42: D Accuracy = 0.6852 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0715 - g_loss: 1.4087 - d_accuracy: 0.7391 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1056 - g_loss: 1.3884 - d_accuracy: 0.7342Epoch 43: D Accuracy = 0.7454 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1037 - g_loss: 1.3917 - d_accuracy: 0.7346 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1131 - g_loss: 1.3889 - d_accuracy: 0.7263Epoch 44: D Accuracy = 0.7963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1111 - g_loss: 1.3816 - d_accuracy: 0.7288 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0723 - g_loss: 1.3744 - d_accuracy: 0.7447Epoch 45: D Accuracy = 0.7083 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0746 - g_loss: 1.3631 - d_accuracy: 0.7434 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0857 - g_loss: 1.4025 - d_accuracy: 0.7388Epoch 46: D Accuracy = 0.7454 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0868 - g_loss: 1.3871 - d_accuracy: 0.7391 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.4220 - d_accuracy: 0.7342Epoch 47: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0872 - g_loss: 1.4309 - d_accuracy: 0.7318 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1099 - g_loss: 1.3812 - d_accuracy: 0.7237Epoch 48: D Accuracy = 0.7037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1122 - g_loss: 1.3648 - d_accuracy: 0.7230 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0893 - g_loss: 1.3728 - d_accuracy: 0.7372Epoch 49: D Accuracy = 0.7593 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0891 - g_loss: 1.3603 - d_accuracy: 0.7380 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1255 - g_loss: 1.3909 - d_accuracy: 0.7211Epoch 50: D Accuracy = 0.7037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1244 - g_loss: 1.4011 - d_accuracy: 0.7205 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0972 - g_loss: 1.3414 - d_accuracy: 0.7350Epoch 51: D Accuracy = 0.7315 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0996 - g_loss: 1.3251 - d_accuracy: 0.7349 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1041 - g_loss: 1.3664 - d_accuracy: 0.7308Epoch 52: D Accuracy = 0.7778 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1032 - g_loss: 1.3565 - d_accuracy: 0.7325 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1220 - g_loss: 1.3601 - d_accuracy: 0.7185Epoch 53: D Accuracy = 0.6528 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1245 - g_loss: 1.3757 - d_accuracy: 0.7161 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1091 - g_loss: 1.3591 - d_accuracy: 0.7277Epoch 54: D Accuracy = 0.7130 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1106 - g_loss: 1.3560 - d_accuracy: 0.7271 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1155 - g_loss: 1.3378 - d_accuracy: 0.7296Epoch 55: D Accuracy = 0.7037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1144 - g_loss: 1.3529 - d_accuracy: 0.7287 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1421 - g_loss: 1.3291 - d_accuracy: 0.7114Epoch 56: D Accuracy = 0.7546 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1364 - g_loss: 1.3388 - d_accuracy: 0.7129 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0974 - g_loss: 1.3395 - d_accuracy: 0.7358Epoch 57: D Accuracy = 0.7778 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0954 - g_loss: 1.3414 - d_accuracy: 0.7373 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1322 - g_loss: 1.3319 - d_accuracy: 0.7198Epoch 58: D Accuracy = 0.7870 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1285 - g_loss: 1.3260 - d_accuracy: 0.7222 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1152 - g_loss: 1.3204 - d_accuracy: 0.7260Epoch 59: D Accuracy = 0.7731 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1135 - g_loss: 1.3135 - d_accuracy: 0.7277 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1328 - g_loss: 1.3180 - d_accuracy: 0.7148Epoch 60: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1311 - g_loss: 1.3389 - d_accuracy: 0.7137 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1250 - g_loss: 1.2996 - d_accuracy: 0.7220Epoch 61: D Accuracy = 0.7176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1258 - g_loss: 1.3067 - d_accuracy: 0.7219 Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1283 - g_loss: 1.2913 - d_accuracy: 0.7245Epoch 62: D Accuracy = 0.6852 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1307 - g_loss: 1.2980 - d_accuracy: 0.7230 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1676 - g_loss: 1.2804 - d_accuracy: 0.7021Epoch 63: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1685 - g_loss: 1.2931 - d_accuracy: 0.7008 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1520 - g_loss: 1.2933 - d_accuracy: 0.7114Epoch 64: D Accuracy = 0.6111 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1563 - g_loss: 1.3194 - d_accuracy: 0.7079 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1395 - g_loss: 1.2587 - d_accuracy: 0.7115Epoch 65: D Accuracy = 0.7269 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1384 - g_loss: 1.2658 - d_accuracy: 0.7121 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1553 - g_loss: 1.2790 - d_accuracy: 0.7056Epoch 66: D Accuracy = 0.7083 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1547 - g_loss: 1.2838 - d_accuracy: 0.7057 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1746 - g_loss: 1.2435 - d_accuracy: 0.6963Epoch 67: D Accuracy = 0.6620 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1763 - g_loss: 1.2354 - d_accuracy: 0.6950 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1543 - g_loss: 1.2495 - d_accuracy: 0.6999Epoch 68: D Accuracy = 0.7454 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1526 - g_loss: 1.2449 - d_accuracy: 0.7015 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.2423 - d_accuracy: 0.7089Epoch 69: D Accuracy = 0.7037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1354 - g_loss: 1.2353 - d_accuracy: 0.7087 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.2766 - d_accuracy: 0.6885Epoch 70: D Accuracy = 0.6204 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1801 - g_loss: 1.2960 - d_accuracy: 0.6861 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1728 - g_loss: 1.2222 - d_accuracy: 0.7000Epoch 71: D Accuracy = 0.7639 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1694 - g_loss: 1.2190 - d_accuracy: 0.7023 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1721 - g_loss: 1.2315 - d_accuracy: 0.6955Epoch 72: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1731 - g_loss: 1.2328 - d_accuracy: 0.6935 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1623 - g_loss: 1.2100 - d_accuracy: 0.6989Epoch 73: D Accuracy = 0.6944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1639 - g_loss: 1.2034 - d_accuracy: 0.6987 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1743 - g_loss: 1.2342 - d_accuracy: 0.6968Epoch 74: D Accuracy = 0.7269 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1718 - g_loss: 1.2431 - d_accuracy: 0.6978 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1873 - g_loss: 1.2104 - d_accuracy: 0.6906Epoch 75: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1898 - g_loss: 1.2032 - d_accuracy: 0.6898 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1824 - g_loss: 1.2228 - d_accuracy: 0.6913Epoch 76: D Accuracy = 0.6481 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1831 - g_loss: 1.2292 - d_accuracy: 0.6897 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1708 - g_loss: 1.2083 - d_accuracy: 0.6916Epoch 77: D Accuracy = 0.6065 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1736 - g_loss: 1.2149 - d_accuracy: 0.6885 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1848 - g_loss: 1.2067 - d_accuracy: 0.6921Epoch 78: D Accuracy = 0.6944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1848 - g_loss: 1.2123 - d_accuracy: 0.6922 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1749 - g_loss: 1.2004 - d_accuracy: 0.6954Epoch 79: D Accuracy = 0.6435 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1752 - g_loss: 1.2040 - d_accuracy: 0.6936 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1870 - g_loss: 1.2028 - d_accuracy: 0.6893Epoch 80: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1854 - g_loss: 1.2015 - d_accuracy: 0.6910 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1877 - g_loss: 1.1883 - d_accuracy: 0.6860Epoch 81: D Accuracy = 0.6991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1872 - g_loss: 1.1856 - d_accuracy: 0.6865 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1899 - g_loss: 1.1856 - d_accuracy: 0.6853Epoch 82: D Accuracy = 0.7731 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1857 - g_loss: 1.1853 - d_accuracy: 0.6885 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1727 - g_loss: 1.1986 - d_accuracy: 0.6933Epoch 83: D Accuracy = 0.6944 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1722 - g_loss: 1.2045 - d_accuracy: 0.6933 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1909 - g_loss: 1.1894 - d_accuracy: 0.6855Epoch 84: D Accuracy = 0.6574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1915 - g_loss: 1.1887 - d_accuracy: 0.6845 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1831 - g_loss: 1.1767 - d_accuracy: 0.6846Epoch 85: D Accuracy = 0.7037 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1823 - g_loss: 1.1721 - d_accuracy: 0.6853 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1874 - g_loss: 1.2121 - d_accuracy: 0.6871Epoch 86: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1901 - g_loss: 1.2287 - d_accuracy: 0.6848 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2259 - g_loss: 1.1839 - d_accuracy: 0.6693 Epoch 87: Generator loss improved from 0.7090 to 0.5919. Saving weights. Epoch 87: D Accuracy = 0.6019 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2320 - g_loss: 1.1627 - d_accuracy: 0.6669 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1885 - g_loss: 1.1822 - d_accuracy: 0.6774Epoch 88: D Accuracy = 0.6574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1880 - g_loss: 1.1838 - d_accuracy: 0.6767 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1802 - g_loss: 1.1772 - d_accuracy: 0.6943Epoch 89: D Accuracy = 0.6944 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1804 - g_loss: 1.1758 - d_accuracy: 0.6943 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1850 - g_loss: 1.1959 - d_accuracy: 0.6833Epoch 90: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1883 - g_loss: 1.1988 - d_accuracy: 0.6814 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1870 - g_loss: 1.1775 - d_accuracy: 0.6888Epoch 91: D Accuracy = 0.7269 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1845 - g_loss: 1.1811 - d_accuracy: 0.6902 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1988 - g_loss: 1.1671 - d_accuracy: 0.6767Epoch 92: D Accuracy = 0.6852 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1985 - g_loss: 1.1609 - d_accuracy: 0.6770 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1961 - g_loss: 1.1900 - d_accuracy: 0.6780Epoch 93: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1981 - g_loss: 1.1797 - d_accuracy: 0.6764
Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.1755 - d_accuracy: 0.6828Epoch 94: D Accuracy = 0.6435 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1899 - g_loss: 1.1880 - d_accuracy: 0.6814 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1817 - g_loss: 1.1717 - d_accuracy: 0.6843Epoch 95: D Accuracy = 0.5648 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1858 - g_loss: 1.1813 - d_accuracy: 0.6800 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1977 - g_loss: 1.1759 - d_accuracy: 0.6774Epoch 96: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1965 - g_loss: 1.1660 - d_accuracy: 0.6795 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1871 - g_loss: 1.1835 - d_accuracy: 0.6793Epoch 97: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1906 - g_loss: 1.1698 - d_accuracy: 0.6789 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1771 - g_loss: 1.1801 - d_accuracy: 0.6772Epoch 98: D Accuracy = 0.6759 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1770 - g_loss: 1.1856 - d_accuracy: 0.6772 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2091 - g_loss: 1.1839 - d_accuracy: 0.6786Epoch 99: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2135 - g_loss: 1.1654 - d_accuracy: 0.6782 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1993 - g_loss: 1.1796 - d_accuracy: 0.6808 Class 13 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.6852 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2015 - g_loss: 1.1653 - d_accuracy: 0.6809 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1848 - g_loss: 1.1824 - d_accuracy: 0.6859Epoch 101: D Accuracy = 0.7222 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1846 - g_loss: 1.1735 - d_accuracy: 0.6872 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2081 - g_loss: 1.1786 - d_accuracy: 0.6795Epoch 102: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2085 - g_loss: 1.1721 - d_accuracy: 0.6792 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1890 - g_loss: 1.1887 - d_accuracy: 0.6851Epoch 103: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1927 - g_loss: 1.2075 - d_accuracy: 0.6815 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1801 - g_loss: 1.1784 - d_accuracy: 0.6917Epoch 104: D Accuracy = 0.6481 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1807 - g_loss: 1.1755 - d_accuracy: 0.6901 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1981 - g_loss: 1.1880 - d_accuracy: 0.6787Epoch 105: D Accuracy = 0.6759 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1969 - g_loss: 1.1875 - d_accuracy: 0.6786 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1830 - g_loss: 1.1688 - d_accuracy: 0.6881Epoch 106: D Accuracy = 0.7269 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1811 - g_loss: 1.1648 - d_accuracy: 0.6895 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1739 - g_loss: 1.1757 - d_accuracy: 0.6906Epoch 107: D Accuracy = 0.6528 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1751 - g_loss: 1.1780 - d_accuracy: 0.6892 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1914 - g_loss: 1.1622 - d_accuracy: 0.6814Epoch 108: D Accuracy = 0.6759 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1912 - g_loss: 1.1632 - d_accuracy: 0.6812 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1706 - g_loss: 1.2089 - d_accuracy: 0.6938Epoch 109: D Accuracy = 0.6713 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1684 - g_loss: 1.2206 - d_accuracy: 0.6930 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.1859 - d_accuracy: 0.6849Epoch 110: D Accuracy = 0.6759 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1869 - g_loss: 1.1911 - d_accuracy: 0.6846 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2010 - g_loss: 1.1761 - d_accuracy: 0.6792Epoch 111: D Accuracy = 0.6898 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1973 - g_loss: 1.1867 - d_accuracy: 0.6796 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1554 - g_loss: 1.1904 - d_accuracy: 0.7081Epoch 112: D Accuracy = 0.7130 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1557 - g_loss: 1.1835 - d_accuracy: 0.7083 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2050 - g_loss: 1.2140 - d_accuracy: 0.6790Epoch 113: D Accuracy = 0.6065 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2066 - g_loss: 1.2396 - d_accuracy: 0.6764 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1839 - g_loss: 1.1746 - d_accuracy: 0.6863Epoch 114: D Accuracy = 0.6991 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1866 - g_loss: 1.1628 - d_accuracy: 0.6868 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1664 - g_loss: 1.2276 - d_accuracy: 0.6942Epoch 115: D Accuracy = 0.7361 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1654 - g_loss: 1.2226 - d_accuracy: 0.6957 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.1944 - d_accuracy: 0.6911Epoch 116: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1914 - g_loss: 1.1969 - d_accuracy: 0.6889 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1755 - g_loss: 1.1887 - d_accuracy: 0.6863Epoch 117: D Accuracy = 0.7130 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1756 - g_loss: 1.1830 - d_accuracy: 0.6872 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1639 - g_loss: 1.2154 - d_accuracy: 0.7004Epoch 118: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1647 - g_loss: 1.2179 - d_accuracy: 0.6991 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1631 - g_loss: 1.2066 - d_accuracy: 0.7006Epoch 119: D Accuracy = 0.7176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1641 - g_loss: 1.1953 - d_accuracy: 0.7012 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1726 - g_loss: 1.1956 - d_accuracy: 0.6891Epoch 120: D Accuracy = 0.7269 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1698 - g_loss: 1.2025 - d_accuracy: 0.6905 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1863 - g_loss: 1.2153 - d_accuracy: 0.6876Epoch 121: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1866 - g_loss: 1.2364 - d_accuracy: 0.6854 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.1658 - d_accuracy: 0.6846Epoch 122: D Accuracy = 0.7315 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1918 - g_loss: 1.1608 - d_accuracy: 0.6863 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1476 - g_loss: 1.2136 - d_accuracy: 0.7027Epoch 123: D Accuracy = 0.7454 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1459 - g_loss: 1.2126 - d_accuracy: 0.7042 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1700 - g_loss: 1.1984 - d_accuracy: 0.6957Epoch 124: D Accuracy = 0.7361 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1697 - g_loss: 1.1934 - d_accuracy: 0.6971 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1688 - g_loss: 1.2241 - d_accuracy: 0.6997Epoch 125: D Accuracy = 0.7315 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1665 - g_loss: 1.2297 - d_accuracy: 0.7008 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1777 - g_loss: 1.1918 - d_accuracy: 0.6917Epoch 126: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1762 - g_loss: 1.1895 - d_accuracy: 0.6926 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1694 - g_loss: 1.2107 - d_accuracy: 0.6985Epoch 127: D Accuracy = 0.7593 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1679 - g_loss: 1.2035 - d_accuracy: 0.7007 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1566 - g_loss: 1.2311 - d_accuracy: 0.6963Epoch 128: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1566 - g_loss: 1.2444 - d_accuracy: 0.6952 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1730 - g_loss: 1.2538 - d_accuracy: 0.6911Epoch 129: D Accuracy = 0.6204 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1755 - g_loss: 1.2585 - d_accuracy: 0.6886 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1595 - g_loss: 1.2408 - d_accuracy: 0.7040Epoch 130: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1589 - g_loss: 1.2399 - d_accuracy: 0.7056 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1610 - g_loss: 1.2096 - d_accuracy: 0.7027Epoch 131: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1629 - g_loss: 1.2007 - d_accuracy: 0.7021 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1862 - g_loss: 1.2388 - d_accuracy: 0.6889Epoch 132: D Accuracy = 0.6343 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1872 - g_loss: 1.2492 - d_accuracy: 0.6869 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1733 - g_loss: 1.2141 - d_accuracy: 0.7015Epoch 133: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1777 - g_loss: 1.2194 - d_accuracy: 0.6978 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1620 - g_loss: 1.2084 - d_accuracy: 0.6942Epoch 134: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1588 - g_loss: 1.2128 - d_accuracy: 0.6961 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1555 - g_loss: 1.2299 - d_accuracy: 0.7049Epoch 135: D Accuracy = 0.7639 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1558 - g_loss: 1.2203 - d_accuracy: 0.7070 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1440 - g_loss: 1.2267 - d_accuracy: 0.7100Epoch 136: D Accuracy = 0.7407 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1443 - g_loss: 1.2144 - d_accuracy: 0.7111 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1632 - g_loss: 1.2406 - d_accuracy: 0.6987Epoch 137: D Accuracy = 0.6852 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1624 - g_loss: 1.2465 - d_accuracy: 0.6982 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1392 - g_loss: 1.2481 - d_accuracy: 0.7105Epoch 138: D Accuracy = 0.6296 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1423 - g_loss: 1.2483 - d_accuracy: 0.7076 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1776 - g_loss: 1.2474 - d_accuracy: 0.6870Epoch 139: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1765 - g_loss: 1.2459 - d_accuracy: 0.6881 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1423 - g_loss: 1.2718 - d_accuracy: 0.7087Epoch 140: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1445 - g_loss: 1.2913 - d_accuracy: 0.7056 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1664 - g_loss: 1.2520 - d_accuracy: 0.6955Epoch 141: D Accuracy = 0.7037 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1669 - g_loss: 1.2456 - d_accuracy: 0.6958 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1330 - g_loss: 1.2417 - d_accuracy: 0.7160Epoch 142: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1284 - g_loss: 1.2399 - d_accuracy: 0.7202 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1627 - g_loss: 1.2591 - d_accuracy: 0.6982Epoch 143: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1627 - g_loss: 1.2714 - d_accuracy: 0.6954 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1248 - g_loss: 1.2671 - d_accuracy: 0.7232Epoch 144: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1263 - g_loss: 1.2686 - d_accuracy: 0.7220 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1607 - g_loss: 1.2639 - d_accuracy: 0.6989Epoch 145: D Accuracy = 0.7130 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1603 - g_loss: 1.2596 - d_accuracy: 0.6994 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1554 - g_loss: 1.2650 - d_accuracy: 0.7021Epoch 146: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1530 - g_loss: 1.2623 - d_accuracy: 0.7038 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1222 - g_loss: 1.2372 - d_accuracy: 0.7208Epoch 147: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1231 - g_loss: 1.2364 - d_accuracy: 0.7218 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1521 - g_loss: 1.2799 - d_accuracy: 0.7037Epoch 148: D Accuracy = 0.5787 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1577 - g_loss: 1.2912 - d_accuracy: 0.6993 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1370 - g_loss: 1.2604 - d_accuracy: 0.7080Epoch 149: D Accuracy = 0.6898 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1364 - g_loss: 1.2712 - d_accuracy: 0.7073 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1151 - g_loss: 1.2548 - d_accuracy: 0.7270Epoch 150: D Accuracy = 0.7315 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1163 - g_loss: 1.2464 - d_accuracy: 0.7272 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1303 - g_loss: 1.2707 - d_accuracy: 0.7169Epoch 151: D Accuracy = 0.6991 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1315 - g_loss: 1.2616 - d_accuracy: 0.7162 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1306 - g_loss: 1.2747 - d_accuracy: 0.7140Epoch 152: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1308 - g_loss: 1.2887 - d_accuracy: 0.7130 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1502 - g_loss: 1.2655 - d_accuracy: 0.7003Epoch 153: D Accuracy = 0.7593 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1481 - g_loss: 1.2643 - d_accuracy: 0.7024 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1415 - g_loss: 1.2888 - d_accuracy: 0.7109Epoch 154: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1415 - g_loss: 1.2959 - d_accuracy: 0.7101 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1151 - g_loss: 1.2686 - d_accuracy: 0.7217Epoch 155: D Accuracy = 0.7037 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1177 - g_loss: 1.2610 - d_accuracy: 0.7210 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1378 - g_loss: 1.3139 - d_accuracy: 0.7082Epoch 156: D Accuracy = 0.7778 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1345 - g_loss: 1.3107 - d_accuracy: 0.7107 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1039 - g_loss: 1.3133 - d_accuracy: 0.7307Epoch 157: D Accuracy = 0.7454 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1029 - g_loss: 1.3126 - d_accuracy: 0.7313 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1401 - g_loss: 1.3058 - d_accuracy: 0.7121Epoch 158: D Accuracy = 0.6435 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1419 - g_loss: 1.3236 - d_accuracy: 0.7096 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1556 - g_loss: 1.2629 - d_accuracy: 0.7043Epoch 159: D Accuracy = 0.7454 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1528 - g_loss: 1.2631 - d_accuracy: 0.7057 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1262 - g_loss: 1.2974 - d_accuracy: 0.7163Epoch 160: D Accuracy = 0.6528 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1289 - g_loss: 1.3147 - d_accuracy: 0.7140 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1019 - g_loss: 1.2771 - d_accuracy: 0.7362Epoch 161: D Accuracy = 0.7824 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0995 - g_loss: 1.2712 - d_accuracy: 0.7378 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1202 - g_loss: 1.3018 - d_accuracy: 0.7165Epoch 162: D Accuracy = 0.7037 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1201 - g_loss: 1.3064 - d_accuracy: 0.7160 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1117 - g_loss: 1.2924 - d_accuracy: 0.7212Epoch 163: D Accuracy = 0.7176 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1147 - g_loss: 1.2776 - d_accuracy: 0.7210
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1220 - g_loss: 1.3335 - d_accuracy: 0.7147Epoch 164: D Accuracy = 0.6528 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1212 - g_loss: 1.3588 - d_accuracy: 0.7125 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0949 - g_loss: 1.3152 - d_accuracy: 0.7288Epoch 165: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0959 - g_loss: 1.3299 - d_accuracy: 0.7266 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1182 - g_loss: 1.2892 - d_accuracy: 0.7269Epoch 166: D Accuracy = 0.7639 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1207 - g_loss: 1.2762 - d_accuracy: 0.7283 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1260 - g_loss: 1.3121 - d_accuracy: 0.7154Epoch 167: D Accuracy = 0.6991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1250 - g_loss: 1.3255 - d_accuracy: 0.7148 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1304 - g_loss: 1.3139 - d_accuracy: 0.7129Epoch 168: D Accuracy = 0.7315 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1290 - g_loss: 1.3238 - d_accuracy: 0.7135 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1167 - g_loss: 1.3310 - d_accuracy: 0.7195Epoch 169: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1230 - g_loss: 1.3561 - d_accuracy: 0.7143 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1212 - g_loss: 1.2994 - d_accuracy: 0.7186Epoch 170: D Accuracy = 0.7963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1189 - g_loss: 1.2927 - d_accuracy: 0.7214 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1169 - g_loss: 1.3223 - d_accuracy: 0.7227Epoch 171: D Accuracy = 0.6852 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1156 - g_loss: 1.3354 - d_accuracy: 0.7214 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1012 - g_loss: 1.3101 - d_accuracy: 0.7326Epoch 172: D Accuracy = 0.6852 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1022 - g_loss: 1.3158 - d_accuracy: 0.7309 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1061 - g_loss: 1.3375 - d_accuracy: 0.7259Epoch 173: D Accuracy = 0.7130 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1066 - g_loss: 1.3333 - d_accuracy: 0.7255 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1086 - g_loss: 1.3198 - d_accuracy: 0.7229Epoch 174: D Accuracy = 0.7130 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1112 - g_loss: 1.3097 - d_accuracy: 0.7225 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0934 - g_loss: 1.3339 - d_accuracy: 0.7339Epoch 175: D Accuracy = 0.7407 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0914 - g_loss: 1.3347 - d_accuracy: 0.7341 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0848 - g_loss: 1.3709 - d_accuracy: 0.7344Epoch 176: D Accuracy = 0.7083 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0852 - g_loss: 1.3793 - d_accuracy: 0.7335 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0838 - g_loss: 1.3349 - d_accuracy: 0.7393Epoch 177: D Accuracy = 0.7315 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0867 - g_loss: 1.3201 - d_accuracy: 0.7391 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0850 - g_loss: 1.3771 - d_accuracy: 0.7332Epoch 178: D Accuracy = 0.7500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0853 - g_loss: 1.3724 - d_accuracy: 0.7338 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0805 - g_loss: 1.3464 - d_accuracy: 0.7357Epoch 179: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0840 - g_loss: 1.3402 - d_accuracy: 0.7334 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1067 - g_loss: 1.3725 - d_accuracy: 0.7299Epoch 180: D Accuracy = 0.7222 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1097 - g_loss: 1.3561 - d_accuracy: 0.7296 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0746 - g_loss: 1.3588 - d_accuracy: 0.7372Epoch 181: D Accuracy = 0.7685 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0738 - g_loss: 1.3590 - d_accuracy: 0.7383 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1113 - g_loss: 1.3827 - d_accuracy: 0.7233Epoch 182: D Accuracy = 0.6435 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1134 - g_loss: 1.4058 - d_accuracy: 0.7205 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0788 - g_loss: 1.3722 - d_accuracy: 0.7466Epoch 183: D Accuracy = 0.7454 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0797 - g_loss: 1.3735 - d_accuracy: 0.7466 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0614 - g_loss: 1.3473 - d_accuracy: 0.7501Epoch 184: D Accuracy = 0.8102 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0577 - g_loss: 1.3533 - d_accuracy: 0.7522 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0897 - g_loss: 1.3735 - d_accuracy: 0.7411Epoch 185: D Accuracy = 0.8102 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0871 - g_loss: 1.3638 - d_accuracy: 0.7436 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0977 - g_loss: 1.4107 - d_accuracy: 0.7287Epoch 186: D Accuracy = 0.6944 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0971 - g_loss: 1.4221 - d_accuracy: 0.7275 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0729 - g_loss: 1.3992 - d_accuracy: 0.7453Epoch 187: D Accuracy = 0.5880 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0807 - g_loss: 1.4260 - d_accuracy: 0.7397 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0759 - g_loss: 1.3870 - d_accuracy: 0.7466Epoch 188: D Accuracy = 0.7639 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0746 - g_loss: 1.3954 - d_accuracy: 0.7472 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1113 - g_loss: 1.4005 - d_accuracy: 0.7249Epoch 189: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1051 - g_loss: 1.4047 - d_accuracy: 0.7287 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0471 - g_loss: 1.3790 - d_accuracy: 0.7578Epoch 190: D Accuracy = 0.7963 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0480 - g_loss: 1.3717 - d_accuracy: 0.7592 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0980 - g_loss: 1.4076 - d_accuracy: 0.7343Epoch 191: D Accuracy = 0.8287 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0944 - g_loss: 1.4029 - d_accuracy: 0.7376 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0951 - g_loss: 1.3889 - d_accuracy: 0.7234Epoch 192: D Accuracy = 0.8056 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0932 - g_loss: 1.3795 - d_accuracy: 0.7263 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0760 - g_loss: 1.3897 - d_accuracy: 0.7387Epoch 193: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0752 - g_loss: 1.4017 - d_accuracy: 0.7379 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0846 - g_loss: 1.4130 - d_accuracy: 0.7329Epoch 194: D Accuracy = 0.7731 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0829 - g_loss: 1.4086 - d_accuracy: 0.7344 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0812 - g_loss: 1.4045 - d_accuracy: 0.7418Epoch 195: D Accuracy = 0.7130 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0819 - g_loss: 1.4003 - d_accuracy: 0.7408
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0566 - g_loss: 1.4125 - d_accuracy: 0.7532Epoch 196: D Accuracy = 0.6991 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0578 - g_loss: 1.4188 - d_accuracy: 0.7512 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0623 - g_loss: 1.4056 - d_accuracy: 0.7496Epoch 197: D Accuracy = 0.7870 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0604 - g_loss: 1.3965 - d_accuracy: 0.7510 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0649 - g_loss: 1.4351 - d_accuracy: 0.7466Epoch 198: D Accuracy = 0.6111 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0724 - g_loss: 1.4613 - d_accuracy: 0.7418 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0507 - g_loss: 1.4104 - d_accuracy: 0.7556Epoch 199: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0518 - g_loss: 1.3973 - d_accuracy: 0.7549 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0651 - g_loss: 1.4584 - d_accuracy: 0.7428 Class 13 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.8102 27/27 [==============================] - 1s 40ms/step - d_loss: 1.0628 - g_loss: 1.4532 - d_accuracy: 0.7452 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0162 - g_loss: 1.4775 - d_accuracy: 0.7695Epoch 201: D Accuracy = 0.6944 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0184 - g_loss: 1.5026 - d_accuracy: 0.7668 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0770 - g_loss: 1.4303 - d_accuracy: 0.7432Epoch 202: D Accuracy = 0.7546 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0774 - g_loss: 1.4196 - d_accuracy: 0.7436 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0606 - g_loss: 1.4425 - d_accuracy: 0.7531Epoch 203: D Accuracy = 0.8287 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0556 - g_loss: 1.4419 - d_accuracy: 0.7558 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0274 - g_loss: 1.4414 - d_accuracy: 0.7651Epoch 204: D Accuracy = 0.7870 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0293 - g_loss: 1.4250 - d_accuracy: 0.7659 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0400 - g_loss: 1.4723 - d_accuracy: 0.7615Epoch 205: D Accuracy = 0.7361 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0410 - g_loss: 1.4738 - d_accuracy: 0.7606 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0648 - g_loss: 1.5087 - d_accuracy: 0.7466Epoch 206: D Accuracy = 0.7824 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0661 - g_loss: 1.4935 - d_accuracy: 0.7479 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0274 - g_loss: 1.4856 - d_accuracy: 0.7651Epoch 207: D Accuracy = 0.7176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0285 - g_loss: 1.4966 - d_accuracy: 0.7634 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0402 - g_loss: 1.4432 - d_accuracy: 0.7601Epoch 208: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0381 - g_loss: 1.4459 - d_accuracy: 0.7598 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0578 - g_loss: 1.4579 - d_accuracy: 0.7520Epoch 209: D Accuracy = 0.7870 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0566 - g_loss: 1.4483 - d_accuracy: 0.7532 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0258 - g_loss: 1.4583 - d_accuracy: 0.7686Epoch 210: D Accuracy = 0.8148 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0254 - g_loss: 1.4489 - d_accuracy: 0.7703 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0305 - g_loss: 1.4858 - d_accuracy: 0.7602Epoch 211: D Accuracy = 0.7685 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0295 - g_loss: 1.4949 - d_accuracy: 0.7605 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0709 - g_loss: 1.4863 - d_accuracy: 0.7419Epoch 212: D Accuracy = 0.6528 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0721 - g_loss: 1.5036 - d_accuracy: 0.7387 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0068 - g_loss: 1.4794 - d_accuracy: 0.7785Epoch 213: D Accuracy = 0.7963 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0081 - g_loss: 1.4669 - d_accuracy: 0.7791 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0537 - g_loss: 1.4825 - d_accuracy: 0.7521Epoch 214: D Accuracy = 0.7685 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0516 - g_loss: 1.4865 - d_accuracy: 0.7527 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0293 - g_loss: 1.4873 - d_accuracy: 0.7672Epoch 215: D Accuracy = 0.8426 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0267 - g_loss: 1.4786 - d_accuracy: 0.7699 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0238 - g_loss: 1.5007 - d_accuracy: 0.7649Epoch 216: D Accuracy = 0.6944 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0238 - g_loss: 1.5154 - d_accuracy: 0.7624 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0443 - g_loss: 1.4942 - d_accuracy: 0.7554Epoch 217: D Accuracy = 0.8056 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0435 - g_loss: 1.4876 - d_accuracy: 0.7572 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0256 - g_loss: 1.5286 - d_accuracy: 0.7636Epoch 218: D Accuracy = 0.7917 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0234 - g_loss: 1.5244 - d_accuracy: 0.7646 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0249 - g_loss: 1.5003 - d_accuracy: 0.7637Epoch 219: D Accuracy = 0.7407 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0249 - g_loss: 1.5100 - d_accuracy: 0.7629 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0275 - g_loss: 1.4737 - d_accuracy: 0.7665Epoch 220: D Accuracy = 0.8287 27/27 [==============================] - 1s 38ms/step - d_loss: 1.0249 - g_loss: 1.4750 - d_accuracy: 0.7687 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0387 - g_loss: 1.5139 - d_accuracy: 0.7586Epoch 221: D Accuracy = 0.7778 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0423 - g_loss: 1.4932 - d_accuracy: 0.7592 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0355 - g_loss: 1.5554 - d_accuracy: 0.7582Epoch 222: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0369 - g_loss: 1.5378 - d_accuracy: 0.7580 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0274 - g_loss: 1.5003 - d_accuracy: 0.7636Epoch 223: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0229 - g_loss: 1.5155 - d_accuracy: 0.7661 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0249 - g_loss: 1.5412 - d_accuracy: 0.7647Epoch 224: D Accuracy = 0.6852 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0262 - g_loss: 1.5569 - d_accuracy: 0.7618 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0083 - g_loss: 1.5292 - d_accuracy: 0.7732Epoch 225: D Accuracy = 0.8287 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0064 - g_loss: 1.5241 - d_accuracy: 0.7752 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0266 - g_loss: 1.5226 - d_accuracy: 0.7636Epoch 226: D Accuracy = 0.7824 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0279 - g_loss: 1.5080 - d_accuracy: 0.7643 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0168 - g_loss: 1.5397 - d_accuracy: 0.7672Epoch 227: D Accuracy = 0.7546 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0167 - g_loss: 1.5571 - d_accuracy: 0.7668 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0287 - g_loss: 1.5408 - d_accuracy: 0.7652Epoch 228: D Accuracy = 0.7824 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0283 - g_loss: 1.5288 - d_accuracy: 0.7658 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0093 - g_loss: 1.5154 - d_accuracy: 0.7763Epoch 229: D Accuracy = 0.7407 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0147 - g_loss: 1.4925 - d_accuracy: 0.7750 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0195 - g_loss: 1.5416 - d_accuracy: 0.7673Epoch 230: D Accuracy = 0.8102 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0182 - g_loss: 1.5329 - d_accuracy: 0.7688 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9938 - g_loss: 1.5602 - d_accuracy: 0.7817Epoch 231: D Accuracy = 0.8287 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9915 - g_loss: 1.5555 - d_accuracy: 0.7834 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9774 - g_loss: 1.5769 - d_accuracy: 0.7944Epoch 232: D Accuracy = 0.7685 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9764 - g_loss: 1.5904 - d_accuracy: 0.7935 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0189 - g_loss: 1.5547 - d_accuracy: 0.7672Epoch 233: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0190 - g_loss: 1.5670 - d_accuracy: 0.7654 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9888 - g_loss: 1.5530 - d_accuracy: 0.7868Epoch 234: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9855 - g_loss: 1.5614 - d_accuracy: 0.7885 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0075 - g_loss: 1.5730 - d_accuracy: 0.7776Epoch 235: D Accuracy = 0.7731 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0069 - g_loss: 1.5747 - d_accuracy: 0.7775 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0105 - g_loss: 1.5838 - d_accuracy: 0.7729Epoch 236: D Accuracy = 0.7593 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0108 - g_loss: 1.5879 - d_accuracy: 0.7724 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9866 - g_loss: 1.5601 - d_accuracy: 0.7842Epoch 237: D Accuracy = 0.7778 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9854 - g_loss: 1.5629 - d_accuracy: 0.7839 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9795 - g_loss: 1.5844 - d_accuracy: 0.7917Epoch 238: D Accuracy = 0.7315 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9802 - g_loss: 1.6117 - d_accuracy: 0.7896 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9927 - g_loss: 1.6113 - d_accuracy: 0.7828Epoch 239: D Accuracy = 0.8102 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9902 - g_loss: 1.6106 - d_accuracy: 0.7837 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0216 - g_loss: 1.6020 - d_accuracy: 0.7644Epoch 240: D Accuracy = 0.8380 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0182 - g_loss: 1.5988 - d_accuracy: 0.7670 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9648 - g_loss: 1.5988 - d_accuracy: 0.7886Epoch 241: D Accuracy = 0.7731 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9660 - g_loss: 1.5898 - d_accuracy: 0.7881 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9905 - g_loss: 1.6076 - d_accuracy: 0.7829Epoch 242: D Accuracy = 0.7546 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9914 - g_loss: 1.6080 - d_accuracy: 0.7819 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9780 - g_loss: 1.5920 - d_accuracy: 0.7969Epoch 243: D Accuracy = 0.7824 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9814 - g_loss: 1.5706 - d_accuracy: 0.7964 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9850 - g_loss: 1.6538 - d_accuracy: 0.7799Epoch 244: D Accuracy = 0.8241 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9846 - g_loss: 1.6430 - d_accuracy: 0.7815 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0001 - g_loss: 1.6287 - d_accuracy: 0.7668Epoch 245: D Accuracy = 0.8009 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9983 - g_loss: 1.6265 - d_accuracy: 0.7680 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9786 - g_loss: 1.6299 - d_accuracy: 0.7833Epoch 246: D Accuracy = 0.8102 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9770 - g_loss: 1.6296 - d_accuracy: 0.7843 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9754 - g_loss: 1.6525 - d_accuracy: 0.7831Epoch 247: D Accuracy = 0.8194 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9738 - g_loss: 1.6570 - d_accuracy: 0.7844 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9587 - g_loss: 1.6267 - d_accuracy: 0.7952Epoch 248: D Accuracy = 0.7315 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9612 - g_loss: 1.6334 - d_accuracy: 0.7929 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9834 - g_loss: 1.6324 - d_accuracy: 0.7859Epoch 249: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9815 - g_loss: 1.6243 - d_accuracy: 0.7876 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9793 - g_loss: 1.6413 - d_accuracy: 0.7884Epoch 250: D Accuracy = 0.8148 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9760 - g_loss: 1.6459 - d_accuracy: 0.7894 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9603 - g_loss: 1.6384 - d_accuracy: 0.7934Epoch 251: D Accuracy = 0.7824 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9572 - g_loss: 1.6562 - d_accuracy: 0.7931 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9883 - g_loss: 1.6329 - d_accuracy: 0.7820Epoch 252: D Accuracy = 0.8102 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9874 - g_loss: 1.6338 - d_accuracy: 0.7830 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9691 - g_loss: 1.6228 - d_accuracy: 0.7917Epoch 253: D Accuracy = 0.7870 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9679 - g_loss: 1.6174 - d_accuracy: 0.7916 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9400 - g_loss: 1.6630 - d_accuracy: 0.8021Epoch 254: D Accuracy = 0.7963 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9404 - g_loss: 1.6614 - d_accuracy: 0.8019 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9434 - g_loss: 1.6721 - d_accuracy: 0.8050Epoch 255: D Accuracy = 0.7824 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9416 - g_loss: 1.6764 - d_accuracy: 0.8042 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9629 - g_loss: 1.6593 - d_accuracy: 0.7953Epoch 256: D Accuracy = 0.8287 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9611 - g_loss: 1.6587 - d_accuracy: 0.7965 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9782 - g_loss: 1.6590 - d_accuracy: 0.7835Epoch 257: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9839 - g_loss: 1.6369 - d_accuracy: 0.7818 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9610 - g_loss: 1.7236 - d_accuracy: 0.7986Epoch 258: D Accuracy = 0.8981 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9571 - g_loss: 1.7122 - d_accuracy: 0.8022 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9954 - g_loss: 1.6760 - d_accuracy: 0.7767Epoch 259: D Accuracy = 0.7870 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9944 - g_loss: 1.6819 - d_accuracy: 0.7771 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9636 - g_loss: 1.6868 - d_accuracy: 0.7929Epoch 260: D Accuracy = 0.8380 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9608 - g_loss: 1.6888 - d_accuracy: 0.7945 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9238 - g_loss: 1.7031 - d_accuracy: 0.8107Epoch 261: D Accuracy = 0.8102 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9215 - g_loss: 1.7196 - d_accuracy: 0.8107 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9365 - g_loss: 1.6805 - d_accuracy: 0.8067Epoch 262: D Accuracy = 0.8472 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9364 - g_loss: 1.6698 - d_accuracy: 0.8081 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9889 - g_loss: 1.7072 - d_accuracy: 0.7807Epoch 263: D Accuracy = 0.8472 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9902 - g_loss: 1.6847 - d_accuracy: 0.7830
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9400 - g_loss: 1.6914 - d_accuracy: 0.8076Epoch 264: D Accuracy = 0.7824 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9399 - g_loss: 1.7031 - d_accuracy: 0.8067 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9627 - g_loss: 1.6965 - d_accuracy: 0.7908Epoch 265: D Accuracy = 0.7824 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9603 - g_loss: 1.7071 - d_accuracy: 0.7905 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9536 - g_loss: 1.6851 - d_accuracy: 0.8005Epoch 266: D Accuracy = 0.8241 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9544 - g_loss: 1.6687 - d_accuracy: 0.8013 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9682 - g_loss: 1.7168 - d_accuracy: 0.7880Epoch 267: D Accuracy = 0.7407 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9734 - g_loss: 1.6945 - d_accuracy: 0.7863 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9399 - g_loss: 1.6988 - d_accuracy: 0.8078Epoch 268: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9401 - g_loss: 1.6910 - d_accuracy: 0.8087 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9353 - g_loss: 1.7397 - d_accuracy: 0.8076Epoch 269: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9354 - g_loss: 1.7480 - d_accuracy: 0.8051 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9509 - g_loss: 1.7270 - d_accuracy: 0.8028Epoch 270: D Accuracy = 0.7778 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9510 - g_loss: 1.7361 - d_accuracy: 0.8019 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9428 - g_loss: 1.7180 - d_accuracy: 0.8069Epoch 271: D Accuracy = 0.8287 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9395 - g_loss: 1.7242 - d_accuracy: 0.8077 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9426 - g_loss: 1.7326 - d_accuracy: 0.7997Epoch 272: D Accuracy = 0.8380 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9410 - g_loss: 1.7251 - d_accuracy: 0.8011 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9205 - g_loss: 1.7635 - d_accuracy: 0.8099Epoch 273: D Accuracy = 0.8519 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9191 - g_loss: 1.7574 - d_accuracy: 0.8114 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9203 - g_loss: 1.7461 - d_accuracy: 0.8119Epoch 274: D Accuracy = 0.8472 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9209 - g_loss: 1.7312 - d_accuracy: 0.8132 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8977 - g_loss: 1.8123 - d_accuracy: 0.8217Epoch 275: D Accuracy = 0.7870 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8985 - g_loss: 1.8256 - d_accuracy: 0.8204 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9635 - g_loss: 1.7587 - d_accuracy: 0.7914Epoch 276: D Accuracy = 0.8565 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9586 - g_loss: 1.7630 - d_accuracy: 0.7937 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9506 - g_loss: 1.7433 - d_accuracy: 0.8023Epoch 277: D Accuracy = 0.8148 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9496 - g_loss: 1.7403 - d_accuracy: 0.8028 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8974 - g_loss: 1.7575 - d_accuracy: 0.8237Epoch 278: D Accuracy = 0.7870 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9006 - g_loss: 1.7365 - d_accuracy: 0.8224 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9312 - g_loss: 1.7751 - d_accuracy: 0.8061Epoch 279: D Accuracy = 0.8611 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9266 - g_loss: 1.7794 - d_accuracy: 0.8080 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9375 - g_loss: 1.7842 - d_accuracy: 0.8007Epoch 280: D Accuracy = 0.7593 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9391 - g_loss: 1.7790 - d_accuracy: 0.7992 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9079 - g_loss: 1.7872 - d_accuracy: 0.8163Epoch 281: D Accuracy = 0.8102 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9073 - g_loss: 1.7876 - d_accuracy: 0.8161 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9184 - g_loss: 1.8294 - d_accuracy: 0.8091Epoch 282: D Accuracy = 0.8426 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9190 - g_loss: 1.8085 - d_accuracy: 0.8103 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9367 - g_loss: 1.8173 - d_accuracy: 0.7982Epoch 283: D Accuracy = 0.8056 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9400 - g_loss: 1.7928 - d_accuracy: 0.7985 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9133 - g_loss: 1.8006 - d_accuracy: 0.8103Epoch 284: D Accuracy = 0.7685 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9140 - g_loss: 1.8125 - d_accuracy: 0.8088 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9111 - g_loss: 1.7975 - d_accuracy: 0.8086Epoch 285: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9158 - g_loss: 1.8172 - d_accuracy: 0.8053 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9216 - g_loss: 1.8077 - d_accuracy: 0.8118Epoch 286: D Accuracy = 0.8009 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9251 - g_loss: 1.7874 - d_accuracy: 0.8114 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9288 - g_loss: 1.8116 - d_accuracy: 0.8030Epoch 287: D Accuracy = 0.8565 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9257 - g_loss: 1.8177 - d_accuracy: 0.8049 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9135 - g_loss: 1.7940 - d_accuracy: 0.8160Epoch 288: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9164 - g_loss: 1.7717 - d_accuracy: 0.8166 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9178 - g_loss: 1.7922 - d_accuracy: 0.8121Epoch 289: D Accuracy = 0.8565 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9183 - g_loss: 1.7780 - d_accuracy: 0.8137 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8679 - g_loss: 1.8514 - d_accuracy: 0.8358Epoch 290: D Accuracy = 0.8472 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8697 - g_loss: 1.8355 - d_accuracy: 0.8362 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9237 - g_loss: 1.8503 - d_accuracy: 0.8049Epoch 291: D Accuracy = 0.8426 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9213 - g_loss: 1.8577 - d_accuracy: 0.8063 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9340 - g_loss: 1.8426 - d_accuracy: 0.8026Epoch 292: D Accuracy = 0.8565 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9314 - g_loss: 1.8289 - d_accuracy: 0.8045 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9151 - g_loss: 1.8277 - d_accuracy: 0.8145Epoch 293: D Accuracy = 0.8148 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9147 - g_loss: 1.8302 - d_accuracy: 0.8145 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8838 - g_loss: 1.8095 - d_accuracy: 0.8282Epoch 294: D Accuracy = 0.8565 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8828 - g_loss: 1.8054 - d_accuracy: 0.8292 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0312 - g_loss: 1.8581 - d_accuracy: 0.7760Epoch 295: D Accuracy = 0.8241 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0262 - g_loss: 1.8577 - d_accuracy: 0.7778
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8758 - g_loss: 1.8426 - d_accuracy: 0.8276Epoch 296: D Accuracy = 0.7870 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8740 - g_loss: 1.8673 - d_accuracy: 0.8262 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8711 - g_loss: 1.8355 - d_accuracy: 0.8354Epoch 297: D Accuracy = 0.8657 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8717 - g_loss: 1.8308 - d_accuracy: 0.8365 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9094 - g_loss: 1.8954 - d_accuracy: 0.8121Epoch 298: D Accuracy = 0.7269 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9123 - g_loss: 1.9173 - d_accuracy: 0.8090 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8962 - g_loss: 1.8413 - d_accuracy: 0.8234Epoch 299: D Accuracy = 0.8380 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8945 - g_loss: 1.8447 - d_accuracy: 0.8239 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8739 - g_loss: 1.8605 - d_accuracy: 0.8333 Class 13 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.7731 27/27 [==============================] - 1s 41ms/step - d_loss: 0.8759 - g_loss: 1.8728 - d_accuracy: 0.8312 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8990 - g_loss: 1.8796 - d_accuracy: 0.8248Epoch 301: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8983 - g_loss: 1.8709 - d_accuracy: 0.8251 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8691 - g_loss: 1.8981 - d_accuracy: 0.8335Epoch 302: D Accuracy = 0.8981 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8684 - g_loss: 1.8822 - d_accuracy: 0.8358 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8667 - g_loss: 1.8962 - d_accuracy: 0.8360Epoch 303: D Accuracy = 0.8611 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8656 - g_loss: 1.9025 - d_accuracy: 0.8369 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8853 - g_loss: 1.8924 - d_accuracy: 0.8276Epoch 304: D Accuracy = 0.8519 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8825 - g_loss: 1.8905 - d_accuracy: 0.8284 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9091 - g_loss: 1.9288 - d_accuracy: 0.8090Epoch 305: D Accuracy = 0.8472 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9077 - g_loss: 1.9201 - d_accuracy: 0.8104 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8652 - g_loss: 1.8721 - d_accuracy: 0.8367Epoch 306: D Accuracy = 0.8750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8643 - g_loss: 1.8614 - d_accuracy: 0.8380 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8562 - g_loss: 1.9200 - d_accuracy: 0.8371Epoch 307: D Accuracy = 0.8565 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8540 - g_loss: 1.9379 - d_accuracy: 0.8378 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8715 - g_loss: 1.9322 - d_accuracy: 0.8316Epoch 308: D Accuracy = 0.8935 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8670 - g_loss: 1.9356 - d_accuracy: 0.8338 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8909 - g_loss: 1.9403 - d_accuracy: 0.8237Epoch 309: D Accuracy = 0.8843 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8868 - g_loss: 1.9436 - d_accuracy: 0.8259 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9046 - g_loss: 1.9137 - d_accuracy: 0.8155Epoch 310: D Accuracy = 0.8657 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9016 - g_loss: 1.9062 - d_accuracy: 0.8173 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8581 - g_loss: 1.9081 - d_accuracy: 0.8352Epoch 311: D Accuracy = 0.8241 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8581 - g_loss: 1.9083 - d_accuracy: 0.8348 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8873 - g_loss: 1.9216 - d_accuracy: 0.8208Epoch 312: D Accuracy = 0.8056 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8874 - g_loss: 1.9210 - d_accuracy: 0.8202 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8819 - g_loss: 1.9374 - d_accuracy: 0.8258Epoch 313: D Accuracy = 0.8519 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8783 - g_loss: 1.9438 - d_accuracy: 0.8268 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8435 - g_loss: 1.9656 - d_accuracy: 0.8464Epoch 314: D Accuracy = 0.9028 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8421 - g_loss: 1.9564 - d_accuracy: 0.8484 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8826 - g_loss: 1.9810 - d_accuracy: 0.8212Epoch 315: D Accuracy = 0.7963 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8805 - g_loss: 2.0085 - d_accuracy: 0.8203 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8811 - g_loss: 1.9484 - d_accuracy: 0.8256Epoch 316: D Accuracy = 0.8704 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8794 - g_loss: 1.9334 - d_accuracy: 0.8272 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9011 - g_loss: 1.9433 - d_accuracy: 0.8127Epoch 317: D Accuracy = 0.8102 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9028 - g_loss: 1.9281 - d_accuracy: 0.8126 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8526 - g_loss: 1.9555 - d_accuracy: 0.8434Epoch 318: D Accuracy = 0.8935 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8503 - g_loss: 1.9592 - d_accuracy: 0.8452 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8639 - g_loss: 1.9683 - d_accuracy: 0.8361Epoch 319: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8620 - g_loss: 1.9636 - d_accuracy: 0.8375 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8411 - g_loss: 1.9757 - d_accuracy: 0.8455Epoch 320: D Accuracy = 0.8704 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8414 - g_loss: 1.9712 - d_accuracy: 0.8463 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8480 - g_loss: 1.9831 - d_accuracy: 0.8445Epoch 321: D Accuracy = 0.8611 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8499 - g_loss: 1.9709 - d_accuracy: 0.8451 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8519 - g_loss: 1.9902 - d_accuracy: 0.8391Epoch 322: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8507 - g_loss: 1.9851 - d_accuracy: 0.8404 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8411 - g_loss: 2.0228 - d_accuracy: 0.8424Epoch 323: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8408 - g_loss: 2.0309 - d_accuracy: 0.8420 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8960 - g_loss: 1.9816 - d_accuracy: 0.8161Epoch 324: D Accuracy = 0.8472 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8959 - g_loss: 1.9627 - d_accuracy: 0.8172 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8317 - g_loss: 2.0002 - d_accuracy: 0.8522Epoch 325: D Accuracy = 0.8426 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8326 - g_loss: 2.0057 - d_accuracy: 0.8519 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8308 - g_loss: 1.9979 - d_accuracy: 0.8505Epoch 326: D Accuracy = 0.8611 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8315 - g_loss: 1.9846 - d_accuracy: 0.8508 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8244 - g_loss: 2.0424 - d_accuracy: 0.8550Epoch 327: D Accuracy = 0.8148 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8269 - g_loss: 2.0677 - d_accuracy: 0.8535 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8897 - g_loss: 2.0254 - d_accuracy: 0.8226Epoch 328: D Accuracy = 0.8657 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8847 - g_loss: 2.0356 - d_accuracy: 0.8241 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8589 - g_loss: 2.0314 - d_accuracy: 0.8392Epoch 329: D Accuracy = 0.5880 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8785 - g_loss: 2.0992 - d_accuracy: 0.8302 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8748 - g_loss: 1.9886 - d_accuracy: 0.8296Epoch 330: D Accuracy = 0.9306 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8690 - g_loss: 1.9862 - d_accuracy: 0.8332 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8322 - g_loss: 2.0067 - d_accuracy: 0.8473Epoch 331: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8323 - g_loss: 2.0057 - d_accuracy: 0.8468 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8939 - g_loss: 2.0477 - d_accuracy: 0.8213Epoch 332: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9036 - g_loss: 2.0726 - d_accuracy: 0.8151 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8420 - g_loss: 2.0383 - d_accuracy: 0.8406Epoch 333: D Accuracy = 0.8287 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8427 - g_loss: 2.0293 - d_accuracy: 0.8402 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8168 - g_loss: 2.0489 - d_accuracy: 0.8554Epoch 334: D Accuracy = 0.8704 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8164 - g_loss: 2.0450 - d_accuracy: 0.8560 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8353 - g_loss: 2.0847 - d_accuracy: 0.8418Epoch 335: D Accuracy = 0.8380 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8335 - g_loss: 2.1035 - d_accuracy: 0.8417 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8773 - g_loss: 2.0482 - d_accuracy: 0.8278Epoch 336: D Accuracy = 0.8519 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8738 - g_loss: 2.0516 - d_accuracy: 0.8287 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8808 - g_loss: 2.0130 - d_accuracy: 0.8253Epoch 337: D Accuracy = 0.8657 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8810 - g_loss: 1.9887 - d_accuracy: 0.8268 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8290 - g_loss: 2.0529 - d_accuracy: 0.8527Epoch 338: D Accuracy = 0.9213 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8252 - g_loss: 2.0531 - d_accuracy: 0.8551 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8402 - g_loss: 2.0646 - d_accuracy: 0.8474Epoch 339: D Accuracy = 0.8889 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8390 - g_loss: 2.0550 - d_accuracy: 0.8489 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8074 - g_loss: 2.0828 - d_accuracy: 0.8600Epoch 340: D Accuracy = 0.9028 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8054 - g_loss: 2.0815 - d_accuracy: 0.8615 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8792 - g_loss: 2.0896 - d_accuracy: 0.8297Epoch 341: D Accuracy = 0.8009 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8787 - g_loss: 2.1066 - d_accuracy: 0.8287 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7907 - g_loss: 2.0848 - d_accuracy: 0.8702Epoch 342: D Accuracy = 0.8380 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7925 - g_loss: 2.0886 - d_accuracy: 0.8690 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8544 - g_loss: 2.0721 - d_accuracy: 0.8391Epoch 343: D Accuracy = 0.8380 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8531 - g_loss: 2.0785 - d_accuracy: 0.8390 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8341 - g_loss: 2.0714 - d_accuracy: 0.8419Epoch 344: D Accuracy = 0.8009 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8344 - g_loss: 2.0842 - d_accuracy: 0.8404 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8637 - g_loss: 2.0827 - d_accuracy: 0.8315Epoch 345: D Accuracy = 0.8611 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8646 - g_loss: 2.0591 - d_accuracy: 0.8326 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8108 - g_loss: 2.0850 - d_accuracy: 0.8550Epoch 346: D Accuracy = 0.7963 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8151 - g_loss: 2.0911 - d_accuracy: 0.8529 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8158 - g_loss: 2.0852 - d_accuracy: 0.8553Epoch 347: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8164 - g_loss: 2.0748 - d_accuracy: 0.8560 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8109 - g_loss: 2.0962 - d_accuracy: 0.8592Epoch 348: D Accuracy = 0.8380 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8156 - g_loss: 2.0728 - d_accuracy: 0.8584 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8447 - g_loss: 2.1642 - d_accuracy: 0.8311Epoch 349: D Accuracy = 0.8611 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8432 - g_loss: 2.1682 - d_accuracy: 0.8322 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8185 - g_loss: 2.1637 - d_accuracy: 0.8495Epoch 350: D Accuracy = 0.8519 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8169 - g_loss: 2.1614 - d_accuracy: 0.8496 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8427 - g_loss: 2.1329 - d_accuracy: 0.8387Epoch 351: D Accuracy = 0.7731 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8431 - g_loss: 2.1466 - d_accuracy: 0.8363 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8055 - g_loss: 2.0945 - d_accuracy: 0.8634Epoch 352: D Accuracy = 0.7963 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8165 - g_loss: 2.0619 - d_accuracy: 0.8610 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8316 - g_loss: 2.1608 - d_accuracy: 0.8434Epoch 353: D Accuracy = 0.7963 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8308 - g_loss: 2.1638 - d_accuracy: 0.8418 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8237 - g_loss: 2.1177 - d_accuracy: 0.8492Epoch 354: D Accuracy = 0.8611 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8253 - g_loss: 2.1011 - d_accuracy: 0.8496 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7860 - g_loss: 2.1599 - d_accuracy: 0.8673Epoch 355: D Accuracy = 0.8472 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7875 - g_loss: 2.1586 - d_accuracy: 0.8666 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8018 - g_loss: 2.1405 - d_accuracy: 0.8616Epoch 356: D Accuracy = 0.8796 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8045 - g_loss: 2.1184 - d_accuracy: 0.8622 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8620 - g_loss: 2.1483 - d_accuracy: 0.8306Epoch 357: D Accuracy = 0.8194 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8606 - g_loss: 2.1556 - d_accuracy: 0.8302 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8679 - g_loss: 2.1323 - d_accuracy: 0.8299Epoch 358: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8640 - g_loss: 2.1335 - d_accuracy: 0.8315 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7962 - g_loss: 2.1572 - d_accuracy: 0.8619Epoch 359: D Accuracy = 0.8611 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7951 - g_loss: 2.1640 - d_accuracy: 0.8619 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8351 - g_loss: 2.1271 - d_accuracy: 0.8435Epoch 360: D Accuracy = 0.8380 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8387 - g_loss: 2.1024 - d_accuracy: 0.8433 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8254 - g_loss: 2.1921 - d_accuracy: 0.8488Epoch 361: D Accuracy = 0.8935 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8228 - g_loss: 2.1974 - d_accuracy: 0.8504 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8372 - g_loss: 2.2153 - d_accuracy: 0.8403Epoch 362: D Accuracy = 0.8009 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8376 - g_loss: 2.2335 - d_accuracy: 0.8389 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8011 - g_loss: 2.1306 - d_accuracy: 0.8544Epoch 363: D Accuracy = 0.8843 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7989 - g_loss: 2.1265 - d_accuracy: 0.8554
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8259 - g_loss: 2.1858 - d_accuracy: 0.8445Epoch 364: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8285 - g_loss: 2.1640 - d_accuracy: 0.8456 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8001 - g_loss: 2.1905 - d_accuracy: 0.8600Epoch 365: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8054 - g_loss: 2.2229 - d_accuracy: 0.8556 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8105 - g_loss: 2.1992 - d_accuracy: 0.8546Epoch 366: D Accuracy = 0.8704 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8084 - g_loss: 2.2113 - d_accuracy: 0.8551 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8059 - g_loss: 2.1680 - d_accuracy: 0.8527Epoch 367: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8120 - g_loss: 2.1722 - d_accuracy: 0.8491 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7881 - g_loss: 2.1954 - d_accuracy: 0.8659Epoch 368: D Accuracy = 0.8519 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7875 - g_loss: 2.2083 - d_accuracy: 0.8654 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8013 - g_loss: 2.1926 - d_accuracy: 0.8591Epoch 369: D Accuracy = 0.8843 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8015 - g_loss: 2.1792 - d_accuracy: 0.8600 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8137 - g_loss: 2.1761 - d_accuracy: 0.8510Epoch 370: D Accuracy = 0.8750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8119 - g_loss: 2.1829 - d_accuracy: 0.8518 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8030 - g_loss: 2.2410 - d_accuracy: 0.8499Epoch 371: D Accuracy = 0.7454 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8048 - g_loss: 2.2603 - d_accuracy: 0.8462 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7929 - g_loss: 2.2399 - d_accuracy: 0.8610Epoch 372: D Accuracy = 0.8796 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7928 - g_loss: 2.2412 - d_accuracy: 0.8617 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8721 - g_loss: 2.2105 - d_accuracy: 0.8262Epoch 373: D Accuracy = 0.7917 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8706 - g_loss: 2.2257 - d_accuracy: 0.8250 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7611 - g_loss: 2.2537 - d_accuracy: 0.8739Epoch 374: D Accuracy = 0.8287 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7621 - g_loss: 2.2648 - d_accuracy: 0.8723 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7762 - g_loss: 2.2385 - d_accuracy: 0.8641Epoch 375: D Accuracy = 0.8843 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7756 - g_loss: 2.2439 - d_accuracy: 0.8648 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7792 - g_loss: 2.2390 - d_accuracy: 0.8709Epoch 376: D Accuracy = 0.8657 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7834 - g_loss: 2.2113 - d_accuracy: 0.8707 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7949 - g_loss: 2.2604 - d_accuracy: 0.8574Epoch 377: D Accuracy = 0.8380 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7953 - g_loss: 2.2534 - d_accuracy: 0.8567 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8011 - g_loss: 2.2046 - d_accuracy: 0.8586Epoch 378: D Accuracy = 0.8889 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7993 - g_loss: 2.2002 - d_accuracy: 0.8597 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7628 - g_loss: 2.3111 - d_accuracy: 0.8744Epoch 379: D Accuracy = 0.8796 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7621 - g_loss: 2.3220 - d_accuracy: 0.8746 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8543 - g_loss: 2.2055 - d_accuracy: 0.8300Epoch 380: D Accuracy = 0.8287 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8560 - g_loss: 2.1779 - d_accuracy: 0.8300 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8114 - g_loss: 2.2730 - d_accuracy: 0.8540Epoch 381: D Accuracy = 0.8426 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8086 - g_loss: 2.2927 - d_accuracy: 0.8536 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7586 - g_loss: 2.2732 - d_accuracy: 0.8759Epoch 382: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7664 - g_loss: 2.2779 - d_accuracy: 0.8714 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8458 - g_loss: 2.2449 - d_accuracy: 0.8375Epoch 383: D Accuracy = 0.8380 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8424 - g_loss: 2.2559 - d_accuracy: 0.8375 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7744 - g_loss: 2.2421 - d_accuracy: 0.8682Epoch 384: D Accuracy = 0.8796 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7726 - g_loss: 2.2534 - d_accuracy: 0.8686 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8143 - g_loss: 2.2811 - d_accuracy: 0.8512Epoch 385: D Accuracy = 0.6435 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8257 - g_loss: 2.3222 - d_accuracy: 0.8438 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8030 - g_loss: 2.2645 - d_accuracy: 0.8518Epoch 386: D Accuracy = 0.8657 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8031 - g_loss: 2.2576 - d_accuracy: 0.8523 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7911 - g_loss: 2.2361 - d_accuracy: 0.8600Epoch 387: D Accuracy = 0.8611 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7913 - g_loss: 2.2250 - d_accuracy: 0.8601 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8427 - g_loss: 2.2370 - d_accuracy: 0.8380Epoch 388: D Accuracy = 0.8241 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8431 - g_loss: 2.2301 - d_accuracy: 0.8375 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7760 - g_loss: 2.2483 - d_accuracy: 0.8673Epoch 389: D Accuracy = 0.8380 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7774 - g_loss: 2.2582 - d_accuracy: 0.8662 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8102 - g_loss: 2.2807 - d_accuracy: 0.8548Epoch 390: D Accuracy = 0.8426 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8100 - g_loss: 2.2910 - d_accuracy: 0.8544 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7629 - g_loss: 2.2855 - d_accuracy: 0.8739Epoch 391: D Accuracy = 0.8333 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7641 - g_loss: 2.2901 - d_accuracy: 0.8724 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7751 - g_loss: 2.2893 - d_accuracy: 0.8668Epoch 392: D Accuracy = 0.9306 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7715 - g_loss: 2.2862 - d_accuracy: 0.8691 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8032 - g_loss: 2.2910 - d_accuracy: 0.8548Epoch 393: D Accuracy = 0.8843 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8029 - g_loss: 2.2723 - d_accuracy: 0.8559 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7962 - g_loss: 2.2738 - d_accuracy: 0.8609Epoch 394: D Accuracy = 0.9074 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7945 - g_loss: 2.2641 - d_accuracy: 0.8625 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8142 - g_loss: 2.3155 - d_accuracy: 0.8450Epoch 395: D Accuracy = 0.9213 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8106 - g_loss: 2.3083 - d_accuracy: 0.8478
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7490 - g_loss: 2.3102 - d_accuracy: 0.8830Epoch 396: D Accuracy = 0.8889 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7501 - g_loss: 2.2887 - d_accuracy: 0.8832 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7657 - g_loss: 2.3638 - d_accuracy: 0.8715Epoch 397: D Accuracy = 0.9028 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7651 - g_loss: 2.3547 - d_accuracy: 0.8727 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8209 - g_loss: 2.3587 - d_accuracy: 0.8499Epoch 398: D Accuracy = 0.8148 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8211 - g_loss: 2.3510 - d_accuracy: 0.8487 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7782 - g_loss: 2.3103 - d_accuracy: 0.8650Epoch 399: D Accuracy = 0.8704 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7767 - g_loss: 2.3229 - d_accuracy: 0.8652 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7593 - g_loss: 2.3019 - d_accuracy: 0.8683 Class 13 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.8472 27/27 [==============================] - 1s 41ms/step - d_loss: 0.7594 - g_loss: 2.3081 - d_accuracy: 0.8676 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7719 - g_loss: 2.3475 - d_accuracy: 0.8686Epoch 401: D Accuracy = 0.9120 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7706 - g_loss: 2.3319 - d_accuracy: 0.8701 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7616 - g_loss: 2.3579 - d_accuracy: 0.8732Epoch 402: D Accuracy = 0.8611 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7670 - g_loss: 2.3250 - d_accuracy: 0.8728 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8164 - g_loss: 2.3721 - d_accuracy: 0.8472Epoch 403: D Accuracy = 0.8287 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8153 - g_loss: 2.3994 - d_accuracy: 0.8466 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7557 - g_loss: 2.3450 - d_accuracy: 0.8759Epoch 404: D Accuracy = 0.8796 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7593 - g_loss: 2.3187 - d_accuracy: 0.8760 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7748 - g_loss: 2.3578 - d_accuracy: 0.8671Epoch 405: D Accuracy = 0.9398 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7695 - g_loss: 2.3592 - d_accuracy: 0.8697 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7526 - g_loss: 2.3652 - d_accuracy: 0.8751Epoch 406: D Accuracy = 0.8889 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7519 - g_loss: 2.3552 - d_accuracy: 0.8756 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7232 - g_loss: 2.4162 - d_accuracy: 0.8897Epoch 407: D Accuracy = 0.9352 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7210 - g_loss: 2.4070 - d_accuracy: 0.8913 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7298 - g_loss: 2.4166 - d_accuracy: 0.8821Epoch 408: D Accuracy = 0.8102 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7318 - g_loss: 2.4421 - d_accuracy: 0.8796 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7389 - g_loss: 2.3865 - d_accuracy: 0.8802Epoch 409: D Accuracy = 0.9028 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7407 - g_loss: 2.3663 - d_accuracy: 0.8810 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7656 - g_loss: 2.4119 - d_accuracy: 0.8688Epoch 410: D Accuracy = 0.9213 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7634 - g_loss: 2.4033 - d_accuracy: 0.8706 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7434 - g_loss: 2.3868 - d_accuracy: 0.8829Epoch 411: D Accuracy = 0.8611 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7424 - g_loss: 2.3932 - d_accuracy: 0.8821 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7769 - g_loss: 2.3723 - d_accuracy: 0.8666Epoch 412: D Accuracy = 0.8657 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7755 - g_loss: 2.3712 - d_accuracy: 0.8665 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7886 - g_loss: 2.3892 - d_accuracy: 0.8581Epoch 413: D Accuracy = 0.8519 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7848 - g_loss: 2.4294 - d_accuracy: 0.8579 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7730 - g_loss: 2.3770 - d_accuracy: 0.8695Epoch 414: D Accuracy = 0.8981 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7700 - g_loss: 2.3887 - d_accuracy: 0.8705 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7318 - g_loss: 2.4338 - d_accuracy: 0.8874Epoch 415: D Accuracy = 0.8611 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7331 - g_loss: 2.4364 - d_accuracy: 0.8864 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7872 - g_loss: 2.4009 - d_accuracy: 0.8609Epoch 416: D Accuracy = 0.7963 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7894 - g_loss: 2.4068 - d_accuracy: 0.8586 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7699 - g_loss: 2.3866 - d_accuracy: 0.8648Epoch 417: D Accuracy = 0.7407 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7732 - g_loss: 2.4263 - d_accuracy: 0.8604 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7624 - g_loss: 2.3660 - d_accuracy: 0.8701Epoch 418: D Accuracy = 0.9259 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7591 - g_loss: 2.3601 - d_accuracy: 0.8721 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7633 - g_loss: 2.4076 - d_accuracy: 0.8751Epoch 419: D Accuracy = 0.8981 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7653 - g_loss: 2.3771 - d_accuracy: 0.8760 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7510 - g_loss: 2.4686 - d_accuracy: 0.8779Epoch 420: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7491 - g_loss: 2.4945 - d_accuracy: 0.8778 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8335 - g_loss: 2.3622 - d_accuracy: 0.8474Epoch 421: D Accuracy = 0.8796 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8325 - g_loss: 2.3456 - d_accuracy: 0.8485 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7414 - g_loss: 2.4227 - d_accuracy: 0.8804Epoch 422: D Accuracy = 0.9074 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7394 - g_loss: 2.4164 - d_accuracy: 0.8814 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7000 - g_loss: 2.4892 - d_accuracy: 0.8995Epoch 423: D Accuracy = 0.9352 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6974 - g_loss: 2.4957 - d_accuracy: 0.9008 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7394 - g_loss: 2.4614 - d_accuracy: 0.8802Epoch 424: D Accuracy = 0.8981 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7389 - g_loss: 2.4517 - d_accuracy: 0.8808 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7534 - g_loss: 2.4627 - d_accuracy: 0.8718Epoch 425: D Accuracy = 0.7963 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7570 - g_loss: 2.5007 - d_accuracy: 0.8691 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7196 - g_loss: 2.4402 - d_accuracy: 0.8948Epoch 426: D Accuracy = 0.9398 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7193 - g_loss: 2.4218 - d_accuracy: 0.8964 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7338 - g_loss: 2.4319 - d_accuracy: 0.8858Epoch 427: D Accuracy = 0.9444 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7320 - g_loss: 2.4219 - d_accuracy: 0.8879 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7256 - g_loss: 2.5159 - d_accuracy: 0.8847Epoch 428: D Accuracy = 0.9583 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7211 - g_loss: 2.5185 - d_accuracy: 0.8874 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7758 - g_loss: 2.5401 - d_accuracy: 0.8635Epoch 429: D Accuracy = 0.9120 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7749 - g_loss: 2.5275 - d_accuracy: 0.8652 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8045 - g_loss: 2.4574 - d_accuracy: 0.8570Epoch 430: D Accuracy = 0.8889 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8027 - g_loss: 2.4623 - d_accuracy: 0.8581 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7289 - g_loss: 2.4027 - d_accuracy: 0.8877Epoch 431: D Accuracy = 0.9120 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7270 - g_loss: 2.4064 - d_accuracy: 0.8885 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7339 - g_loss: 2.4542 - d_accuracy: 0.8864Epoch 432: D Accuracy = 0.8519 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7350 - g_loss: 2.4837 - d_accuracy: 0.8852 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7634 - g_loss: 2.4712 - d_accuracy: 0.8691Epoch 433: D Accuracy = 0.7269 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7700 - g_loss: 2.5093 - d_accuracy: 0.8640 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8041 - g_loss: 2.4404 - d_accuracy: 0.8540Epoch 434: D Accuracy = 0.9028 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8031 - g_loss: 2.4256 - d_accuracy: 0.8558 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7990 - g_loss: 2.4727 - d_accuracy: 0.8535Epoch 435: D Accuracy = 0.8843 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7955 - g_loss: 2.4868 - d_accuracy: 0.8546 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7610 - g_loss: 2.4246 - d_accuracy: 0.8747Epoch 436: D Accuracy = 0.8704 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7599 - g_loss: 2.4293 - d_accuracy: 0.8745 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7251 - g_loss: 2.4890 - d_accuracy: 0.8834Epoch 437: D Accuracy = 0.9074 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7242 - g_loss: 2.4833 - d_accuracy: 0.8843 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7428 - g_loss: 2.5311 - d_accuracy: 0.8788Epoch 438: D Accuracy = 0.9028 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7442 - g_loss: 2.5073 - d_accuracy: 0.8796 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7638 - g_loss: 2.4819 - d_accuracy: 0.8707Epoch 439: D Accuracy = 0.8056 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7747 - g_loss: 2.4401 - d_accuracy: 0.8684 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7217 - g_loss: 2.4904 - d_accuracy: 0.8950Epoch 440: D Accuracy = 0.8843 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7282 - g_loss: 2.4609 - d_accuracy: 0.8946 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7213 - g_loss: 2.5566 - d_accuracy: 0.8835Epoch 441: D Accuracy = 0.8704 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7201 - g_loss: 2.5746 - d_accuracy: 0.8830 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7228 - g_loss: 2.5234 - d_accuracy: 0.8862Epoch 442: D Accuracy = 0.9074 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7194 - g_loss: 2.5423 - d_accuracy: 0.8869 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7045 - g_loss: 2.4953 - d_accuracy: 0.9014Epoch 443: D Accuracy = 0.9306 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7047 - g_loss: 2.4773 - d_accuracy: 0.9024 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7140 - g_loss: 2.5315 - d_accuracy: 0.8904Epoch 444: D Accuracy = 0.8056 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7192 - g_loss: 2.5423 - d_accuracy: 0.8873 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8001 - g_loss: 2.5117 - d_accuracy: 0.8583Epoch 445: D Accuracy = 0.9398 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7954 - g_loss: 2.4959 - d_accuracy: 0.8612 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7547 - g_loss: 2.5080 - d_accuracy: 0.8706Epoch 446: D Accuracy = 0.8102 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7661 - g_loss: 2.4647 - d_accuracy: 0.8684 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8440 - g_loss: 2.5523 - d_accuracy: 0.8490Epoch 447: D Accuracy = 0.8889 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8383 - g_loss: 2.5648 - d_accuracy: 0.8505 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7375 - g_loss: 2.5358 - d_accuracy: 0.8789Epoch 448: D Accuracy = 0.8935 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7393 - g_loss: 2.5392 - d_accuracy: 0.8794 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7296 - g_loss: 2.5277 - d_accuracy: 0.8841Epoch 449: D Accuracy = 0.8426 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7307 - g_loss: 2.5304 - d_accuracy: 0.8826 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7657 - g_loss: 2.5516 - d_accuracy: 0.8722Epoch 450: D Accuracy = 0.8889 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7650 - g_loss: 2.5401 - d_accuracy: 0.8728 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7273 - g_loss: 2.5499 - d_accuracy: 0.8820Epoch 451: D Accuracy = 0.8565 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7278 - g_loss: 2.5500 - d_accuracy: 0.8811 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7067 - g_loss: 2.5626 - d_accuracy: 0.8932Epoch 452: D Accuracy = 0.8009 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7087 - g_loss: 2.5813 - d_accuracy: 0.8899 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7641 - g_loss: 2.6000 - d_accuracy: 0.8648Epoch 453: D Accuracy = 0.7546 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7681 - g_loss: 2.6351 - d_accuracy: 0.8608 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7266 - g_loss: 2.5136 - d_accuracy: 0.8890Epoch 454: D Accuracy = 0.9444 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7250 - g_loss: 2.4986 - d_accuracy: 0.8910 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7037 - g_loss: 2.5604 - d_accuracy: 0.8934Epoch 455: D Accuracy = 0.8981 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7047 - g_loss: 2.5383 - d_accuracy: 0.8935 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7091 - g_loss: 2.5865 - d_accuracy: 0.8954Epoch 456: D Accuracy = 0.8194 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7125 - g_loss: 2.6015 - d_accuracy: 0.8927 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7333 - g_loss: 2.5911 - d_accuracy: 0.8879Epoch 457: D Accuracy = 0.9213 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7316 - g_loss: 2.5848 - d_accuracy: 0.8890 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7540 - g_loss: 2.6319 - d_accuracy: 0.8727Epoch 458: D Accuracy = 0.8843 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7513 - g_loss: 2.6536 - d_accuracy: 0.8732 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7335 - g_loss: 2.5283 - d_accuracy: 0.8837Epoch 459: D Accuracy = 0.9259 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7309 - g_loss: 2.5204 - d_accuracy: 0.8852 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7108 - g_loss: 2.5989 - d_accuracy: 0.8925Epoch 460: D Accuracy = 0.8981 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7104 - g_loss: 2.5922 - d_accuracy: 0.8927 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7167 - g_loss: 2.6411 - d_accuracy: 0.8897Epoch 461: D Accuracy = 0.9213 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7180 - g_loss: 2.6198 - d_accuracy: 0.8909 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7531 - g_loss: 2.5790 - d_accuracy: 0.8689Epoch 462: D Accuracy = 0.8194 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7542 - g_loss: 2.6083 - d_accuracy: 0.8671 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6991 - g_loss: 2.6252 - d_accuracy: 0.8967Epoch 463: D Accuracy = 0.9213 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6980 - g_loss: 2.6137 - d_accuracy: 0.8976
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7082 - g_loss: 2.6059 - d_accuracy: 0.8915Epoch 464: D Accuracy = 0.9074 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7080 - g_loss: 2.6036 - d_accuracy: 0.8921 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7424 - g_loss: 2.5218 - d_accuracy: 0.8762Epoch 465: D Accuracy = 0.8148 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7429 - g_loss: 2.5427 - d_accuracy: 0.8740 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7412 - g_loss: 2.5894 - d_accuracy: 0.8783Epoch 466: D Accuracy = 0.8380 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7419 - g_loss: 2.6105 - d_accuracy: 0.8768 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7361 - g_loss: 2.6090 - d_accuracy: 0.8799Epoch 467: D Accuracy = 0.8889 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7345 - g_loss: 2.6143 - d_accuracy: 0.8802 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7390 - g_loss: 2.5387 - d_accuracy: 0.8789Epoch 468: D Accuracy = 0.8796 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7407 - g_loss: 2.5197 - d_accuracy: 0.8790 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7130 - g_loss: 2.6051 - d_accuracy: 0.8927Epoch 469: D Accuracy = 0.9120 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7131 - g_loss: 2.5917 - d_accuracy: 0.8934 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7182 - g_loss: 2.6085 - d_accuracy: 0.8856Epoch 470: D Accuracy = 0.8565 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7249 - g_loss: 2.5692 - d_accuracy: 0.8846 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6918 - g_loss: 2.6372 - d_accuracy: 0.8988Epoch 471: D Accuracy = 0.9074 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6920 - g_loss: 2.6330 - d_accuracy: 0.8991 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6949 - g_loss: 2.6805 - d_accuracy: 0.8958Epoch 472: D Accuracy = 0.8472 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6947 - g_loss: 2.7061 - d_accuracy: 0.8941 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7538 - g_loss: 2.6165 - d_accuracy: 0.8783Epoch 473: D Accuracy = 0.9259 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7513 - g_loss: 2.6134 - d_accuracy: 0.8800 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7087 - g_loss: 2.6223 - d_accuracy: 0.8945Epoch 474: D Accuracy = 0.9259 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7065 - g_loss: 2.6174 - d_accuracy: 0.8957 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6700 - g_loss: 2.6989 - d_accuracy: 0.9072Epoch 475: D Accuracy = 0.8889 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6688 - g_loss: 2.7224 - d_accuracy: 0.9065 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6907 - g_loss: 2.6621 - d_accuracy: 0.8972Epoch 476: D Accuracy = 0.9167 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6902 - g_loss: 2.6649 - d_accuracy: 0.8979 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6757 - g_loss: 2.7186 - d_accuracy: 0.9043Epoch 477: D Accuracy = 0.9306 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6775 - g_loss: 2.6978 - d_accuracy: 0.9052 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8278 - g_loss: 2.7297 - d_accuracy: 0.8464Epoch 478: D Accuracy = 0.6296 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8469 - g_loss: 2.7902 - d_accuracy: 0.8386 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7740 - g_loss: 2.5158 - d_accuracy: 0.8673Epoch 479: D Accuracy = 0.9259 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7706 - g_loss: 2.5094 - d_accuracy: 0.8694 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7050 - g_loss: 2.6653 - d_accuracy: 0.8944Epoch 480: D Accuracy = 0.8009 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7074 - g_loss: 2.7016 - d_accuracy: 0.8911 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6612 - g_loss: 2.7101 - d_accuracy: 0.9129Epoch 481: D Accuracy = 0.9213 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6604 - g_loss: 2.7057 - d_accuracy: 0.9132 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7038 - g_loss: 2.6953 - d_accuracy: 0.8916Epoch 482: D Accuracy = 0.7917 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7058 - g_loss: 2.7364 - d_accuracy: 0.8880 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7308 - g_loss: 2.6725 - d_accuracy: 0.8810Epoch 483: D Accuracy = 0.8611 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7292 - g_loss: 2.6918 - d_accuracy: 0.8803 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7397 - g_loss: 2.6786 - d_accuracy: 0.8750Epoch 484: D Accuracy = 0.8241 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7400 - g_loss: 2.7067 - d_accuracy: 0.8732 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6782 - g_loss: 2.6759 - d_accuracy: 0.9045Epoch 485: D Accuracy = 0.9306 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6757 - g_loss: 2.7008 - d_accuracy: 0.9055 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7218 - g_loss: 2.6819 - d_accuracy: 0.8840Epoch 486: D Accuracy = 0.8750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7217 - g_loss: 2.6809 - d_accuracy: 0.8836 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6944 - g_loss: 2.6418 - d_accuracy: 0.8978Epoch 487: D Accuracy = 0.8981 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6952 - g_loss: 2.6309 - d_accuracy: 0.8979 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7211 - g_loss: 2.6794 - d_accuracy: 0.8847Epoch 488: D Accuracy = 0.8935 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7229 - g_loss: 2.6552 - d_accuracy: 0.8850 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6793 - g_loss: 2.7353 - d_accuracy: 0.9061Epoch 489: D Accuracy = 0.9167 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6807 - g_loss: 2.7073 - d_accuracy: 0.9064 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7034 - g_loss: 2.7323 - d_accuracy: 0.8919Epoch 490: D Accuracy = 0.9028 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7030 - g_loss: 2.7275 - d_accuracy: 0.8923 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6989 - g_loss: 2.7399 - d_accuracy: 0.8904Epoch 491: D Accuracy = 0.9120 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6965 - g_loss: 2.7418 - d_accuracy: 0.8912 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7449 - g_loss: 2.7232 - d_accuracy: 0.8711Epoch 492: D Accuracy = 0.9259 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7433 - g_loss: 2.7062 - d_accuracy: 0.8731 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7406 - g_loss: 2.7055 - d_accuracy: 0.8793Epoch 493: D Accuracy = 0.9259 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7385 - g_loss: 2.6880 - d_accuracy: 0.8810 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6869 - g_loss: 2.7131 - d_accuracy: 0.9045Epoch 494: D Accuracy = 0.9491 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6852 - g_loss: 2.7060 - d_accuracy: 0.9061 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7373 - g_loss: 2.7378 - d_accuracy: 0.8790Epoch 495: D Accuracy = 0.9213 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7348 - g_loss: 2.7260 - d_accuracy: 0.8805
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6728 - g_loss: 2.7215 - d_accuracy: 0.9027Epoch 496: D Accuracy = 0.8889 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6718 - g_loss: 2.7392 - d_accuracy: 0.9022 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6887 - g_loss: 2.6989 - d_accuracy: 0.8993Epoch 497: D Accuracy = 0.9213 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6872 - g_loss: 2.6826 - d_accuracy: 0.9001 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6700 - g_loss: 2.7788 - d_accuracy: 0.9077Epoch 498: D Accuracy = 0.9306 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6673 - g_loss: 2.7837 - d_accuracy: 0.9085 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7034 - g_loss: 2.7815 - d_accuracy: 0.8950Epoch 499: D Accuracy = 0.9074 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7006 - g_loss: 2.7930 - d_accuracy: 0.8955 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6898 - g_loss: 2.7275 - d_accuracy: 0.8976 Class 13 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.9120 27/27 [==============================] - 1s 41ms/step - d_loss: 0.6893 - g_loss: 2.7239 - d_accuracy: 0.8982 Training DCGAN for class 14... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9745 - g_loss: 1.5651 - d_accuracy: 0.8031WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0165s vs `on_train_batch_end` time: 0.0186s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.7021 - g_loss: 2.5655 - d_accuracy: 0.9056 Epoch 1: Generator loss improved from inf to 3.9383. Saving weights. Epoch 1: D Accuracy = 0.8194 27/27 [==============================] - 2s 35ms/step - d_loss: 0.7038 - g_loss: 2.6145 - d_accuracy: 0.9026 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8725 - g_loss: 2.2687 - d_accuracy: 0.8503 Epoch 2: Generator loss improved from 3.9383 to 2.0622. Saving weights. Epoch 2: D Accuracy = 0.9352 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8668 - g_loss: 2.2613 - d_accuracy: 0.8534 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5500 - g_loss: 3.0659 - d_accuracy: 0.9559Epoch 3: D Accuracy = 0.9769 27/27 [==============================] - 1s 34ms/step - d_loss: 0.5472 - g_loss: 3.0837 - d_accuracy: 0.9566 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1764 - g_loss: 2.2047 - d_accuracy: 0.7752 Epoch 4: Generator loss improved from 2.0622 to 1.0983. Saving weights. Epoch 4: D Accuracy = 0.7130 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1798 - g_loss: 2.1652 - d_accuracy: 0.7730 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1872 - g_loss: 1.1719 - d_accuracy: 0.7194 Epoch 5: Generator loss improved from 1.0983 to 1.0493. Saving weights. Epoch 5: D Accuracy = 0.6944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1890 - g_loss: 1.1675 - d_accuracy: 0.7185 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 1.0827 - d_accuracy: 0.6599Epoch 6: D Accuracy = 0.6528 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2650 - g_loss: 1.0904 - d_accuracy: 0.6596 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2714 - g_loss: 1.0200 - d_accuracy: 0.6452Epoch 7: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2715 - g_loss: 1.0241 - d_accuracy: 0.6460 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2867 - g_loss: 0.9974 - d_accuracy: 0.6363 Epoch 8: Generator loss improved from 1.0493 to 0.8838. Saving weights. Epoch 8: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2880 - g_loss: 0.9934 - d_accuracy: 0.6359 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2733 - g_loss: 1.0187 - d_accuracy: 0.6425Epoch 9: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2744 - g_loss: 1.0298 - d_accuracy: 0.6411 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2641 - g_loss: 1.0082 - d_accuracy: 0.6462Epoch 10: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2620 - g_loss: 1.0207 - d_accuracy: 0.6468 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2528 - g_loss: 1.0319 - d_accuracy: 0.6551Epoch 11: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2543 - g_loss: 1.0304 - d_accuracy: 0.6540 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 1.0651 - d_accuracy: 0.6560Epoch 12: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2574 - g_loss: 1.0627 - d_accuracy: 0.6562 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2135 - g_loss: 1.0786 - d_accuracy: 0.6768Epoch 13: D Accuracy = 0.6713 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2138 - g_loss: 1.0782 - d_accuracy: 0.6766 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2036 - g_loss: 1.1262 - d_accuracy: 0.6913Epoch 14: D Accuracy = 0.6852 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2034 - g_loss: 1.1240 - d_accuracy: 0.6911 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1677 - g_loss: 1.1470 - d_accuracy: 0.7053Epoch 15: D Accuracy = 0.6806 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1683 - g_loss: 1.1454 - d_accuracy: 0.7044 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2031 - g_loss: 1.2263 - d_accuracy: 0.7034Epoch 16: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2041 - g_loss: 1.2389 - d_accuracy: 0.7004 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1529 - g_loss: 1.2194 - d_accuracy: 0.7189Epoch 17: D Accuracy = 0.7222 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1523 - g_loss: 1.2169 - d_accuracy: 0.7190 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1378 - g_loss: 1.2215 - d_accuracy: 0.7221 Epoch 18: Generator loss improved from 0.8838 to 0.6003. Saving weights. Epoch 18: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1459 - g_loss: 1.1993 - d_accuracy: 0.7186 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1647 - g_loss: 1.2570 - d_accuracy: 0.7081Epoch 19: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1623 - g_loss: 1.2487 - d_accuracy: 0.7091 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1325 - g_loss: 1.2760 - d_accuracy: 0.7169Epoch 20: D Accuracy = 0.8056 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1286 - g_loss: 1.2779 - d_accuracy: 0.7201 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1301 - g_loss: 1.2629 - d_accuracy: 0.7222Epoch 21: D Accuracy = 0.7963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1265 - g_loss: 1.2562 - d_accuracy: 0.7248 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1367 - g_loss: 1.2757 - d_accuracy: 0.7189Epoch 22: D Accuracy = 0.7546 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1349 - g_loss: 1.2705 - d_accuracy: 0.7202 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1431 - g_loss: 1.2871 - d_accuracy: 0.7259Epoch 23: D Accuracy = 0.7083 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1412 - g_loss: 1.2923 - d_accuracy: 0.7253 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1196 - g_loss: 1.2694 - d_accuracy: 0.7253Epoch 24: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1227 - g_loss: 1.2965 - d_accuracy: 0.7221 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1335 - g_loss: 1.2767 - d_accuracy: 0.7211Epoch 25: D Accuracy = 0.7315 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1328 - g_loss: 1.2706 - d_accuracy: 0.7215 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0929 - g_loss: 1.2742 - d_accuracy: 0.7422Epoch 26: D Accuracy = 0.7222 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0929 - g_loss: 1.2898 - d_accuracy: 0.7415 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1426 - g_loss: 1.2694 - d_accuracy: 0.7218Epoch 27: D Accuracy = 0.7778 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1413 - g_loss: 1.2698 - d_accuracy: 0.7238 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1370 - g_loss: 1.2701 - d_accuracy: 0.7227Epoch 28: D Accuracy = 0.6806 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1407 - g_loss: 1.2529 - d_accuracy: 0.7212 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1033 - g_loss: 1.3083 - d_accuracy: 0.7371Epoch 29: D Accuracy = 0.7037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1072 - g_loss: 1.2921 - d_accuracy: 0.7360
Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1318 - g_loss: 1.3167 - d_accuracy: 0.7214Epoch 30: D Accuracy = 0.7593 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1303 - g_loss: 1.3145 - d_accuracy: 0.7228 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1142 - g_loss: 1.2949 - d_accuracy: 0.7294Epoch 31: D Accuracy = 0.7870 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1118 - g_loss: 1.2870 - d_accuracy: 0.7314 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1090 - g_loss: 1.3143 - d_accuracy: 0.7283Epoch 32: D Accuracy = 0.7176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1085 - g_loss: 1.3219 - d_accuracy: 0.7279 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1227 - g_loss: 1.3335 - d_accuracy: 0.7316Epoch 33: D Accuracy = 0.7963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1212 - g_loss: 1.3251 - d_accuracy: 0.7339 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1203 - g_loss: 1.3337 - d_accuracy: 0.7260Epoch 34: D Accuracy = 0.7963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1161 - g_loss: 1.3328 - d_accuracy: 0.7285 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1041 - g_loss: 1.3185 - d_accuracy: 0.7339Epoch 35: D Accuracy = 0.7454 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1048 - g_loss: 1.3081 - d_accuracy: 0.7343 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0931 - g_loss: 1.3248 - d_accuracy: 0.7382Epoch 36: D Accuracy = 0.7639 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0908 - g_loss: 1.3281 - d_accuracy: 0.7391 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1256 - g_loss: 1.3207 - d_accuracy: 0.7280Epoch 37: D Accuracy = 0.7685 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1243 - g_loss: 1.3117 - d_accuracy: 0.7294 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1099 - g_loss: 1.3386 - d_accuracy: 0.7326Epoch 38: D Accuracy = 0.7454 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1080 - g_loss: 1.3416 - d_accuracy: 0.7331 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0983 - g_loss: 1.3334 - d_accuracy: 0.7421Epoch 39: D Accuracy = 0.7593 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0993 - g_loss: 1.3218 - d_accuracy: 0.7427 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1205 - g_loss: 1.3715 - d_accuracy: 0.7221Epoch 40: D Accuracy = 0.7361 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1204 - g_loss: 1.3664 - d_accuracy: 0.7226 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0992 - g_loss: 1.3142 - d_accuracy: 0.7390Epoch 41: D Accuracy = 0.7176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1000 - g_loss: 1.3079 - d_accuracy: 0.7382 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1257 - g_loss: 1.3425 - d_accuracy: 0.7206Epoch 42: D Accuracy = 0.7731 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1234 - g_loss: 1.3418 - d_accuracy: 0.7225 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1076 - g_loss: 1.2888 - d_accuracy: 0.7297Epoch 43: D Accuracy = 0.7130 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1080 - g_loss: 1.2835 - d_accuracy: 0.7291 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1445 - g_loss: 1.3080 - d_accuracy: 0.7210Epoch 44: D Accuracy = 0.6944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1454 - g_loss: 1.2951 - d_accuracy: 0.7201 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1226 - g_loss: 1.3092 - d_accuracy: 0.7245Epoch 45: D Accuracy = 0.7269 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1219 - g_loss: 1.3147 - d_accuracy: 0.7246 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1330 - g_loss: 1.2980 - d_accuracy: 0.7242Epoch 46: D Accuracy = 0.7639 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1330 - g_loss: 1.2911 - d_accuracy: 0.7256 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1379 - g_loss: 1.2914 - d_accuracy: 0.7108Epoch 47: D Accuracy = 0.6991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1384 - g_loss: 1.2871 - d_accuracy: 0.7104 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1433 - g_loss: 1.2659 - d_accuracy: 0.7165Epoch 48: D Accuracy = 0.7407 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1416 - g_loss: 1.2712 - d_accuracy: 0.7174 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1834 - g_loss: 1.2851 - d_accuracy: 0.6940Epoch 49: D Accuracy = 0.6991 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1815 - g_loss: 1.2764 - d_accuracy: 0.6942 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1415 - g_loss: 1.2301 - d_accuracy: 0.7171Epoch 50: D Accuracy = 0.6944 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1413 - g_loss: 1.2303 - d_accuracy: 0.7163 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1942 - g_loss: 1.2463 - d_accuracy: 0.6881Epoch 51: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1935 - g_loss: 1.2582 - d_accuracy: 0.6875 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1717 - g_loss: 1.1922 - d_accuracy: 0.6938Epoch 52: D Accuracy = 0.6806 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1728 - g_loss: 1.1875 - d_accuracy: 0.6933 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1879 - g_loss: 1.2096 - d_accuracy: 0.6839Epoch 53: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1876 - g_loss: 1.2185 - d_accuracy: 0.6820 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.1686 - d_accuracy: 0.6856Epoch 54: D Accuracy = 0.6713 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1898 - g_loss: 1.1707 - d_accuracy: 0.6851 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1987 - g_loss: 1.1952 - d_accuracy: 0.6902Epoch 55: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1953 - g_loss: 1.1941 - d_accuracy: 0.6918 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1773 - g_loss: 1.1657 - d_accuracy: 0.6917Epoch 56: D Accuracy = 0.7546 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1737 - g_loss: 1.1677 - d_accuracy: 0.6940 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1825 - g_loss: 1.1702 - d_accuracy: 0.6816Epoch 57: D Accuracy = 0.6343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1849 - g_loss: 1.1630 - d_accuracy: 0.6799 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1922 - g_loss: 1.1880 - d_accuracy: 0.6817Epoch 58: D Accuracy = 0.6806 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1931 - g_loss: 1.1885 - d_accuracy: 0.6817 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.1657 - d_accuracy: 0.6748Epoch 59: D Accuracy = 0.7083 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2188 - g_loss: 1.1592 - d_accuracy: 0.6760 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1910 - g_loss: 1.1581 - d_accuracy: 0.6832Epoch 60: D Accuracy = 0.7037 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1899 - g_loss: 1.1485 - d_accuracy: 0.6839 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.1476 - d_accuracy: 0.6775Epoch 61: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2072 - g_loss: 1.1393 - d_accuracy: 0.6773 Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2268 - g_loss: 1.1576 - d_accuracy: 0.6686Epoch 62: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2240 - g_loss: 1.1498 - d_accuracy: 0.6704 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2087 - g_loss: 1.1623 - d_accuracy: 0.6738Epoch 63: D Accuracy = 0.5278 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2224 - g_loss: 1.1925 - d_accuracy: 0.6686 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2058 - g_loss: 1.1360 - d_accuracy: 0.6764Epoch 64: D Accuracy = 0.7037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2033 - g_loss: 1.1445 - d_accuracy: 0.6774 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2158 - g_loss: 1.1433 - d_accuracy: 0.6772Epoch 65: D Accuracy = 0.6898 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2158 - g_loss: 1.1368 - d_accuracy: 0.6776 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2017 - g_loss: 1.1238 - d_accuracy: 0.6784Epoch 66: D Accuracy = 0.7083 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2000 - g_loss: 1.1253 - d_accuracy: 0.6795 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2037 - g_loss: 1.1485 - d_accuracy: 0.6782Epoch 67: D Accuracy = 0.6852 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2025 - g_loss: 1.1475 - d_accuracy: 0.6784 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2027 - g_loss: 1.1395 - d_accuracy: 0.6750Epoch 68: D Accuracy = 0.7361 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1982 - g_loss: 1.1467 - d_accuracy: 0.6772 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.1341 - d_accuracy: 0.6716Epoch 69: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2159 - g_loss: 1.1245 - d_accuracy: 0.6716 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2158 - g_loss: 1.1405 - d_accuracy: 0.6747Epoch 70: D Accuracy = 0.6435 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2171 - g_loss: 1.1503 - d_accuracy: 0.6736 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2025 - g_loss: 1.1390 - d_accuracy: 0.6796Epoch 71: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2006 - g_loss: 1.1333 - d_accuracy: 0.6816 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.1228 - d_accuracy: 0.6745Epoch 72: D Accuracy = 0.7315 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2101 - g_loss: 1.1132 - d_accuracy: 0.6766 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2033 - g_loss: 1.1551 - d_accuracy: 0.6760Epoch 73: D Accuracy = 0.5694 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2090 - g_loss: 1.1846 - d_accuracy: 0.6722 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2274 - g_loss: 1.1113 - d_accuracy: 0.6654Epoch 74: D Accuracy = 0.7083 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2259 - g_loss: 1.1038 - d_accuracy: 0.6669 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1962 - g_loss: 1.1273 - d_accuracy: 0.6875Epoch 75: D Accuracy = 0.7222 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1927 - g_loss: 1.1352 - d_accuracy: 0.6887 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1998 - g_loss: 1.1410 - d_accuracy: 0.6787Epoch 76: D Accuracy = 0.6574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2005 - g_loss: 1.1484 - d_accuracy: 0.6780 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2154 - g_loss: 1.1352 - d_accuracy: 0.6716Epoch 77: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2146 - g_loss: 1.1358 - d_accuracy: 0.6716 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1782 - g_loss: 1.1151 - d_accuracy: 0.6937Epoch 78: D Accuracy = 0.7407 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1775 - g_loss: 1.1099 - d_accuracy: 0.6953 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.1434 - d_accuracy: 0.6769Epoch 79: D Accuracy = 0.7454 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1955 - g_loss: 1.1412 - d_accuracy: 0.6794 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2115 - g_loss: 1.1483 - d_accuracy: 0.6765Epoch 80: D Accuracy = 0.7037 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2092 - g_loss: 1.1538 - d_accuracy: 0.6775 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2014 - g_loss: 1.1248 - d_accuracy: 0.6770Epoch 81: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2006 - g_loss: 1.1334 - d_accuracy: 0.6773 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2045 - g_loss: 1.1576 - d_accuracy: 0.6838Epoch 82: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2044 - g_loss: 1.1463 - d_accuracy: 0.6838 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1979 - g_loss: 1.1230 - d_accuracy: 0.6802Epoch 83: D Accuracy = 0.6343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2014 - g_loss: 1.1104 - d_accuracy: 0.6785 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.1374 - d_accuracy: 0.6758Epoch 84: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2174 - g_loss: 1.1452 - d_accuracy: 0.6740 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2032 - g_loss: 1.1183 - d_accuracy: 0.6740Epoch 85: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2039 - g_loss: 1.1299 - d_accuracy: 0.6723 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2120 - g_loss: 1.1244 - d_accuracy: 0.6682Epoch 86: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2121 - g_loss: 1.1148 - d_accuracy: 0.6690 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2106 - g_loss: 1.1361 - d_accuracy: 0.6715Epoch 87: D Accuracy = 0.7315 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2084 - g_loss: 1.1459 - d_accuracy: 0.6736 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.1242 - d_accuracy: 0.6666Epoch 88: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2172 - g_loss: 1.1332 - d_accuracy: 0.6650 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2143 - g_loss: 1.0977 - d_accuracy: 0.6688Epoch 89: D Accuracy = 0.6157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2140 - g_loss: 1.1158 - d_accuracy: 0.6669 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2057 - g_loss: 1.1359 - d_accuracy: 0.6731Epoch 90: D Accuracy = 0.6111 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2074 - g_loss: 1.1434 - d_accuracy: 0.6709 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2022 - g_loss: 1.1079 - d_accuracy: 0.6823Epoch 91: D Accuracy = 0.6944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2017 - g_loss: 1.1004 - d_accuracy: 0.6827 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2183 - g_loss: 1.1234 - d_accuracy: 0.6719Epoch 92: D Accuracy = 0.7361 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2164 - g_loss: 1.1189 - d_accuracy: 0.6742 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1955 - g_loss: 1.1177 - d_accuracy: 0.6770Epoch 93: D Accuracy = 0.7083 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1928 - g_loss: 1.1206 - d_accuracy: 0.6781 Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2177 - g_loss: 1.1173 - d_accuracy: 0.6721Epoch 94: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2188 - g_loss: 1.1044 - d_accuracy: 0.6721 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1987 - g_loss: 1.1377 - d_accuracy: 0.6806Epoch 95: D Accuracy = 0.6806 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1988 - g_loss: 1.1302 - d_accuracy: 0.6806 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2148 - g_loss: 1.1236 - d_accuracy: 0.6675Epoch 96: D Accuracy = 0.7130 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2135 - g_loss: 1.1166 - d_accuracy: 0.6691 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1799 - g_loss: 1.1248 - d_accuracy: 0.6919Epoch 97: D Accuracy = 0.7407 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1779 - g_loss: 1.1206 - d_accuracy: 0.6937 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2326 - g_loss: 1.1349 - d_accuracy: 0.6579Epoch 98: D Accuracy = 0.7037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2324 - g_loss: 1.1234 - d_accuracy: 0.6595 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.1225 - d_accuracy: 0.6663Epoch 99: D Accuracy = 0.6898 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2105 - g_loss: 1.1143 - d_accuracy: 0.6672 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.1386 - d_accuracy: 0.6820 Class 14 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.6667 27/27 [==============================] - 1s 42ms/step - d_loss: 1.1899 - g_loss: 1.1411 - d_accuracy: 0.6814 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.1208 - d_accuracy: 0.6722Epoch 101: D Accuracy = 0.7130 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2116 - g_loss: 1.1103 - d_accuracy: 0.6737 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1772 - g_loss: 1.1425 - d_accuracy: 0.6884Epoch 102: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1773 - g_loss: 1.1538 - d_accuracy: 0.6861 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2108 - g_loss: 1.1306 - d_accuracy: 0.6667Epoch 103: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2105 - g_loss: 1.1295 - d_accuracy: 0.6658 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2193 - g_loss: 1.1428 - d_accuracy: 0.6663Epoch 104: D Accuracy = 0.5602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2290 - g_loss: 1.1815 - d_accuracy: 0.6625 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2005 - g_loss: 1.1081 - d_accuracy: 0.6773Epoch 105: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2000 - g_loss: 1.1070 - d_accuracy: 0.6788 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2001 - g_loss: 1.1368 - d_accuracy: 0.6756Epoch 106: D Accuracy = 0.6991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2004 - g_loss: 1.1267 - d_accuracy: 0.6765 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2060 - g_loss: 1.1412 - d_accuracy: 0.6789Epoch 107: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2088 - g_loss: 1.1609 - d_accuracy: 0.6760 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2102 - g_loss: 1.1295 - d_accuracy: 0.6693Epoch 108: D Accuracy = 0.7361 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2084 - g_loss: 1.1198 - d_accuracy: 0.6717 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2151 - g_loss: 1.1453 - d_accuracy: 0.6667Epoch 109: D Accuracy = 0.6481 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2162 - g_loss: 1.1474 - d_accuracy: 0.6660 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.1380 - d_accuracy: 0.6812Epoch 110: D Accuracy = 0.7130 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1912 - g_loss: 1.1394 - d_accuracy: 0.6823 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.1269 - d_accuracy: 0.6821Epoch 111: D Accuracy = 0.8102 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1909 - g_loss: 1.1221 - d_accuracy: 0.6866 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.1411 - d_accuracy: 0.6633Epoch 112: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2144 - g_loss: 1.1404 - d_accuracy: 0.6640 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2144 - g_loss: 1.1352 - d_accuracy: 0.6688Epoch 113: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2217 - g_loss: 1.1177 - d_accuracy: 0.6665 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1923 - g_loss: 1.1304 - d_accuracy: 0.6790Epoch 114: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1948 - g_loss: 1.1264 - d_accuracy: 0.6784 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1959 - g_loss: 1.1316 - d_accuracy: 0.6783Epoch 115: D Accuracy = 0.6528 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1977 - g_loss: 1.1302 - d_accuracy: 0.6773 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2003 - g_loss: 1.1443 - d_accuracy: 0.6774Epoch 116: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1988 - g_loss: 1.1375 - d_accuracy: 0.6800 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1887 - g_loss: 1.1519 - d_accuracy: 0.6804Epoch 117: D Accuracy = 0.6991 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1868 - g_loss: 1.1526 - d_accuracy: 0.6811 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1954 - g_loss: 1.1546 - d_accuracy: 0.6790Epoch 118: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1928 - g_loss: 1.1648 - d_accuracy: 0.6794 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1920 - g_loss: 1.1281 - d_accuracy: 0.6880Epoch 119: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1947 - g_loss: 1.1158 - d_accuracy: 0.6881 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1946 - g_loss: 1.1587 - d_accuracy: 0.6816Epoch 120: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2010 - g_loss: 1.1828 - d_accuracy: 0.6777 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1848 - g_loss: 1.1452 - d_accuracy: 0.6838Epoch 121: D Accuracy = 0.6528 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1859 - g_loss: 1.1526 - d_accuracy: 0.6826 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2008 - g_loss: 1.1039 - d_accuracy: 0.6775 Epoch 122: Generator loss improved from 0.6003 to 0.5787. Saving weights. Epoch 122: D Accuracy = 0.6157 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2075 - g_loss: 1.0851 - d_accuracy: 0.6753 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2079 - g_loss: 1.1629 - d_accuracy: 0.6735Epoch 123: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2109 - g_loss: 1.1698 - d_accuracy: 0.6719 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2002 - g_loss: 1.1559 - d_accuracy: 0.6796Epoch 124: D Accuracy = 0.6435 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2023 - g_loss: 1.1722 - d_accuracy: 0.6784 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2070 - g_loss: 1.1729 - d_accuracy: 0.6790Epoch 125: D Accuracy = 0.5278 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2125 - g_loss: 1.1918 - d_accuracy: 0.6736 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1842 - g_loss: 1.1289 - d_accuracy: 0.6857Epoch 126: D Accuracy = 0.7176 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1828 - g_loss: 1.1262 - d_accuracy: 0.6869 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1970 - g_loss: 1.1437 - d_accuracy: 0.6787Epoch 127: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1997 - g_loss: 1.1299 - d_accuracy: 0.6781 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1833 - g_loss: 1.1657 - d_accuracy: 0.6871Epoch 128: D Accuracy = 0.7315 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1819 - g_loss: 1.1637 - d_accuracy: 0.6887 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1992 - g_loss: 1.1606 - d_accuracy: 0.6768Epoch 129: D Accuracy = 0.6991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1995 - g_loss: 1.1551 - d_accuracy: 0.6776 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.1627 - d_accuracy: 0.6781Epoch 130: D Accuracy = 0.6528 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2036 - g_loss: 1.1712 - d_accuracy: 0.6772 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1756 - g_loss: 1.1537 - d_accuracy: 0.6903Epoch 131: D Accuracy = 0.7315 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1759 - g_loss: 1.1461 - d_accuracy: 0.6918 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1987 - g_loss: 1.1599 - d_accuracy: 0.6763Epoch 132: D Accuracy = 0.7083 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1976 - g_loss: 1.1548 - d_accuracy: 0.6774 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1682 - g_loss: 1.1713 - d_accuracy: 0.6988Epoch 133: D Accuracy = 0.7454 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1675 - g_loss: 1.1614 - d_accuracy: 0.7004 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1856 - g_loss: 1.1795 - d_accuracy: 0.6918Epoch 134: D Accuracy = 0.7222 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1847 - g_loss: 1.1762 - d_accuracy: 0.6929 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.1523 - d_accuracy: 0.6983Epoch 135: D Accuracy = 0.8102 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1621 - g_loss: 1.1494 - d_accuracy: 0.7023 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.1770 - d_accuracy: 0.6805Epoch 136: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1989 - g_loss: 1.1932 - d_accuracy: 0.6788 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1930 - g_loss: 1.1981 - d_accuracy: 0.6771Epoch 137: D Accuracy = 0.5324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2002 - g_loss: 1.2204 - d_accuracy: 0.6720 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1697 - g_loss: 1.1514 - d_accuracy: 0.6968Epoch 138: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1729 - g_loss: 1.1388 - d_accuracy: 0.6956 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1859 - g_loss: 1.1705 - d_accuracy: 0.6847Epoch 139: D Accuracy = 0.7083 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1853 - g_loss: 1.1606 - d_accuracy: 0.6855 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1891 - g_loss: 1.1974 - d_accuracy: 0.6819Epoch 140: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1903 - g_loss: 1.2095 - d_accuracy: 0.6790 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1607 - g_loss: 1.1699 - d_accuracy: 0.7008Epoch 141: D Accuracy = 0.7778 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1586 - g_loss: 1.1670 - d_accuracy: 0.7036 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1806 - g_loss: 1.1654 - d_accuracy: 0.6885Epoch 142: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1817 - g_loss: 1.1635 - d_accuracy: 0.6877 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1861 - g_loss: 1.2013 - d_accuracy: 0.6887Epoch 143: D Accuracy = 0.7546 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1811 - g_loss: 1.2066 - d_accuracy: 0.6910 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.2012 - d_accuracy: 0.6849Epoch 144: D Accuracy = 0.5231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2024 - g_loss: 1.2217 - d_accuracy: 0.6791 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1838 - g_loss: 1.1546 - d_accuracy: 0.6835Epoch 145: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1822 - g_loss: 1.1611 - d_accuracy: 0.6829 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1557 - g_loss: 1.1773 - d_accuracy: 0.7024Epoch 146: D Accuracy = 0.7546 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1563 - g_loss: 1.1654 - d_accuracy: 0.7043 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1645 - g_loss: 1.2128 - d_accuracy: 0.6913Epoch 147: D Accuracy = 0.7778 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1618 - g_loss: 1.2098 - d_accuracy: 0.6944 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1634 - g_loss: 1.2086 - d_accuracy: 0.7001Epoch 148: D Accuracy = 0.7037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1622 - g_loss: 1.2083 - d_accuracy: 0.7002 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1557 - g_loss: 1.1909 - d_accuracy: 0.7013Epoch 149: D Accuracy = 0.6343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1560 - g_loss: 1.1914 - d_accuracy: 0.6989 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1918 - g_loss: 1.2059 - d_accuracy: 0.6872Epoch 150: D Accuracy = 0.6944 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1906 - g_loss: 1.1995 - d_accuracy: 0.6874 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1589 - g_loss: 1.1951 - d_accuracy: 0.7058Epoch 151: D Accuracy = 0.7315 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1595 - g_loss: 1.1851 - d_accuracy: 0.7067 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1484 - g_loss: 1.2163 - d_accuracy: 0.7056Epoch 152: D Accuracy = 0.7222 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1465 - g_loss: 1.2174 - d_accuracy: 0.7062 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1729 - g_loss: 1.1909 - d_accuracy: 0.6847Epoch 153: D Accuracy = 0.6204 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1778 - g_loss: 1.1913 - d_accuracy: 0.6824 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1372 - g_loss: 1.2146 - d_accuracy: 0.7118Epoch 154: D Accuracy = 0.6574 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1380 - g_loss: 1.2336 - d_accuracy: 0.7099 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1818 - g_loss: 1.2109 - d_accuracy: 0.6885Epoch 155: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1805 - g_loss: 1.2200 - d_accuracy: 0.6877 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1589 - g_loss: 1.2096 - d_accuracy: 0.7019Epoch 156: D Accuracy = 0.7176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1602 - g_loss: 1.2009 - d_accuracy: 0.7025 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1482 - g_loss: 1.2049 - d_accuracy: 0.7015Epoch 157: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1479 - g_loss: 1.2147 - d_accuracy: 0.7001 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1576 - g_loss: 1.2323 - d_accuracy: 0.7063Epoch 158: D Accuracy = 0.7407 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1572 - g_loss: 1.2280 - d_accuracy: 0.7075 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1600 - g_loss: 1.2209 - d_accuracy: 0.6977Epoch 159: D Accuracy = 0.6852 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1595 - g_loss: 1.2187 - d_accuracy: 0.6972 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1538 - g_loss: 1.2468 - d_accuracy: 0.7067Epoch 160: D Accuracy = 0.5972 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1552 - g_loss: 1.2630 - d_accuracy: 0.7028 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1434 - g_loss: 1.2018 - d_accuracy: 0.7095Epoch 161: D Accuracy = 0.6528 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1445 - g_loss: 1.2053 - d_accuracy: 0.7075 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1688 - g_loss: 1.2366 - d_accuracy: 0.6915Epoch 162: D Accuracy = 0.7176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1679 - g_loss: 1.2289 - d_accuracy: 0.6924 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1344 - g_loss: 1.2157 - d_accuracy: 0.7187Epoch 163: D Accuracy = 0.6991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1370 - g_loss: 1.2129 - d_accuracy: 0.7180
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1650 - g_loss: 1.2309 - d_accuracy: 0.6953Epoch 164: D Accuracy = 0.7454 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1643 - g_loss: 1.2233 - d_accuracy: 0.6971 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1273 - g_loss: 1.2364 - d_accuracy: 0.7239Epoch 165: D Accuracy = 0.7685 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1283 - g_loss: 1.2250 - d_accuracy: 0.7255 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1132 - g_loss: 1.2551 - d_accuracy: 0.7239Epoch 166: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1144 - g_loss: 1.2488 - d_accuracy: 0.7237 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1426 - g_loss: 1.2826 - d_accuracy: 0.7067Epoch 167: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1427 - g_loss: 1.3007 - d_accuracy: 0.7046 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1507 - g_loss: 1.2445 - d_accuracy: 0.7035Epoch 168: D Accuracy = 0.7963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1452 - g_loss: 1.2518 - d_accuracy: 0.7069 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1361 - g_loss: 1.2504 - d_accuracy: 0.7183Epoch 169: D Accuracy = 0.7454 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1378 - g_loss: 1.2337 - d_accuracy: 0.7193 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1116 - g_loss: 1.2705 - d_accuracy: 0.7323Epoch 170: D Accuracy = 0.7917 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1096 - g_loss: 1.2677 - d_accuracy: 0.7344 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1340 - g_loss: 1.2777 - d_accuracy: 0.7098Epoch 171: D Accuracy = 0.7222 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1324 - g_loss: 1.2745 - d_accuracy: 0.7102 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1376 - g_loss: 1.2516 - d_accuracy: 0.7108Epoch 172: D Accuracy = 0.7315 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1410 - g_loss: 1.2352 - d_accuracy: 0.7116 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1340 - g_loss: 1.3064 - d_accuracy: 0.7136Epoch 173: D Accuracy = 0.7593 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1349 - g_loss: 1.2982 - d_accuracy: 0.7152 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1306 - g_loss: 1.2663 - d_accuracy: 0.7191Epoch 174: D Accuracy = 0.6435 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1334 - g_loss: 1.2798 - d_accuracy: 0.7164 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1197 - g_loss: 1.2751 - d_accuracy: 0.7268Epoch 175: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1195 - g_loss: 1.2798 - d_accuracy: 0.7265 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1120 - g_loss: 1.3057 - d_accuracy: 0.7285Epoch 176: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1110 - g_loss: 1.3151 - d_accuracy: 0.7282 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1196 - g_loss: 1.2797 - d_accuracy: 0.7222Epoch 177: D Accuracy = 0.7222 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1213 - g_loss: 1.2693 - d_accuracy: 0.7222 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1231 - g_loss: 1.3102 - d_accuracy: 0.7208Epoch 178: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1206 - g_loss: 1.3096 - d_accuracy: 0.7218 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0978 - g_loss: 1.2901 - d_accuracy: 0.7324Epoch 179: D Accuracy = 0.6852 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0988 - g_loss: 1.3048 - d_accuracy: 0.7307 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1120 - g_loss: 1.3099 - d_accuracy: 0.7229Epoch 180: D Accuracy = 0.6944 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1126 - g_loss: 1.3113 - d_accuracy: 0.7219 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1220 - g_loss: 1.2773 - d_accuracy: 0.7190Epoch 181: D Accuracy = 0.8102 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1193 - g_loss: 1.2714 - d_accuracy: 0.7222 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0996 - g_loss: 1.3193 - d_accuracy: 0.7301Epoch 182: D Accuracy = 0.6157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1026 - g_loss: 1.3290 - d_accuracy: 0.7260 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1333 - g_loss: 1.2928 - d_accuracy: 0.7109Epoch 183: D Accuracy = 0.7870 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1323 - g_loss: 1.2888 - d_accuracy: 0.7136 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1187 - g_loss: 1.3120 - d_accuracy: 0.7216Epoch 184: D Accuracy = 0.7870 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1166 - g_loss: 1.3120 - d_accuracy: 0.7239 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0839 - g_loss: 1.3253 - d_accuracy: 0.7363Epoch 185: D Accuracy = 0.7130 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0847 - g_loss: 1.3308 - d_accuracy: 0.7355 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1229 - g_loss: 1.3264 - d_accuracy: 0.7198Epoch 186: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1205 - g_loss: 1.3359 - d_accuracy: 0.7204 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1059 - g_loss: 1.3224 - d_accuracy: 0.7267Epoch 187: D Accuracy = 0.7315 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1048 - g_loss: 1.3269 - d_accuracy: 0.7269 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0987 - g_loss: 1.3406 - d_accuracy: 0.7312Epoch 188: D Accuracy = 0.7222 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0985 - g_loss: 1.3381 - d_accuracy: 0.7309 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1025 - g_loss: 1.3274 - d_accuracy: 0.7307Epoch 189: D Accuracy = 0.7176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1015 - g_loss: 1.3374 - d_accuracy: 0.7302 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0715 - g_loss: 1.3171 - d_accuracy: 0.7515Epoch 190: D Accuracy = 0.8148 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0692 - g_loss: 1.3114 - d_accuracy: 0.7538 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1054 - g_loss: 1.3441 - d_accuracy: 0.7246Epoch 191: D Accuracy = 0.7407 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1051 - g_loss: 1.3322 - d_accuracy: 0.7252 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0592 - g_loss: 1.3286 - d_accuracy: 0.7572Epoch 192: D Accuracy = 0.7731 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0603 - g_loss: 1.3198 - d_accuracy: 0.7578 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0862 - g_loss: 1.3780 - d_accuracy: 0.7354Epoch 193: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0926 - g_loss: 1.4008 - d_accuracy: 0.7308 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0762 - g_loss: 1.3519 - d_accuracy: 0.7448Epoch 194: D Accuracy = 0.7593 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0753 - g_loss: 1.3506 - d_accuracy: 0.7454 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0517 - g_loss: 1.3877 - d_accuracy: 0.7557Epoch 195: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0513 - g_loss: 1.4038 - d_accuracy: 0.7544
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1077 - g_loss: 1.3359 - d_accuracy: 0.7301Epoch 196: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1121 - g_loss: 1.3147 - d_accuracy: 0.7277 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0486 - g_loss: 1.3816 - d_accuracy: 0.7594Epoch 197: D Accuracy = 0.7269 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0494 - g_loss: 1.3857 - d_accuracy: 0.7583 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0798 - g_loss: 1.3711 - d_accuracy: 0.7397Epoch 198: D Accuracy = 0.7731 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0804 - g_loss: 1.3559 - d_accuracy: 0.7409 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1105 - g_loss: 1.3825 - d_accuracy: 0.7254Epoch 199: D Accuracy = 0.6991 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1094 - g_loss: 1.3791 - d_accuracy: 0.7245 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0542 - g_loss: 1.3861 - d_accuracy: 0.7496 Class 14 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.7546 27/27 [==============================] - 1s 46ms/step - d_loss: 1.0561 - g_loss: 1.3732 - d_accuracy: 0.7498 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0613 - g_loss: 1.4159 - d_accuracy: 0.7460Epoch 201: D Accuracy = 0.6759 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0615 - g_loss: 1.4314 - d_accuracy: 0.7435 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0617 - g_loss: 1.3834 - d_accuracy: 0.7550Epoch 202: D Accuracy = 0.7639 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0630 - g_loss: 1.3671 - d_accuracy: 0.7553 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0785 - g_loss: 1.4077 - d_accuracy: 0.7441Epoch 203: D Accuracy = 0.7870 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0778 - g_loss: 1.4007 - d_accuracy: 0.7457 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0618 - g_loss: 1.3758 - d_accuracy: 0.7538Epoch 204: D Accuracy = 0.7037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0697 - g_loss: 1.3547 - d_accuracy: 0.7520 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0454 - g_loss: 1.4109 - d_accuracy: 0.7664Epoch 205: D Accuracy = 0.8009 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0424 - g_loss: 1.4143 - d_accuracy: 0.7676 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0736 - g_loss: 1.4399 - d_accuracy: 0.7463Epoch 206: D Accuracy = 0.6157 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0810 - g_loss: 1.4609 - d_accuracy: 0.7417 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0744 - g_loss: 1.3895 - d_accuracy: 0.7449Epoch 207: D Accuracy = 0.8426 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0701 - g_loss: 1.3890 - d_accuracy: 0.7484 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0575 - g_loss: 1.4123 - d_accuracy: 0.7563Epoch 208: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0613 - g_loss: 1.4137 - d_accuracy: 0.7539 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0275 - g_loss: 1.4133 - d_accuracy: 0.7714Epoch 209: D Accuracy = 0.7407 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0328 - g_loss: 1.3947 - d_accuracy: 0.7703 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0601 - g_loss: 1.4333 - d_accuracy: 0.7538Epoch 210: D Accuracy = 0.8519 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0554 - g_loss: 1.4319 - d_accuracy: 0.7573 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0608 - g_loss: 1.4573 - d_accuracy: 0.7454Epoch 211: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0612 - g_loss: 1.4607 - d_accuracy: 0.7451 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0280 - g_loss: 1.4269 - d_accuracy: 0.7662Epoch 212: D Accuracy = 0.8194 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0234 - g_loss: 1.4326 - d_accuracy: 0.7681 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0569 - g_loss: 1.4496 - d_accuracy: 0.7531Epoch 213: D Accuracy = 0.7685 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0560 - g_loss: 1.4495 - d_accuracy: 0.7537 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0543 - g_loss: 1.4425 - d_accuracy: 0.7546Epoch 214: D Accuracy = 0.7639 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0548 - g_loss: 1.4349 - d_accuracy: 0.7549 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0327 - g_loss: 1.4401 - d_accuracy: 0.7663Epoch 215: D Accuracy = 0.7407 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0330 - g_loss: 1.4476 - d_accuracy: 0.7654 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0515 - g_loss: 1.4664 - d_accuracy: 0.7561Epoch 216: D Accuracy = 0.7546 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0546 - g_loss: 1.4480 - d_accuracy: 0.7561 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0680 - g_loss: 1.4761 - d_accuracy: 0.7519Epoch 217: D Accuracy = 0.6111 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0752 - g_loss: 1.4987 - d_accuracy: 0.7469 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0261 - g_loss: 1.4411 - d_accuracy: 0.7698Epoch 218: D Accuracy = 0.6944 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0280 - g_loss: 1.4539 - d_accuracy: 0.7671 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0127 - g_loss: 1.4630 - d_accuracy: 0.7795Epoch 219: D Accuracy = 0.8472 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0097 - g_loss: 1.4613 - d_accuracy: 0.7819 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0271 - g_loss: 1.5058 - d_accuracy: 0.7692Epoch 220: D Accuracy = 0.8194 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0266 - g_loss: 1.4967 - d_accuracy: 0.7710 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0136 - g_loss: 1.4714 - d_accuracy: 0.7732Epoch 221: D Accuracy = 0.8009 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0123 - g_loss: 1.4713 - d_accuracy: 0.7741 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0153 - g_loss: 1.4695 - d_accuracy: 0.7752Epoch 222: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0191 - g_loss: 1.4709 - d_accuracy: 0.7738 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0290 - g_loss: 1.4655 - d_accuracy: 0.7609Epoch 223: D Accuracy = 0.8287 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0286 - g_loss: 1.4588 - d_accuracy: 0.7633 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0194 - g_loss: 1.5018 - d_accuracy: 0.7708Epoch 224: D Accuracy = 0.8148 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0151 - g_loss: 1.5084 - d_accuracy: 0.7723 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9951 - g_loss: 1.5090 - d_accuracy: 0.7806Epoch 225: D Accuracy = 0.7824 27/27 [==============================] - 1s 38ms/step - d_loss: 0.9937 - g_loss: 1.5086 - d_accuracy: 0.7806 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0511 - g_loss: 1.4960 - d_accuracy: 0.7590Epoch 226: D Accuracy = 0.7778 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0495 - g_loss: 1.4951 - d_accuracy: 0.7597 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0264 - g_loss: 1.4910 - d_accuracy: 0.7649Epoch 227: D Accuracy = 0.8009 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0233 - g_loss: 1.4912 - d_accuracy: 0.7662 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0110 - g_loss: 1.5440 - d_accuracy: 0.7765Epoch 228: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0168 - g_loss: 1.5679 - d_accuracy: 0.7711 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0592 - g_loss: 1.4840 - d_accuracy: 0.7498Epoch 229: D Accuracy = 0.7685 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0598 - g_loss: 1.4686 - d_accuracy: 0.7505 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9858 - g_loss: 1.5194 - d_accuracy: 0.7902Epoch 230: D Accuracy = 0.7731 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9869 - g_loss: 1.5267 - d_accuracy: 0.7896 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0059 - g_loss: 1.5198 - d_accuracy: 0.7821Epoch 231: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0143 - g_loss: 1.5447 - d_accuracy: 0.7763 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0226 - g_loss: 1.5397 - d_accuracy: 0.7624Epoch 232: D Accuracy = 0.6944 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0227 - g_loss: 1.5586 - d_accuracy: 0.7600 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0342 - g_loss: 1.5027 - d_accuracy: 0.7664Epoch 233: D Accuracy = 0.7824 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0352 - g_loss: 1.4836 - d_accuracy: 0.7670 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0017 - g_loss: 1.5565 - d_accuracy: 0.7817Epoch 234: D Accuracy = 0.8981 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9975 - g_loss: 1.5521 - d_accuracy: 0.7858 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0024 - g_loss: 1.5322 - d_accuracy: 0.7824Epoch 235: D Accuracy = 0.8287 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9989 - g_loss: 1.5375 - d_accuracy: 0.7841 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0241 - g_loss: 1.5640 - d_accuracy: 0.7607Epoch 236: D Accuracy = 0.7963 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0239 - g_loss: 1.5497 - d_accuracy: 0.7620 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9945 - g_loss: 1.5399 - d_accuracy: 0.7789Epoch 237: D Accuracy = 0.8194 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9913 - g_loss: 1.5471 - d_accuracy: 0.7804 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0283 - g_loss: 1.5372 - d_accuracy: 0.7660Epoch 238: D Accuracy = 0.7685 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0290 - g_loss: 1.5318 - d_accuracy: 0.7661 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9850 - g_loss: 1.5633 - d_accuracy: 0.7853Epoch 239: D Accuracy = 0.7917 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9816 - g_loss: 1.5752 - d_accuracy: 0.7855 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0042 - g_loss: 1.5555 - d_accuracy: 0.7742Epoch 240: D Accuracy = 0.7639 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0027 - g_loss: 1.5633 - d_accuracy: 0.7739 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0010 - g_loss: 1.5552 - d_accuracy: 0.7819Epoch 241: D Accuracy = 0.7407 27/27 [==============================] - 1s 38ms/step - d_loss: 1.0027 - g_loss: 1.5612 - d_accuracy: 0.7804 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0189 - g_loss: 1.5636 - d_accuracy: 0.7739Epoch 242: D Accuracy = 0.8056 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0200 - g_loss: 1.5447 - d_accuracy: 0.7750 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9861 - g_loss: 1.5539 - d_accuracy: 0.7902Epoch 243: D Accuracy = 0.7685 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9885 - g_loss: 1.5326 - d_accuracy: 0.7894 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0193 - g_loss: 1.5766 - d_accuracy: 0.7648Epoch 244: D Accuracy = 0.7546 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0236 - g_loss: 1.5532 - d_accuracy: 0.7644 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0098 - g_loss: 1.5772 - d_accuracy: 0.7721Epoch 245: D Accuracy = 0.8704 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0066 - g_loss: 1.5780 - d_accuracy: 0.7756 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9846 - g_loss: 1.5807 - d_accuracy: 0.7846Epoch 246: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9838 - g_loss: 1.5735 - d_accuracy: 0.7864 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9623 - g_loss: 1.5797 - d_accuracy: 0.7949Epoch 247: D Accuracy = 0.8009 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9616 - g_loss: 1.5780 - d_accuracy: 0.7951 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0112 - g_loss: 1.6136 - d_accuracy: 0.7699Epoch 248: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0139 - g_loss: 1.6298 - d_accuracy: 0.7664 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0027 - g_loss: 1.5490 - d_accuracy: 0.7787Epoch 249: D Accuracy = 0.7639 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0014 - g_loss: 1.5550 - d_accuracy: 0.7782 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9864 - g_loss: 1.5922 - d_accuracy: 0.7812Epoch 250: D Accuracy = 0.7917 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9850 - g_loss: 1.6063 - d_accuracy: 0.7816 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9647 - g_loss: 1.5933 - d_accuracy: 0.7988Epoch 251: D Accuracy = 0.7870 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9644 - g_loss: 1.5927 - d_accuracy: 0.7984 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9832 - g_loss: 1.5960 - d_accuracy: 0.7891Epoch 252: D Accuracy = 0.8380 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9794 - g_loss: 1.5998 - d_accuracy: 0.7909 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9772 - g_loss: 1.6215 - d_accuracy: 0.7905Epoch 253: D Accuracy = 0.8194 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9779 - g_loss: 1.6079 - d_accuracy: 0.7915 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0131 - g_loss: 1.6534 - d_accuracy: 0.7676Epoch 254: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0112 - g_loss: 1.6734 - d_accuracy: 0.7664 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9940 - g_loss: 1.6035 - d_accuracy: 0.7782Epoch 255: D Accuracy = 0.7685 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9937 - g_loss: 1.6058 - d_accuracy: 0.7778 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9593 - g_loss: 1.6095 - d_accuracy: 0.8019Epoch 256: D Accuracy = 0.7731 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9601 - g_loss: 1.6183 - d_accuracy: 0.8009 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9771 - g_loss: 1.6478 - d_accuracy: 0.7923Epoch 257: D Accuracy = 0.8426 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9757 - g_loss: 1.6428 - d_accuracy: 0.7941 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9631 - g_loss: 1.6243 - d_accuracy: 0.7954Epoch 258: D Accuracy = 0.8194 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9625 - g_loss: 1.6246 - d_accuracy: 0.7963 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9584 - g_loss: 1.6651 - d_accuracy: 0.7993Epoch 259: D Accuracy = 0.6713 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9622 - g_loss: 1.6826 - d_accuracy: 0.7947 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9697 - g_loss: 1.6068 - d_accuracy: 0.7945Epoch 260: D Accuracy = 0.8380 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9707 - g_loss: 1.5915 - d_accuracy: 0.7960 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9894 - g_loss: 1.6651 - d_accuracy: 0.7829Epoch 261: D Accuracy = 0.7269 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9888 - g_loss: 1.6733 - d_accuracy: 0.7809 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9856 - g_loss: 1.6581 - d_accuracy: 0.7769Epoch 262: D Accuracy = 0.7546 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9852 - g_loss: 1.6750 - d_accuracy: 0.7761 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9343 - g_loss: 1.6074 - d_accuracy: 0.8182Epoch 263: D Accuracy = 0.8380 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9358 - g_loss: 1.5946 - d_accuracy: 0.8189
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9418 - g_loss: 1.6645 - d_accuracy: 0.8018Epoch 264: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9440 - g_loss: 1.6564 - d_accuracy: 0.7999 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9750 - g_loss: 1.6733 - d_accuracy: 0.7842Epoch 265: D Accuracy = 0.8287 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9749 - g_loss: 1.6584 - d_accuracy: 0.7858 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9850 - g_loss: 1.6681 - d_accuracy: 0.7788Epoch 266: D Accuracy = 0.7963 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9819 - g_loss: 1.6699 - d_accuracy: 0.7794 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9329 - g_loss: 1.6676 - d_accuracy: 0.8139Epoch 267: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9357 - g_loss: 1.6779 - d_accuracy: 0.8117 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9555 - g_loss: 1.6833 - d_accuracy: 0.7940Epoch 268: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9527 - g_loss: 1.6807 - d_accuracy: 0.7954 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9502 - g_loss: 1.7076 - d_accuracy: 0.7975Epoch 269: D Accuracy = 0.8056 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9498 - g_loss: 1.7076 - d_accuracy: 0.7978 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9669 - g_loss: 1.6730 - d_accuracy: 0.7967Epoch 270: D Accuracy = 0.8241 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9677 - g_loss: 1.6624 - d_accuracy: 0.7977 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9527 - g_loss: 1.6758 - d_accuracy: 0.7950Epoch 271: D Accuracy = 0.8056 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9544 - g_loss: 1.6602 - d_accuracy: 0.7954 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9483 - g_loss: 1.6858 - d_accuracy: 0.7999Epoch 272: D Accuracy = 0.7546 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9489 - g_loss: 1.6923 - d_accuracy: 0.7983 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0026 - g_loss: 1.6864 - d_accuracy: 0.7720Epoch 273: D Accuracy = 0.7685 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0004 - g_loss: 1.6983 - d_accuracy: 0.7718 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9609 - g_loss: 1.6622 - d_accuracy: 0.7970Epoch 274: D Accuracy = 0.8426 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9606 - g_loss: 1.6415 - d_accuracy: 0.7986 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9437 - g_loss: 1.7369 - d_accuracy: 0.8038Epoch 275: D Accuracy = 0.8148 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9415 - g_loss: 1.7459 - d_accuracy: 0.8042 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9481 - g_loss: 1.6717 - d_accuracy: 0.7988Epoch 276: D Accuracy = 0.8565 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9449 - g_loss: 1.6654 - d_accuracy: 0.8009 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9447 - g_loss: 1.7339 - d_accuracy: 0.8017Epoch 277: D Accuracy = 0.7593 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9466 - g_loss: 1.7312 - d_accuracy: 0.8002 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9601 - g_loss: 1.6961 - d_accuracy: 0.7910Epoch 278: D Accuracy = 0.7870 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9642 - g_loss: 1.6738 - d_accuracy: 0.7909 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9236 - g_loss: 1.7483 - d_accuracy: 0.8110Epoch 279: D Accuracy = 0.7824 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9238 - g_loss: 1.7704 - d_accuracy: 0.8099 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9402 - g_loss: 1.7160 - d_accuracy: 0.8078Epoch 280: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9439 - g_loss: 1.7239 - d_accuracy: 0.8046 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9435 - g_loss: 1.7150 - d_accuracy: 0.8030Epoch 281: D Accuracy = 0.7917 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9445 - g_loss: 1.7072 - d_accuracy: 0.8026 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9481 - g_loss: 1.6958 - d_accuracy: 0.8062Epoch 282: D Accuracy = 0.7639 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9529 - g_loss: 1.6785 - d_accuracy: 0.8047 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9400 - g_loss: 1.7412 - d_accuracy: 0.8027Epoch 283: D Accuracy = 0.8009 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9420 - g_loss: 1.7188 - d_accuracy: 0.8026 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9320 - g_loss: 1.7509 - d_accuracy: 0.8081Epoch 284: D Accuracy = 0.8889 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9265 - g_loss: 1.7540 - d_accuracy: 0.8110 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9229 - g_loss: 1.7091 - d_accuracy: 0.8141Epoch 285: D Accuracy = 0.8750 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9173 - g_loss: 1.7198 - d_accuracy: 0.8163 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9278 - g_loss: 1.7644 - d_accuracy: 0.8053Epoch 286: D Accuracy = 0.7870 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9299 - g_loss: 1.7499 - d_accuracy: 0.8047 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8997 - g_loss: 1.7785 - d_accuracy: 0.8245Epoch 287: D Accuracy = 0.7315 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9010 - g_loss: 1.7886 - d_accuracy: 0.8212 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9422 - g_loss: 1.7371 - d_accuracy: 0.8035Epoch 288: D Accuracy = 0.8380 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9410 - g_loss: 1.7309 - d_accuracy: 0.8047 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9129 - g_loss: 1.7716 - d_accuracy: 0.8193Epoch 289: D Accuracy = 0.8472 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9138 - g_loss: 1.7542 - d_accuracy: 0.8203 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9096 - g_loss: 1.7466 - d_accuracy: 0.8178Epoch 290: D Accuracy = 0.7917 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9158 - g_loss: 1.7214 - d_accuracy: 0.8169 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9351 - g_loss: 1.7867 - d_accuracy: 0.8057Epoch 291: D Accuracy = 0.8009 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9370 - g_loss: 1.7649 - d_accuracy: 0.8055 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9548 - g_loss: 1.8034 - d_accuracy: 0.7957Epoch 292: D Accuracy = 0.8241 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9507 - g_loss: 1.8200 - d_accuracy: 0.7967 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9093 - g_loss: 1.7548 - d_accuracy: 0.8192Epoch 293: D Accuracy = 0.7639 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9116 - g_loss: 1.7658 - d_accuracy: 0.8173 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9384 - g_loss: 1.8145 - d_accuracy: 0.8000Epoch 294: D Accuracy = 0.7130 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9408 - g_loss: 1.8302 - d_accuracy: 0.7969 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9303 - g_loss: 1.7607 - d_accuracy: 0.8144Epoch 295: D Accuracy = 0.8472 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9274 - g_loss: 1.7584 - d_accuracy: 0.8155
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9118 - g_loss: 1.7891 - d_accuracy: 0.8122Epoch 296: D Accuracy = 0.8704 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9104 - g_loss: 1.7793 - d_accuracy: 0.8143 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9148 - g_loss: 1.8145 - d_accuracy: 0.8122Epoch 297: D Accuracy = 0.7917 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9185 - g_loss: 1.7952 - d_accuracy: 0.8114 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9160 - g_loss: 1.8235 - d_accuracy: 0.8125Epoch 298: D Accuracy = 0.7778 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9163 - g_loss: 1.8333 - d_accuracy: 0.8113 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9014 - g_loss: 1.7680 - d_accuracy: 0.8226Epoch 299: D Accuracy = 0.8287 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9029 - g_loss: 1.7508 - d_accuracy: 0.8229 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9472 - g_loss: 1.8663 - d_accuracy: 0.7985 Class 14 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.7593 27/27 [==============================] - 1s 42ms/step - d_loss: 0.9461 - g_loss: 1.8694 - d_accuracy: 0.7971 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9197 - g_loss: 1.7901 - d_accuracy: 0.8151Epoch 301: D Accuracy = 0.8565 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9164 - g_loss: 1.7911 - d_accuracy: 0.8166 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9532 - g_loss: 1.8267 - d_accuracy: 0.8004Epoch 302: D Accuracy = 0.8287 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9485 - g_loss: 1.8285 - d_accuracy: 0.8014 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9164 - g_loss: 1.8239 - d_accuracy: 0.8079Epoch 303: D Accuracy = 0.7593 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9170 - g_loss: 1.8301 - d_accuracy: 0.8062 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8722 - g_loss: 1.8414 - d_accuracy: 0.8337Epoch 304: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8736 - g_loss: 1.8349 - d_accuracy: 0.8337 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9139 - g_loss: 1.8507 - d_accuracy: 0.8136Epoch 305: D Accuracy = 0.7593 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9164 - g_loss: 1.8615 - d_accuracy: 0.8116 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8945 - g_loss: 1.8443 - d_accuracy: 0.8275Epoch 306: D Accuracy = 0.8148 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8960 - g_loss: 1.8256 - d_accuracy: 0.8270 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8919 - g_loss: 1.8902 - d_accuracy: 0.8238Epoch 307: D Accuracy = 0.8565 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8901 - g_loss: 1.8890 - d_accuracy: 0.8250 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8997 - g_loss: 1.8319 - d_accuracy: 0.8241Epoch 308: D Accuracy = 0.8472 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9017 - g_loss: 1.8120 - d_accuracy: 0.8249 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9214 - g_loss: 1.8780 - d_accuracy: 0.8090Epoch 309: D Accuracy = 0.7963 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9201 - g_loss: 1.8861 - d_accuracy: 0.8086 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8848 - g_loss: 1.8384 - d_accuracy: 0.8276Epoch 310: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8842 - g_loss: 1.8350 - d_accuracy: 0.8278 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8862 - g_loss: 1.8320 - d_accuracy: 0.8284Epoch 311: D Accuracy = 0.8472 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8871 - g_loss: 1.8164 - d_accuracy: 0.8291 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9214 - g_loss: 1.8880 - d_accuracy: 0.8126Epoch 312: D Accuracy = 0.8148 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9205 - g_loss: 1.9029 - d_accuracy: 0.8127 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8935 - g_loss: 1.8708 - d_accuracy: 0.8187Epoch 313: D Accuracy = 0.7731 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8954 - g_loss: 1.8939 - d_accuracy: 0.8171 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8959 - g_loss: 1.8681 - d_accuracy: 0.8139Epoch 314: D Accuracy = 0.7593 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8958 - g_loss: 1.8846 - d_accuracy: 0.8119 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9010 - g_loss: 1.8785 - d_accuracy: 0.8228Epoch 315: D Accuracy = 0.8750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8980 - g_loss: 1.8882 - d_accuracy: 0.8246 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8639 - g_loss: 1.8990 - d_accuracy: 0.8405Epoch 316: D Accuracy = 0.8704 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8634 - g_loss: 1.8955 - d_accuracy: 0.8416 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9168 - g_loss: 1.8912 - d_accuracy: 0.8140Epoch 317: D Accuracy = 0.8287 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9179 - g_loss: 1.8695 - d_accuracy: 0.8145 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8713 - g_loss: 1.9223 - d_accuracy: 0.8376Epoch 318: D Accuracy = 0.8056 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8721 - g_loss: 1.9304 - d_accuracy: 0.8364 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8845 - g_loss: 1.8812 - d_accuracy: 0.8266Epoch 319: D Accuracy = 0.8796 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8831 - g_loss: 1.8699 - d_accuracy: 0.8285 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8699 - g_loss: 1.9209 - d_accuracy: 0.8317Epoch 320: D Accuracy = 0.9120 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8656 - g_loss: 1.9166 - d_accuracy: 0.8345 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8681 - g_loss: 1.9166 - d_accuracy: 0.8360Epoch 321: D Accuracy = 0.8611 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8699 - g_loss: 1.8958 - d_accuracy: 0.8369 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8585 - g_loss: 1.9572 - d_accuracy: 0.8357Epoch 322: D Accuracy = 0.7870 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8604 - g_loss: 1.9523 - d_accuracy: 0.8340 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8899 - g_loss: 1.9285 - d_accuracy: 0.8222Epoch 323: D Accuracy = 0.7731 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8913 - g_loss: 1.9422 - d_accuracy: 0.8204 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8801 - g_loss: 1.9007 - d_accuracy: 0.8315Epoch 324: D Accuracy = 0.9074 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8756 - g_loss: 1.8984 - d_accuracy: 0.8342 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8951 - g_loss: 1.9345 - d_accuracy: 0.8165Epoch 325: D Accuracy = 0.7917 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8957 - g_loss: 1.9433 - d_accuracy: 0.8156 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9051 - g_loss: 1.9330 - d_accuracy: 0.8138Epoch 326: D Accuracy = 0.8935 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9027 - g_loss: 1.9196 - d_accuracy: 0.8166 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8665 - g_loss: 1.9249 - d_accuracy: 0.8336Epoch 327: D Accuracy = 0.8241 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8695 - g_loss: 1.9084 - d_accuracy: 0.8333 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8884 - g_loss: 1.9257 - d_accuracy: 0.8209Epoch 328: D Accuracy = 0.8565 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8865 - g_loss: 1.9125 - d_accuracy: 0.8222 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8580 - g_loss: 1.9338 - d_accuracy: 0.8387Epoch 329: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8580 - g_loss: 1.9364 - d_accuracy: 0.8385 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8693 - g_loss: 1.9583 - d_accuracy: 0.8352Epoch 330: D Accuracy = 0.8241 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8679 - g_loss: 1.9661 - d_accuracy: 0.8348 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8780 - g_loss: 1.9522 - d_accuracy: 0.8290Epoch 331: D Accuracy = 0.8194 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8772 - g_loss: 1.9713 - d_accuracy: 0.8286 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8755 - g_loss: 1.9272 - d_accuracy: 0.8255Epoch 332: D Accuracy = 0.7917 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8766 - g_loss: 1.9298 - d_accuracy: 0.8243 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8579 - g_loss: 1.9558 - d_accuracy: 0.8399Epoch 333: D Accuracy = 0.8565 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8583 - g_loss: 1.9418 - d_accuracy: 0.8405 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8573 - g_loss: 2.0170 - d_accuracy: 0.8386Epoch 334: D Accuracy = 0.8056 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8581 - g_loss: 2.0385 - d_accuracy: 0.8374 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8616 - g_loss: 1.9648 - d_accuracy: 0.8342Epoch 335: D Accuracy = 0.8287 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8633 - g_loss: 1.9440 - d_accuracy: 0.8340 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8487 - g_loss: 1.9675 - d_accuracy: 0.8416Epoch 336: D Accuracy = 0.8704 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8475 - g_loss: 1.9596 - d_accuracy: 0.8426 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8898 - g_loss: 1.9771 - d_accuracy: 0.8267Epoch 337: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8874 - g_loss: 1.9737 - d_accuracy: 0.8284 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8209 - g_loss: 2.0190 - d_accuracy: 0.8573Epoch 338: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8192 - g_loss: 2.0151 - d_accuracy: 0.8580 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8794 - g_loss: 2.0021 - d_accuracy: 0.8254Epoch 339: D Accuracy = 0.8843 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8786 - g_loss: 1.9860 - d_accuracy: 0.8275 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8410 - g_loss: 2.0269 - d_accuracy: 0.8488Epoch 340: D Accuracy = 0.8657 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8397 - g_loss: 2.0268 - d_accuracy: 0.8494 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8684 - g_loss: 2.0101 - d_accuracy: 0.8309Epoch 341: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8647 - g_loss: 2.0194 - d_accuracy: 0.8324 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8680 - g_loss: 1.9600 - d_accuracy: 0.8345Epoch 342: D Accuracy = 0.9028 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8670 - g_loss: 1.9429 - d_accuracy: 0.8369 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8782 - g_loss: 2.0175 - d_accuracy: 0.8267Epoch 343: D Accuracy = 0.8519 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8810 - g_loss: 1.9890 - d_accuracy: 0.8276 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8602 - g_loss: 1.9847 - d_accuracy: 0.8353Epoch 344: D Accuracy = 0.8704 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8580 - g_loss: 1.9880 - d_accuracy: 0.8366 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9232 - g_loss: 2.0368 - d_accuracy: 0.8042Epoch 345: D Accuracy = 0.7685 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9216 - g_loss: 2.0492 - d_accuracy: 0.8029 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8602 - g_loss: 1.9829 - d_accuracy: 0.8360Epoch 346: D Accuracy = 0.8426 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8581 - g_loss: 1.9831 - d_accuracy: 0.8363 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8256 - g_loss: 2.0033 - d_accuracy: 0.8566Epoch 347: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8247 - g_loss: 2.0024 - d_accuracy: 0.8573 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8708 - g_loss: 2.0328 - d_accuracy: 0.8304Epoch 348: D Accuracy = 0.8241 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8755 - g_loss: 2.0074 - d_accuracy: 0.8302 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8766 - g_loss: 2.0081 - d_accuracy: 0.8276Epoch 349: D Accuracy = 0.8657 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8773 - g_loss: 1.9818 - d_accuracy: 0.8290 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8635 - g_loss: 1.9986 - d_accuracy: 0.8348Epoch 350: D Accuracy = 0.8472 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8647 - g_loss: 1.9850 - d_accuracy: 0.8352 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8499 - g_loss: 2.0215 - d_accuracy: 0.8448Epoch 351: D Accuracy = 0.8102 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8495 - g_loss: 2.0374 - d_accuracy: 0.8436 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8251 - g_loss: 2.0230 - d_accuracy: 0.8554Epoch 352: D Accuracy = 0.8611 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8279 - g_loss: 2.0010 - d_accuracy: 0.8556 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8649 - g_loss: 2.0490 - d_accuracy: 0.8332Epoch 353: D Accuracy = 0.8796 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8619 - g_loss: 2.0454 - d_accuracy: 0.8349 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8228 - g_loss: 2.0224 - d_accuracy: 0.8493Epoch 354: D Accuracy = 0.9167 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8194 - g_loss: 2.0190 - d_accuracy: 0.8517 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8248 - g_loss: 2.0547 - d_accuracy: 0.8506Epoch 355: D Accuracy = 0.8843 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8237 - g_loss: 2.0544 - d_accuracy: 0.8518 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8170 - g_loss: 2.0765 - d_accuracy: 0.8567Epoch 356: D Accuracy = 0.8889 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8161 - g_loss: 2.0664 - d_accuracy: 0.8579 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8309 - g_loss: 2.0567 - d_accuracy: 0.8451Epoch 357: D Accuracy = 0.9120 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8285 - g_loss: 2.0471 - d_accuracy: 0.8475 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8401 - g_loss: 2.1367 - d_accuracy: 0.8407Epoch 358: D Accuracy = 0.8287 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8400 - g_loss: 2.1427 - d_accuracy: 0.8403 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8358 - g_loss: 2.0924 - d_accuracy: 0.8436Epoch 359: D Accuracy = 0.7546 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8383 - g_loss: 2.1131 - d_accuracy: 0.8405 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8100 - g_loss: 2.0608 - d_accuracy: 0.8624Epoch 360: D Accuracy = 0.9167 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8076 - g_loss: 2.0589 - d_accuracy: 0.8643 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8355 - g_loss: 2.1030 - d_accuracy: 0.8492Epoch 361: D Accuracy = 0.8472 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8359 - g_loss: 2.0972 - d_accuracy: 0.8492 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8247 - g_loss: 2.0599 - d_accuracy: 0.8482Epoch 362: D Accuracy = 0.8611 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8230 - g_loss: 2.0655 - d_accuracy: 0.8486 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8410 - g_loss: 2.1548 - d_accuracy: 0.8406Epoch 363: D Accuracy = 0.7269 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8437 - g_loss: 2.1813 - d_accuracy: 0.8365
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8269 - g_loss: 2.0649 - d_accuracy: 0.8507Epoch 364: D Accuracy = 0.8472 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8268 - g_loss: 2.0746 - d_accuracy: 0.8506 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8445 - g_loss: 2.1093 - d_accuracy: 0.8448Epoch 365: D Accuracy = 0.8380 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8433 - g_loss: 2.1237 - d_accuracy: 0.8446 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8516 - g_loss: 2.0873 - d_accuracy: 0.8395Epoch 366: D Accuracy = 0.7824 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8541 - g_loss: 2.1026 - d_accuracy: 0.8374 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8484 - g_loss: 2.0723 - d_accuracy: 0.8395Epoch 367: D Accuracy = 0.7731 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8494 - g_loss: 2.0965 - d_accuracy: 0.8372 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8002 - g_loss: 2.0961 - d_accuracy: 0.8647Epoch 368: D Accuracy = 0.8750 27/27 [==============================] - 1s 38ms/step - d_loss: 0.7999 - g_loss: 2.0930 - d_accuracy: 0.8651 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7949 - g_loss: 2.1124 - d_accuracy: 0.8641Epoch 369: D Accuracy = 0.8704 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7956 - g_loss: 2.1057 - d_accuracy: 0.8643 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8327 - g_loss: 2.1765 - d_accuracy: 0.8403Epoch 370: D Accuracy = 0.8611 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8329 - g_loss: 2.1609 - d_accuracy: 0.8411 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8010 - g_loss: 2.1055 - d_accuracy: 0.8603Epoch 371: D Accuracy = 0.8843 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8020 - g_loss: 2.0895 - d_accuracy: 0.8612 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8395 - g_loss: 2.1274 - d_accuracy: 0.8439Epoch 372: D Accuracy = 0.6944 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8455 - g_loss: 2.1644 - d_accuracy: 0.8385 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8951 - g_loss: 2.1530 - d_accuracy: 0.8126Epoch 373: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8967 - g_loss: 2.1906 - d_accuracy: 0.8092 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8123 - g_loss: 2.0616 - d_accuracy: 0.8543Epoch 374: D Accuracy = 0.8565 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8154 - g_loss: 2.0390 - d_accuracy: 0.8544 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8299 - g_loss: 2.1528 - d_accuracy: 0.8383Epoch 375: D Accuracy = 0.8519 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8272 - g_loss: 2.1603 - d_accuracy: 0.8387 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8042 - g_loss: 2.1814 - d_accuracy: 0.8588Epoch 376: D Accuracy = 0.9074 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8022 - g_loss: 2.1736 - d_accuracy: 0.8606 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8049 - g_loss: 2.1524 - d_accuracy: 0.8571Epoch 377: D Accuracy = 0.8565 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8051 - g_loss: 2.1505 - d_accuracy: 0.8571 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8031 - g_loss: 2.1797 - d_accuracy: 0.8590Epoch 378: D Accuracy = 0.9306 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8002 - g_loss: 2.1677 - d_accuracy: 0.8615 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8325 - g_loss: 2.1596 - d_accuracy: 0.8443Epoch 379: D Accuracy = 0.8704 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8317 - g_loss: 2.1425 - d_accuracy: 0.8452 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8591 - g_loss: 2.1824 - d_accuracy: 0.8273Epoch 380: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8593 - g_loss: 2.1687 - d_accuracy: 0.8275 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8027 - g_loss: 2.1374 - d_accuracy: 0.8629Epoch 381: D Accuracy = 0.8657 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8040 - g_loss: 2.1215 - d_accuracy: 0.8630 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8268 - g_loss: 2.2015 - d_accuracy: 0.8480Epoch 382: D Accuracy = 0.8287 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8315 - g_loss: 2.1706 - d_accuracy: 0.8473 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7838 - g_loss: 2.2095 - d_accuracy: 0.8659Epoch 383: D Accuracy = 0.8519 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7828 - g_loss: 2.2167 - d_accuracy: 0.8654 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8176 - g_loss: 2.1621 - d_accuracy: 0.8580Epoch 384: D Accuracy = 0.8056 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8197 - g_loss: 2.1505 - d_accuracy: 0.8561 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8324 - g_loss: 2.2162 - d_accuracy: 0.8501Epoch 385: D Accuracy = 0.8750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8290 - g_loss: 2.2229 - d_accuracy: 0.8510 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8065 - g_loss: 2.1751 - d_accuracy: 0.8577Epoch 386: D Accuracy = 0.8611 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8036 - g_loss: 2.1930 - d_accuracy: 0.8578 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8002 - g_loss: 2.2164 - d_accuracy: 0.8593Epoch 387: D Accuracy = 0.7685 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8051 - g_loss: 2.2336 - d_accuracy: 0.8561 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8708 - g_loss: 2.1844 - d_accuracy: 0.8240Epoch 388: D Accuracy = 0.8843 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8686 - g_loss: 2.1664 - d_accuracy: 0.8261 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8124 - g_loss: 2.2079 - d_accuracy: 0.8543Epoch 389: D Accuracy = 0.8565 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8109 - g_loss: 2.2248 - d_accuracy: 0.8544 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8524 - g_loss: 2.1397 - d_accuracy: 0.8363Epoch 390: D Accuracy = 0.8704 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8514 - g_loss: 2.1270 - d_accuracy: 0.8376 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7889 - g_loss: 2.2079 - d_accuracy: 0.8636Epoch 391: D Accuracy = 0.9074 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7873 - g_loss: 2.1973 - d_accuracy: 0.8652 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7827 - g_loss: 2.2381 - d_accuracy: 0.8657Epoch 392: D Accuracy = 0.8935 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7795 - g_loss: 2.2554 - d_accuracy: 0.8667 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7848 - g_loss: 2.1740 - d_accuracy: 0.8694Epoch 393: D Accuracy = 0.9074 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7827 - g_loss: 2.1668 - d_accuracy: 0.8708 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7837 - g_loss: 2.2610 - d_accuracy: 0.8633Epoch 394: D Accuracy = 0.8565 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7841 - g_loss: 2.2552 - d_accuracy: 0.8631 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8139 - g_loss: 2.2540 - d_accuracy: 0.8550Epoch 395: D Accuracy = 0.8657 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8107 - g_loss: 2.2710 - d_accuracy: 0.8554
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7985 - g_loss: 2.2190 - d_accuracy: 0.8571Epoch 396: D Accuracy = 0.8750 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7982 - g_loss: 2.2051 - d_accuracy: 0.8577 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7902 - g_loss: 2.2282 - d_accuracy: 0.8658Epoch 397: D Accuracy = 0.9120 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7877 - g_loss: 2.2294 - d_accuracy: 0.8675 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8166 - g_loss: 2.2467 - d_accuracy: 0.8473Epoch 398: D Accuracy = 0.7963 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8178 - g_loss: 2.2649 - d_accuracy: 0.8455 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7792 - g_loss: 2.2379 - d_accuracy: 0.8688Epoch 399: D Accuracy = 0.8611 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7782 - g_loss: 2.2483 - d_accuracy: 0.8686 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8217 - g_loss: 2.2395 - d_accuracy: 0.8500 Class 14 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.7870 27/27 [==============================] - 1s 40ms/step - d_loss: 0.8255 - g_loss: 2.2203 - d_accuracy: 0.8478 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7880 - g_loss: 2.2224 - d_accuracy: 0.8640Epoch 401: D Accuracy = 0.8981 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7867 - g_loss: 2.2136 - d_accuracy: 0.8652 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8234 - g_loss: 2.2569 - d_accuracy: 0.8490Epoch 402: D Accuracy = 0.8565 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8218 - g_loss: 2.2563 - d_accuracy: 0.8493 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7945 - g_loss: 2.2421 - d_accuracy: 0.8588Epoch 403: D Accuracy = 0.7685 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7962 - g_loss: 2.2871 - d_accuracy: 0.8555 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7819 - g_loss: 2.2278 - d_accuracy: 0.8709Epoch 404: D Accuracy = 0.9213 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7779 - g_loss: 2.2394 - d_accuracy: 0.8727 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7711 - g_loss: 2.2468 - d_accuracy: 0.8728Epoch 405: D Accuracy = 0.8426 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7717 - g_loss: 2.2472 - d_accuracy: 0.8717 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7805 - g_loss: 2.3307 - d_accuracy: 0.8658Epoch 406: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7798 - g_loss: 2.3626 - d_accuracy: 0.8646 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7728 - g_loss: 2.3220 - d_accuracy: 0.8695Epoch 407: D Accuracy = 0.8009 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7739 - g_loss: 2.3585 - d_accuracy: 0.8671 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7734 - g_loss: 2.2647 - d_accuracy: 0.8732Epoch 408: D Accuracy = 0.8843 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7706 - g_loss: 2.2759 - d_accuracy: 0.8736 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8459 - g_loss: 2.3446 - d_accuracy: 0.8392Epoch 409: D Accuracy = 0.7222 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8479 - g_loss: 2.3939 - d_accuracy: 0.8351 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7998 - g_loss: 2.2593 - d_accuracy: 0.8628Epoch 410: D Accuracy = 0.8333 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7999 - g_loss: 2.2580 - d_accuracy: 0.8617 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7981 - g_loss: 2.2802 - d_accuracy: 0.8569Epoch 411: D Accuracy = 0.8981 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7961 - g_loss: 2.2712 - d_accuracy: 0.8584 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7741 - g_loss: 2.2840 - d_accuracy: 0.8709Epoch 412: D Accuracy = 0.8704 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7719 - g_loss: 2.3063 - d_accuracy: 0.8709 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7931 - g_loss: 2.2608 - d_accuracy: 0.8646Epoch 413: D Accuracy = 0.8843 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7922 - g_loss: 2.2487 - d_accuracy: 0.8653 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8060 - g_loss: 2.3071 - d_accuracy: 0.8481Epoch 414: D Accuracy = 0.9074 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8059 - g_loss: 2.2884 - d_accuracy: 0.8503 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7821 - g_loss: 2.2549 - d_accuracy: 0.8647Epoch 415: D Accuracy = 0.9167 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7796 - g_loss: 2.2590 - d_accuracy: 0.8665 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7967 - g_loss: 2.2779 - d_accuracy: 0.8609Epoch 416: D Accuracy = 0.9120 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7936 - g_loss: 2.2768 - d_accuracy: 0.8627 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7873 - g_loss: 2.3345 - d_accuracy: 0.8620Epoch 417: D Accuracy = 0.9120 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7837 - g_loss: 2.3390 - d_accuracy: 0.8638 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7751 - g_loss: 2.3037 - d_accuracy: 0.8703Epoch 418: D Accuracy = 0.8704 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7756 - g_loss: 2.2909 - d_accuracy: 0.8703 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8213 - g_loss: 2.3162 - d_accuracy: 0.8472Epoch 419: D Accuracy = 0.7778 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8221 - g_loss: 2.3352 - d_accuracy: 0.8448 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7936 - g_loss: 2.2999 - d_accuracy: 0.8638Epoch 420: D Accuracy = 0.8935 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7916 - g_loss: 2.2920 - d_accuracy: 0.8649 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7485 - g_loss: 2.3496 - d_accuracy: 0.8778Epoch 421: D Accuracy = 0.8657 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7495 - g_loss: 2.3463 - d_accuracy: 0.8774 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7797 - g_loss: 2.3393 - d_accuracy: 0.8672Epoch 422: D Accuracy = 0.8565 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7823 - g_loss: 2.3217 - d_accuracy: 0.8668 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7728 - g_loss: 2.3115 - d_accuracy: 0.8670Epoch 423: D Accuracy = 0.8889 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7748 - g_loss: 2.2878 - d_accuracy: 0.8678 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7654 - g_loss: 2.4076 - d_accuracy: 0.8718Epoch 424: D Accuracy = 0.8009 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7685 - g_loss: 2.4356 - d_accuracy: 0.8693 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8045 - g_loss: 2.3501 - d_accuracy: 0.8544Epoch 425: D Accuracy = 0.7222 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8094 - g_loss: 2.3735 - d_accuracy: 0.8497 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7506 - g_loss: 2.3473 - d_accuracy: 0.8783Epoch 426: D Accuracy = 0.8704 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7494 - g_loss: 2.3671 - d_accuracy: 0.8780 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7408 - g_loss: 2.3858 - d_accuracy: 0.8779Epoch 427: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7404 - g_loss: 2.3835 - d_accuracy: 0.8778 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8455 - g_loss: 2.3340 - d_accuracy: 0.8379Epoch 428: D Accuracy = 0.9120 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8406 - g_loss: 2.3390 - d_accuracy: 0.8405 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7823 - g_loss: 2.2992 - d_accuracy: 0.8661Epoch 429: D Accuracy = 0.8796 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7810 - g_loss: 2.2944 - d_accuracy: 0.8665 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8091 - g_loss: 2.3431 - d_accuracy: 0.8498Epoch 430: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8057 - g_loss: 2.3520 - d_accuracy: 0.8507 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7478 - g_loss: 2.3620 - d_accuracy: 0.8805Epoch 431: D Accuracy = 0.8704 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7515 - g_loss: 2.3427 - d_accuracy: 0.8801 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7601 - g_loss: 2.4191 - d_accuracy: 0.8693Epoch 432: D Accuracy = 0.9167 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7564 - g_loss: 2.4248 - d_accuracy: 0.8710 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7691 - g_loss: 2.3534 - d_accuracy: 0.8707Epoch 433: D Accuracy = 0.8889 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7701 - g_loss: 2.3368 - d_accuracy: 0.8714 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7415 - g_loss: 2.3975 - d_accuracy: 0.8830Epoch 434: D Accuracy = 0.9028 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7396 - g_loss: 2.4109 - d_accuracy: 0.8837 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7662 - g_loss: 2.4196 - d_accuracy: 0.8698Epoch 435: D Accuracy = 0.7824 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7680 - g_loss: 2.4568 - d_accuracy: 0.8667 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7827 - g_loss: 2.3522 - d_accuracy: 0.8655Epoch 436: D Accuracy = 0.9120 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7804 - g_loss: 2.3364 - d_accuracy: 0.8672 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7793 - g_loss: 2.4144 - d_accuracy: 0.8660Epoch 437: D Accuracy = 0.8935 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7766 - g_loss: 2.4236 - d_accuracy: 0.8670 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7740 - g_loss: 2.3729 - d_accuracy: 0.8674Epoch 438: D Accuracy = 0.9167 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7709 - g_loss: 2.3683 - d_accuracy: 0.8692 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7182 - g_loss: 2.3732 - d_accuracy: 0.8929Epoch 439: D Accuracy = 0.8889 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7188 - g_loss: 2.3694 - d_accuracy: 0.8927 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7810 - g_loss: 2.4051 - d_accuracy: 0.8623Epoch 440: D Accuracy = 0.8009 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7922 - g_loss: 2.3635 - d_accuracy: 0.8601 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7798 - g_loss: 2.4063 - d_accuracy: 0.8638Epoch 441: D Accuracy = 0.8889 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7761 - g_loss: 2.4208 - d_accuracy: 0.8647 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7435 - g_loss: 2.3945 - d_accuracy: 0.8848Epoch 442: D Accuracy = 0.9167 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7409 - g_loss: 2.3995 - d_accuracy: 0.8859 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7628 - g_loss: 2.4242 - d_accuracy: 0.8706Epoch 443: D Accuracy = 0.8565 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7619 - g_loss: 2.4353 - d_accuracy: 0.8701 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7524 - g_loss: 2.4253 - d_accuracy: 0.8767Epoch 444: D Accuracy = 0.8519 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7519 - g_loss: 2.4409 - d_accuracy: 0.8759 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7843 - g_loss: 2.4389 - d_accuracy: 0.8644Epoch 445: D Accuracy = 0.7917 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7844 - g_loss: 2.4751 - d_accuracy: 0.8618 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7803 - g_loss: 2.4070 - d_accuracy: 0.8664Epoch 446: D Accuracy = 0.7917 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7835 - g_loss: 2.4258 - d_accuracy: 0.8637 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7514 - g_loss: 2.4332 - d_accuracy: 0.8798Epoch 447: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7522 - g_loss: 2.4271 - d_accuracy: 0.8796 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7765 - g_loss: 2.4083 - d_accuracy: 0.8687Epoch 448: D Accuracy = 0.9306 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7742 - g_loss: 2.3912 - d_accuracy: 0.8709 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7097 - g_loss: 2.4464 - d_accuracy: 0.8972Epoch 449: D Accuracy = 0.9028 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7085 - g_loss: 2.4586 - d_accuracy: 0.8974 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7960 - g_loss: 2.4676 - d_accuracy: 0.8568Epoch 450: D Accuracy = 0.8241 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7944 - g_loss: 2.4927 - d_accuracy: 0.8556 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7526 - g_loss: 2.4262 - d_accuracy: 0.8751Epoch 451: D Accuracy = 0.9213 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7497 - g_loss: 2.4352 - d_accuracy: 0.8768 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7479 - g_loss: 2.4261 - d_accuracy: 0.8788Epoch 452: D Accuracy = 0.9259 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7452 - g_loss: 2.4210 - d_accuracy: 0.8805 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7513 - g_loss: 2.4152 - d_accuracy: 0.8804Epoch 453: D Accuracy = 0.9120 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7517 - g_loss: 2.4077 - d_accuracy: 0.8816 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7637 - g_loss: 2.4806 - d_accuracy: 0.8662Epoch 454: D Accuracy = 0.9028 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7625 - g_loss: 2.4594 - d_accuracy: 0.8675 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7135 - g_loss: 2.4970 - d_accuracy: 0.8961Epoch 455: D Accuracy = 0.8194 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7188 - g_loss: 2.5023 - d_accuracy: 0.8934 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7395 - g_loss: 2.4507 - d_accuracy: 0.8861Epoch 456: D Accuracy = 0.9120 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7389 - g_loss: 2.4365 - d_accuracy: 0.8870 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7296 - g_loss: 2.5171 - d_accuracy: 0.8853Epoch 457: D Accuracy = 0.8380 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7313 - g_loss: 2.5284 - d_accuracy: 0.8837 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7547 - g_loss: 2.4767 - d_accuracy: 0.8753Epoch 458: D Accuracy = 0.9028 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7531 - g_loss: 2.4670 - d_accuracy: 0.8763 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7919 - g_loss: 2.4690 - d_accuracy: 0.8576Epoch 459: D Accuracy = 0.8981 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7880 - g_loss: 2.4814 - d_accuracy: 0.8591 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7651 - g_loss: 2.5115 - d_accuracy: 0.8707Epoch 460: D Accuracy = 0.9074 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7630 - g_loss: 2.5171 - d_accuracy: 0.8720 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7462 - g_loss: 2.4541 - d_accuracy: 0.8804Epoch 461: D Accuracy = 0.9352 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7440 - g_loss: 2.4412 - d_accuracy: 0.8824 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7226 - g_loss: 2.4987 - d_accuracy: 0.8917Epoch 462: D Accuracy = 0.9074 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7215 - g_loss: 2.5013 - d_accuracy: 0.8922 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7390 - g_loss: 2.4742 - d_accuracy: 0.8838Epoch 463: D Accuracy = 0.9167 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7372 - g_loss: 2.4748 - d_accuracy: 0.8850
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7728 - g_loss: 2.4622 - d_accuracy: 0.8653Epoch 464: D Accuracy = 0.8750 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7707 - g_loss: 2.4707 - d_accuracy: 0.8657 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7658 - g_loss: 2.4709 - d_accuracy: 0.8725Epoch 465: D Accuracy = 0.8889 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7678 - g_loss: 2.4451 - d_accuracy: 0.8731 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7862 - g_loss: 2.5283 - d_accuracy: 0.8597Epoch 466: D Accuracy = 0.8750 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7846 - g_loss: 2.5245 - d_accuracy: 0.8602 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7355 - g_loss: 2.4426 - d_accuracy: 0.8833Epoch 467: D Accuracy = 0.9120 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7353 - g_loss: 2.4239 - d_accuracy: 0.8843 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7320 - g_loss: 2.5112 - d_accuracy: 0.8826Epoch 468: D Accuracy = 0.7454 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7389 - g_loss: 2.5259 - d_accuracy: 0.8777 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7667 - g_loss: 2.4803 - d_accuracy: 0.8652Epoch 469: D Accuracy = 0.9028 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7638 - g_loss: 2.4942 - d_accuracy: 0.8665 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7621 - g_loss: 2.4841 - d_accuracy: 0.8716Epoch 470: D Accuracy = 0.8843 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7594 - g_loss: 2.4920 - d_accuracy: 0.8720 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6869 - g_loss: 2.5278 - d_accuracy: 0.9058Epoch 471: D Accuracy = 0.9167 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6870 - g_loss: 2.5272 - d_accuracy: 0.9062 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7173 - g_loss: 2.5160 - d_accuracy: 0.8924Epoch 472: D Accuracy = 0.9306 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7175 - g_loss: 2.4964 - d_accuracy: 0.8938 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7170 - g_loss: 2.5548 - d_accuracy: 0.8931Epoch 473: D Accuracy = 0.9213 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7141 - g_loss: 2.5607 - d_accuracy: 0.8941 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7081 - g_loss: 2.5274 - d_accuracy: 0.8952Epoch 474: D Accuracy = 0.9074 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7079 - g_loss: 2.5326 - d_accuracy: 0.8956 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7441 - g_loss: 2.5339 - d_accuracy: 0.8755Epoch 475: D Accuracy = 0.8611 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7440 - g_loss: 2.5324 - d_accuracy: 0.8750 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7572 - g_loss: 2.5344 - d_accuracy: 0.8718Epoch 476: D Accuracy = 0.9028 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7573 - g_loss: 2.5119 - d_accuracy: 0.8729 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7307 - g_loss: 2.5063 - d_accuracy: 0.8850Epoch 477: D Accuracy = 0.8796 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7292 - g_loss: 2.5192 - d_accuracy: 0.8848 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7620 - g_loss: 2.5496 - d_accuracy: 0.8693Epoch 478: D Accuracy = 0.8380 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7627 - g_loss: 2.5665 - d_accuracy: 0.8682 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7695 - g_loss: 2.4727 - d_accuracy: 0.8688Epoch 479: D Accuracy = 0.9074 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7644 - g_loss: 2.4949 - d_accuracy: 0.8702 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7064 - g_loss: 2.4978 - d_accuracy: 0.8979Epoch 480: D Accuracy = 0.9259 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7062 - g_loss: 2.4923 - d_accuracy: 0.8989 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7494 - g_loss: 2.5857 - d_accuracy: 0.8719Epoch 481: D Accuracy = 0.8657 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7467 - g_loss: 2.6025 - d_accuracy: 0.8717 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7174 - g_loss: 2.5171 - d_accuracy: 0.8909Epoch 482: D Accuracy = 0.8796 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7222 - g_loss: 2.4822 - d_accuracy: 0.8905 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7327 - g_loss: 2.5690 - d_accuracy: 0.8863Epoch 483: D Accuracy = 0.9537 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7285 - g_loss: 2.5642 - d_accuracy: 0.8887 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7447 - g_loss: 2.5666 - d_accuracy: 0.8756Epoch 484: D Accuracy = 0.8704 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7441 - g_loss: 2.5735 - d_accuracy: 0.8754 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7441 - g_loss: 2.5045 - d_accuracy: 0.8780Epoch 485: D Accuracy = 0.8889 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7448 - g_loss: 2.5124 - d_accuracy: 0.8784 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7450 - g_loss: 2.4844 - d_accuracy: 0.8828Epoch 486: D Accuracy = 0.9213 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7424 - g_loss: 2.4828 - d_accuracy: 0.8842 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7043 - g_loss: 2.6006 - d_accuracy: 0.8966Epoch 487: D Accuracy = 0.7130 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7136 - g_loss: 2.6503 - d_accuracy: 0.8901 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7569 - g_loss: 2.5712 - d_accuracy: 0.8787Epoch 488: D Accuracy = 0.9074 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7529 - g_loss: 2.5920 - d_accuracy: 0.8797 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7254 - g_loss: 2.5706 - d_accuracy: 0.8832Epoch 489: D Accuracy = 0.9167 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7232 - g_loss: 2.5691 - d_accuracy: 0.8844 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7134 - g_loss: 2.5887 - d_accuracy: 0.8939Epoch 490: D Accuracy = 0.9583 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7083 - g_loss: 2.6001 - d_accuracy: 0.8962 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7956 - g_loss: 2.6002 - d_accuracy: 0.8612Epoch 491: D Accuracy = 0.8843 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7941 - g_loss: 2.5895 - d_accuracy: 0.8620 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7383 - g_loss: 2.5721 - d_accuracy: 0.8813Epoch 492: D Accuracy = 0.9120 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7366 - g_loss: 2.5659 - d_accuracy: 0.8824 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7773 - g_loss: 2.6286 - d_accuracy: 0.8608Epoch 493: D Accuracy = 0.8472 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7754 - g_loss: 2.6424 - d_accuracy: 0.8603 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7133 - g_loss: 2.6423 - d_accuracy: 0.8894Epoch 494: D Accuracy = 0.7361 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7233 - g_loss: 2.6756 - d_accuracy: 0.8839 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7443 - g_loss: 2.4809 - d_accuracy: 0.8794Epoch 495: D Accuracy = 0.9167 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7444 - g_loss: 2.4641 - d_accuracy: 0.8808
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7594 - g_loss: 2.5622 - d_accuracy: 0.8729Epoch 496: D Accuracy = 0.8194 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7613 - g_loss: 2.5838 - d_accuracy: 0.8710 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7082 - g_loss: 2.5438 - d_accuracy: 0.8927Epoch 497: D Accuracy = 0.9167 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7067 - g_loss: 2.5367 - d_accuracy: 0.8936 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6991 - g_loss: 2.5863 - d_accuracy: 0.8993Epoch 498: D Accuracy = 0.9028 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6976 - g_loss: 2.5856 - d_accuracy: 0.8994 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7139 - g_loss: 2.5960 - d_accuracy: 0.8941Epoch 499: D Accuracy = 0.8704 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7114 - g_loss: 2.6264 - d_accuracy: 0.8932 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7299 - g_loss: 2.5699 - d_accuracy: 0.8872 Class 14 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.9259 27/27 [==============================] - 1s 41ms/step - d_loss: 0.7254 - g_loss: 2.5903 - d_accuracy: 0.8885 Training DCGAN for class 15... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.0395 - g_loss: 1.3511 - d_accuracy: 0.7531WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0165s vs `on_train_batch_end` time: 0.0185s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.7855 - g_loss: 2.1492 - d_accuracy: 0.8757 Epoch 1: Generator loss improved from inf to 2.5944. Saving weights. Epoch 1: D Accuracy = 0.8980 27/27 [==============================] - 2s 43ms/step - d_loss: 0.7847 - g_loss: 2.1651 - d_accuracy: 0.8765 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9159 - g_loss: 2.1902 - d_accuracy: 0.8473 Epoch 2: Generator loss improved from 2.5944 to 1.5809. Saving weights. Epoch 2: D Accuracy = 0.8469 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9158 - g_loss: 2.1684 - d_accuracy: 0.8473 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0913 - g_loss: 1.5381 - d_accuracy: 0.7526 Epoch 3: Generator loss improved from 1.5809 to 1.2865. Saving weights. Epoch 3: D Accuracy = 0.7449 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0922 - g_loss: 1.5291 - d_accuracy: 0.7523 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2333 - g_loss: 1.1934 - d_accuracy: 0.6766 Epoch 4: Generator loss improved from 1.2865 to 1.0814. Saving weights. Epoch 4: D Accuracy = 0.6480 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2353 - g_loss: 1.1894 - d_accuracy: 0.6756 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 1.0416 - d_accuracy: 0.6439Epoch 5: D Accuracy = 0.6429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2961 - g_loss: 1.0497 - d_accuracy: 0.6439 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2770 - g_loss: 0.9962 - d_accuracy: 0.6444 Epoch 6: Generator loss improved from 1.0814 to 0.8151. Saving weights. Epoch 6: D Accuracy = 0.6735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2760 - g_loss: 0.9898 - d_accuracy: 0.6455 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 1.0438 - d_accuracy: 0.6653Epoch 7: D Accuracy = 0.6939 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2406 - g_loss: 1.0530 - d_accuracy: 0.6663 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2556 - g_loss: 1.0845 - d_accuracy: 0.6674 Epoch 8: Generator loss improved from 0.8151 to 0.7761. Saving weights. Epoch 8: D Accuracy = 0.6837 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2566 - g_loss: 1.0735 - d_accuracy: 0.6680 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1878 - g_loss: 1.1018 - d_accuracy: 0.6935 Epoch 9: Generator loss improved from 0.7761 to 0.7028. Saving weights. Epoch 9: D Accuracy = 0.6735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1925 - g_loss: 1.0876 - d_accuracy: 0.6928 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1892 - g_loss: 1.1430 - d_accuracy: 0.6947Epoch 10: D Accuracy = 0.7755 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1842 - g_loss: 1.1439 - d_accuracy: 0.6976 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1670 - g_loss: 1.1540 - d_accuracy: 0.7034Epoch 11: D Accuracy = 0.6990 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1684 - g_loss: 1.1421 - d_accuracy: 0.7032 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1675 - g_loss: 1.2115 - d_accuracy: 0.6993Epoch 12: D Accuracy = 0.6480 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1681 - g_loss: 1.2250 - d_accuracy: 0.6975 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1591 - g_loss: 1.1986 - d_accuracy: 0.7070Epoch 13: D Accuracy = 0.7653 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1573 - g_loss: 1.1937 - d_accuracy: 0.7091 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1401 - g_loss: 1.2781 - d_accuracy: 0.7161Epoch 14: D Accuracy = 0.6122 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1457 - g_loss: 1.2857 - d_accuracy: 0.7124 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1288 - g_loss: 1.2724 - d_accuracy: 0.7186Epoch 15: D Accuracy = 0.7806 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1233 - g_loss: 1.2771 - d_accuracy: 0.7208 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1364 - g_loss: 1.3068 - d_accuracy: 0.7230Epoch 16: D Accuracy = 0.7551 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1361 - g_loss: 1.2972 - d_accuracy: 0.7241 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3086 - d_accuracy: 0.7470Epoch 17: D Accuracy = 0.7041 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0914 - g_loss: 1.3256 - d_accuracy: 0.7455 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1430 - g_loss: 1.3418 - d_accuracy: 0.7120Epoch 18: D Accuracy = 0.6735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1458 - g_loss: 1.3230 - d_accuracy: 0.7106 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0854 - g_loss: 1.3217 - d_accuracy: 0.7416Epoch 19: D Accuracy = 0.8316 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0838 - g_loss: 1.3092 - d_accuracy: 0.7448 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1092 - g_loss: 1.3414 - d_accuracy: 0.7243Epoch 20: D Accuracy = 0.7857 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1083 - g_loss: 1.3287 - d_accuracy: 0.7265 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1048 - g_loss: 1.3484 - d_accuracy: 0.7268Epoch 21: D Accuracy = 0.6735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1078 - g_loss: 1.3572 - d_accuracy: 0.7249 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0970 - g_loss: 1.3254 - d_accuracy: 0.7392Epoch 22: D Accuracy = 0.7755 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0953 - g_loss: 1.3200 - d_accuracy: 0.7405 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0633 - g_loss: 1.3800 - d_accuracy: 0.7509Epoch 23: D Accuracy = 0.7194 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0650 - g_loss: 1.3802 - d_accuracy: 0.7498 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1016 - g_loss: 1.3535 - d_accuracy: 0.7352Epoch 24: D Accuracy = 0.7602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1016 - g_loss: 1.3452 - d_accuracy: 0.7361 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0908 - g_loss: 1.3678 - d_accuracy: 0.7386Epoch 25: D Accuracy = 0.7653 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0897 - g_loss: 1.3591 - d_accuracy: 0.7395 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0931 - g_loss: 1.3678 - d_accuracy: 0.7339Epoch 26: D Accuracy = 0.7959 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0905 - g_loss: 1.3608 - d_accuracy: 0.7361 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0984 - g_loss: 1.3446 - d_accuracy: 0.7339Epoch 27: D Accuracy = 0.7602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0976 - g_loss: 1.3320 - d_accuracy: 0.7348 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1049 - g_loss: 1.3486 - d_accuracy: 0.7352Epoch 28: D Accuracy = 0.7908 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0996 - g_loss: 1.3585 - d_accuracy: 0.7372 Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0972 - g_loss: 1.3550 - d_accuracy: 0.7371Epoch 29: D Accuracy = 0.7959 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0927 - g_loss: 1.3560 - d_accuracy: 0.7392 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1470 - g_loss: 1.3212 - d_accuracy: 0.7154Epoch 30: D Accuracy = 0.7653 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1445 - g_loss: 1.3124 - d_accuracy: 0.7172 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1282 - g_loss: 1.2705 - d_accuracy: 0.7193Epoch 31: D Accuracy = 0.6990 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1282 - g_loss: 1.2737 - d_accuracy: 0.7186 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1507 - g_loss: 1.2777 - d_accuracy: 0.7123Epoch 32: D Accuracy = 0.7449 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1478 - g_loss: 1.2720 - d_accuracy: 0.7135 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1598 - g_loss: 1.2520 - d_accuracy: 0.7017Epoch 33: D Accuracy = 0.7398 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1569 - g_loss: 1.2549 - d_accuracy: 0.7031 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1511 - g_loss: 1.2366 - d_accuracy: 0.7082Epoch 34: D Accuracy = 0.6888 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1513 - g_loss: 1.2436 - d_accuracy: 0.7075 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2028 - g_loss: 1.2016 - d_accuracy: 0.6852Epoch 35: D Accuracy = 0.6735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2030 - g_loss: 1.2044 - d_accuracy: 0.6848 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1617 - g_loss: 1.1923 - d_accuracy: 0.7038Epoch 36: D Accuracy = 0.6888 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1641 - g_loss: 1.1952 - d_accuracy: 0.7032 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2081 - g_loss: 1.1759 - d_accuracy: 0.6782Epoch 37: D Accuracy = 0.6939 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2088 - g_loss: 1.1707 - d_accuracy: 0.6787 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2073 - g_loss: 1.1609 - d_accuracy: 0.6818Epoch 38: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2062 - g_loss: 1.1664 - d_accuracy: 0.6817 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1895 - g_loss: 1.1562 - d_accuracy: 0.6858Epoch 39: D Accuracy = 0.6837 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1882 - g_loss: 1.1648 - d_accuracy: 0.6857 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2022 - g_loss: 1.1405 - d_accuracy: 0.6791Epoch 40: D Accuracy = 0.6939 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2024 - g_loss: 1.1356 - d_accuracy: 0.6796 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2261 - g_loss: 1.1361 - d_accuracy: 0.6721Epoch 41: D Accuracy = 0.6480 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2291 - g_loss: 1.1434 - d_accuracy: 0.6713 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2081 - g_loss: 1.1268 - d_accuracy: 0.6730Epoch 42: D Accuracy = 0.6633 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2081 - g_loss: 1.1278 - d_accuracy: 0.6727 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2488 - g_loss: 1.1156 - d_accuracy: 0.6554Epoch 43: D Accuracy = 0.6071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2510 - g_loss: 1.1228 - d_accuracy: 0.6537 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2219 - g_loss: 1.0864 - d_accuracy: 0.6726Epoch 44: D Accuracy = 0.6888 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2229 - g_loss: 1.0758 - d_accuracy: 0.6732 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2375 - g_loss: 1.0991 - d_accuracy: 0.6690Epoch 45: D Accuracy = 0.7398 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2351 - g_loss: 1.0994 - d_accuracy: 0.6716 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 1.0901 - d_accuracy: 0.6573Epoch 46: D Accuracy = 0.6582 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2520 - g_loss: 1.0879 - d_accuracy: 0.6574 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 1.0765 - d_accuracy: 0.6513Epoch 47: D Accuracy = 0.6173 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2411 - g_loss: 1.0718 - d_accuracy: 0.6501 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2294 - g_loss: 1.0690 - d_accuracy: 0.6627Epoch 48: D Accuracy = 0.6582 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2318 - g_loss: 1.0589 - d_accuracy: 0.6625 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.0849 - d_accuracy: 0.6613Epoch 49: D Accuracy = 0.6531 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2378 - g_loss: 1.0793 - d_accuracy: 0.6610 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2543 - g_loss: 1.0571 - d_accuracy: 0.6447Epoch 50: D Accuracy = 0.6480 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2549 - g_loss: 1.0549 - d_accuracy: 0.6448 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2470 - g_loss: 1.0638 - d_accuracy: 0.6520Epoch 51: D Accuracy = 0.6276 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2471 - g_loss: 1.0609 - d_accuracy: 0.6511 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2401 - g_loss: 1.0505 - d_accuracy: 0.6577Epoch 52: D Accuracy = 0.6224 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2395 - g_loss: 1.0566 - d_accuracy: 0.6565 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2566 - g_loss: 1.0384 - d_accuracy: 0.6465 Epoch 53: Generator loss improved from 0.7028 to 0.6339. Saving weights. Epoch 53: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2600 - g_loss: 1.0240 - d_accuracy: 0.6451 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 1.0568 - d_accuracy: 0.6528Epoch 54: D Accuracy = 0.6582 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2453 - g_loss: 1.0488 - d_accuracy: 0.6530 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 1.0650 - d_accuracy: 0.6577Epoch 55: D Accuracy = 0.6633 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2334 - g_loss: 1.0573 - d_accuracy: 0.6579 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2480 - g_loss: 1.0525 - d_accuracy: 0.6537Epoch 56: D Accuracy = 0.6939 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2478 - g_loss: 1.0460 - d_accuracy: 0.6552 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2446 - g_loss: 1.0639 - d_accuracy: 0.6559Epoch 57: D Accuracy = 0.6939 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2443 - g_loss: 1.0629 - d_accuracy: 0.6573 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2338 - g_loss: 1.0423 - d_accuracy: 0.6602Epoch 58: D Accuracy = 0.7041 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2340 - g_loss: 1.0347 - d_accuracy: 0.6618 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2433 - g_loss: 1.0501 - d_accuracy: 0.6579Epoch 59: D Accuracy = 0.6531 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2448 - g_loss: 1.0438 - d_accuracy: 0.6577 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 1.0413 - d_accuracy: 0.6420Epoch 60: D Accuracy = 0.6735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2641 - g_loss: 1.0388 - d_accuracy: 0.6431
Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2367 - g_loss: 1.0492 - d_accuracy: 0.6559Epoch 61: D Accuracy = 0.6633 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2355 - g_loss: 1.0576 - d_accuracy: 0.6562 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 1.0433 - d_accuracy: 0.6481Epoch 62: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2566 - g_loss: 1.0469 - d_accuracy: 0.6492 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2531 - g_loss: 1.0321 - d_accuracy: 0.6467Epoch 63: D Accuracy = 0.5867 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2548 - g_loss: 1.0305 - d_accuracy: 0.6446 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 1.0372 - d_accuracy: 0.6529Epoch 64: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2539 - g_loss: 1.0448 - d_accuracy: 0.6509 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2475 - g_loss: 1.0533 - d_accuracy: 0.6530Epoch 65: D Accuracy = 0.6735 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2458 - g_loss: 1.0524 - d_accuracy: 0.6537 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2430 - g_loss: 1.0474 - d_accuracy: 0.6511Epoch 66: D Accuracy = 0.6276 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2403 - g_loss: 1.0574 - d_accuracy: 0.6503 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 1.0378 - d_accuracy: 0.6473Epoch 67: D Accuracy = 0.6480 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2464 - g_loss: 1.0408 - d_accuracy: 0.6473 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2384 - g_loss: 1.0558 - d_accuracy: 0.6621Epoch 68: D Accuracy = 0.6429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2389 - g_loss: 1.0689 - d_accuracy: 0.6614 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2545 - g_loss: 1.0482 - d_accuracy: 0.6488Epoch 69: D Accuracy = 0.7092 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2520 - g_loss: 1.0485 - d_accuracy: 0.6510 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2338 - g_loss: 1.0436 - d_accuracy: 0.6537Epoch 70: D Accuracy = 0.6276 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2370 - g_loss: 1.0329 - d_accuracy: 0.6528 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2528 - g_loss: 1.0483 - d_accuracy: 0.6415Epoch 71: D Accuracy = 0.6020 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2568 - g_loss: 1.0359 - d_accuracy: 0.6401 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2440 - g_loss: 1.0476 - d_accuracy: 0.6536Epoch 72: D Accuracy = 0.6939 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2434 - g_loss: 1.0435 - d_accuracy: 0.6550 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2381 - g_loss: 1.0636 - d_accuracy: 0.6541Epoch 73: D Accuracy = 0.5663 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2415 - g_loss: 1.0705 - d_accuracy: 0.6509 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.0428 - d_accuracy: 0.6576Epoch 74: D Accuracy = 0.6531 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2346 - g_loss: 1.0464 - d_accuracy: 0.6574 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2218 - g_loss: 1.0614 - d_accuracy: 0.6637Epoch 75: D Accuracy = 0.6633 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2207 - g_loss: 1.0602 - d_accuracy: 0.6637 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2260 - g_loss: 1.0589 - d_accuracy: 0.6696Epoch 76: D Accuracy = 0.7245 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2213 - g_loss: 1.0622 - d_accuracy: 0.6716 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2611 - g_loss: 1.0761 - d_accuracy: 0.6471Epoch 77: D Accuracy = 0.6990 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2581 - g_loss: 1.0729 - d_accuracy: 0.6490 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2290 - g_loss: 1.0745 - d_accuracy: 0.6581Epoch 78: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2271 - g_loss: 1.0804 - d_accuracy: 0.6575 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2491 - g_loss: 1.0949 - d_accuracy: 0.6537Epoch 79: D Accuracy = 0.6939 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2490 - g_loss: 1.0905 - d_accuracy: 0.6552 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2189 - g_loss: 1.0674 - d_accuracy: 0.6705Epoch 80: D Accuracy = 0.7296 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2158 - g_loss: 1.0699 - d_accuracy: 0.6726 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2426 - g_loss: 1.0810 - d_accuracy: 0.6528Epoch 81: D Accuracy = 0.5867 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2438 - g_loss: 1.0936 - d_accuracy: 0.6504 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0511 - d_accuracy: 0.6637Epoch 82: D Accuracy = 0.6633 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2304 - g_loss: 1.0412 - d_accuracy: 0.6637 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2284 - g_loss: 1.0932 - d_accuracy: 0.6578Epoch 83: D Accuracy = 0.7143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2234 - g_loss: 1.1057 - d_accuracy: 0.6598 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 1.0705 - d_accuracy: 0.6558Epoch 84: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2396 - g_loss: 1.0722 - d_accuracy: 0.6566 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2191 - g_loss: 1.0607 - d_accuracy: 0.6698Epoch 85: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2190 - g_loss: 1.0612 - d_accuracy: 0.6688 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2078 - g_loss: 1.0745 - d_accuracy: 0.6741Epoch 86: D Accuracy = 0.6735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2086 - g_loss: 1.0674 - d_accuracy: 0.6741 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2533 - g_loss: 1.0851 - d_accuracy: 0.6510Epoch 87: D Accuracy = 0.6429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2556 - g_loss: 1.0710 - d_accuracy: 0.6507 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2352 - g_loss: 1.0664 - d_accuracy: 0.6558Epoch 88: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2345 - g_loss: 1.0683 - d_accuracy: 0.6553 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2059 - g_loss: 1.0767 - d_accuracy: 0.6771Epoch 89: D Accuracy = 0.6684 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2036 - g_loss: 1.0823 - d_accuracy: 0.6768 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2278 - g_loss: 1.0770 - d_accuracy: 0.6589Epoch 90: D Accuracy = 0.7041 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2272 - g_loss: 1.0709 - d_accuracy: 0.6605 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2332 - g_loss: 1.0781 - d_accuracy: 0.6597Epoch 91: D Accuracy = 0.7296 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2329 - g_loss: 1.0682 - d_accuracy: 0.6622 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0849 - d_accuracy: 0.6702Epoch 92: D Accuracy = 0.7347 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2135 - g_loss: 1.0806 - d_accuracy: 0.6725 Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2399 - g_loss: 1.0966 - d_accuracy: 0.6572Epoch 93: D Accuracy = 0.6224 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2402 - g_loss: 1.0910 - d_accuracy: 0.6559 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2100 - g_loss: 1.0852 - d_accuracy: 0.6801Epoch 94: D Accuracy = 0.6684 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2092 - g_loss: 1.0944 - d_accuracy: 0.6797 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2260 - g_loss: 1.0630 - d_accuracy: 0.6613Epoch 95: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2259 - g_loss: 1.0568 - d_accuracy: 0.6619 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2168 - g_loss: 1.0796 - d_accuracy: 0.6653Epoch 96: D Accuracy = 0.6276 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2194 - g_loss: 1.0690 - d_accuracy: 0.6640 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2263 - g_loss: 1.1076 - d_accuracy: 0.6635Epoch 97: D Accuracy = 0.6378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2258 - g_loss: 1.1104 - d_accuracy: 0.6626 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2213 - g_loss: 1.0755 - d_accuracy: 0.6621Epoch 98: D Accuracy = 0.7041 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2201 - g_loss: 1.0775 - d_accuracy: 0.6636 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2137 - g_loss: 1.0713 - d_accuracy: 0.6653Epoch 99: D Accuracy = 0.7296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2115 - g_loss: 1.0688 - d_accuracy: 0.6676 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2269 - g_loss: 1.0887 - d_accuracy: 0.6664 Class 15 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.7143 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2269 - g_loss: 1.0827 - d_accuracy: 0.6681 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2257 - g_loss: 1.0992 - d_accuracy: 0.6610Epoch 101: D Accuracy = 0.6582 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2285 - g_loss: 1.0840 - d_accuracy: 0.6609 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2149 - g_loss: 1.1019 - d_accuracy: 0.6664Epoch 102: D Accuracy = 0.6990 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2146 - g_loss: 1.0970 - d_accuracy: 0.6675 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2043 - g_loss: 1.0969 - d_accuracy: 0.6785Epoch 103: D Accuracy = 0.7143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2053 - g_loss: 1.0873 - d_accuracy: 0.6798 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2081 - g_loss: 1.1062 - d_accuracy: 0.6773 Epoch 104: Generator loss improved from 0.6339 to 0.6278. Saving weights. Epoch 104: D Accuracy = 0.6429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2132 - g_loss: 1.0892 - d_accuracy: 0.6761 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2228 - g_loss: 1.1316 - d_accuracy: 0.6697Epoch 105: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2202 - g_loss: 1.1411 - d_accuracy: 0.6700 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2053 - g_loss: 1.0908 - d_accuracy: 0.6737Epoch 106: D Accuracy = 0.6480 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2087 - g_loss: 1.0795 - d_accuracy: 0.6728 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2240 - g_loss: 1.1275 - d_accuracy: 0.6602Epoch 107: D Accuracy = 0.6327 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2240 - g_loss: 1.1431 - d_accuracy: 0.6592 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2094 - g_loss: 1.0861 - d_accuracy: 0.6688Epoch 108: D Accuracy = 0.6633 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2106 - g_loss: 1.0754 - d_accuracy: 0.6686 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2201 - g_loss: 1.1059 - d_accuracy: 0.6647Epoch 109: D Accuracy = 0.6888 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2188 - g_loss: 1.1043 - d_accuracy: 0.6655 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2237 - g_loss: 1.0977 - d_accuracy: 0.6629Epoch 110: D Accuracy = 0.6531 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2222 - g_loss: 1.0982 - d_accuracy: 0.6626 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.1078 - d_accuracy: 0.6851Epoch 111: D Accuracy = 0.7245 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1893 - g_loss: 1.1074 - d_accuracy: 0.6865 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2126 - g_loss: 1.1021 - d_accuracy: 0.6750Epoch 112: D Accuracy = 0.7245 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2128 - g_loss: 1.0954 - d_accuracy: 0.6767 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1986 - g_loss: 1.1166 - d_accuracy: 0.6845Epoch 113: D Accuracy = 0.6837 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1979 - g_loss: 1.1208 - d_accuracy: 0.6844 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.1327 - d_accuracy: 0.6905Epoch 114: D Accuracy = 0.7092 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1887 - g_loss: 1.1311 - d_accuracy: 0.6911 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1931 - g_loss: 1.1100 - d_accuracy: 0.6738Epoch 115: D Accuracy = 0.7092 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1920 - g_loss: 1.1131 - d_accuracy: 0.6751 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.1179 - d_accuracy: 0.6620Epoch 116: D Accuracy = 0.6122 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2201 - g_loss: 1.1253 - d_accuracy: 0.6602 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1929 - g_loss: 1.1162 - d_accuracy: 0.6843Epoch 117: D Accuracy = 0.5612 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1995 - g_loss: 1.1278 - d_accuracy: 0.6799 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2174 - g_loss: 1.1159 - d_accuracy: 0.6716Epoch 118: D Accuracy = 0.6633 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2170 - g_loss: 1.1112 - d_accuracy: 0.6713 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2010 - g_loss: 1.1270 - d_accuracy: 0.6767Epoch 119: D Accuracy = 0.6378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2028 - g_loss: 1.1309 - d_accuracy: 0.6753 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2126 - g_loss: 1.1434 - d_accuracy: 0.6759Epoch 120: D Accuracy = 0.6122 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2135 - g_loss: 1.1449 - d_accuracy: 0.6736 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1872 - g_loss: 1.1096 - d_accuracy: 0.6816Epoch 121: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1861 - g_loss: 1.1022 - d_accuracy: 0.6840 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2234 - g_loss: 1.1063 - d_accuracy: 0.6689Epoch 122: D Accuracy = 0.6888 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2221 - g_loss: 1.1064 - d_accuracy: 0.6696 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1800 - g_loss: 1.1178 - d_accuracy: 0.6975Epoch 123: D Accuracy = 0.6735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1810 - g_loss: 1.1119 - d_accuracy: 0.6967 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1990 - g_loss: 1.1173 - d_accuracy: 0.6804Epoch 124: D Accuracy = 0.6480 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2002 - g_loss: 1.1182 - d_accuracy: 0.6792 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2031 - g_loss: 1.1425 - d_accuracy: 0.6753Epoch 125: D Accuracy = 0.6939 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2020 - g_loss: 1.1443 - d_accuracy: 0.6760 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1856 - g_loss: 1.1203 - d_accuracy: 0.6895Epoch 126: D Accuracy = 0.6990 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1859 - g_loss: 1.1183 - d_accuracy: 0.6899 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.1311 - d_accuracy: 0.6709Epoch 127: D Accuracy = 0.6684 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2036 - g_loss: 1.1308 - d_accuracy: 0.6708 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1806 - g_loss: 1.1432 - d_accuracy: 0.6946Epoch 128: D Accuracy = 0.6888 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1802 - g_loss: 1.1528 - d_accuracy: 0.6944 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1837 - g_loss: 1.1391 - d_accuracy: 0.6921Epoch 129: D Accuracy = 0.6429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1858 - g_loss: 1.1385 - d_accuracy: 0.6903 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1721 - g_loss: 1.1293 - d_accuracy: 0.6974Epoch 130: D Accuracy = 0.6582 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1746 - g_loss: 1.1197 - d_accuracy: 0.6960 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2018 - g_loss: 1.1540 - d_accuracy: 0.6748Epoch 131: D Accuracy = 0.6735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2023 - g_loss: 1.1483 - d_accuracy: 0.6748 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2023 - g_loss: 1.1740 - d_accuracy: 0.6740Epoch 132: D Accuracy = 0.6837 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2019 - g_loss: 1.1725 - d_accuracy: 0.6744 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1829 - g_loss: 1.1490 - d_accuracy: 0.6911Epoch 133: D Accuracy = 0.7959 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1793 - g_loss: 1.1470 - d_accuracy: 0.6948 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1972 - g_loss: 1.1385 - d_accuracy: 0.6798Epoch 134: D Accuracy = 0.7449 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1952 - g_loss: 1.1334 - d_accuracy: 0.6821 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1841 - g_loss: 1.1594 - d_accuracy: 0.6898Epoch 135: D Accuracy = 0.6173 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1859 - g_loss: 1.1758 - d_accuracy: 0.6872 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1798 - g_loss: 1.1616 - d_accuracy: 0.6857Epoch 136: D Accuracy = 0.6224 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1821 - g_loss: 1.1725 - d_accuracy: 0.6834 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1784 - g_loss: 1.1472 - d_accuracy: 0.6898Epoch 137: D Accuracy = 0.6990 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1791 - g_loss: 1.1400 - d_accuracy: 0.6901 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1841 - g_loss: 1.1559 - d_accuracy: 0.6882Epoch 138: D Accuracy = 0.6939 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1858 - g_loss: 1.1471 - d_accuracy: 0.6884 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1748 - g_loss: 1.1532 - d_accuracy: 0.6917Epoch 139: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1771 - g_loss: 1.1408 - d_accuracy: 0.6912 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1789 - g_loss: 1.1827 - d_accuracy: 0.6885Epoch 140: D Accuracy = 0.7194 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1805 - g_loss: 1.1686 - d_accuracy: 0.6896 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.1782 - d_accuracy: 0.6882Epoch 141: D Accuracy = 0.7194 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1906 - g_loss: 1.1675 - d_accuracy: 0.6894 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1709 - g_loss: 1.1573 - d_accuracy: 0.6925Epoch 142: D Accuracy = 0.7398 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1704 - g_loss: 1.1553 - d_accuracy: 0.6942 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1994 - g_loss: 1.1664 - d_accuracy: 0.6803Epoch 143: D Accuracy = 0.7194 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1958 - g_loss: 1.1733 - d_accuracy: 0.6817 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1661 - g_loss: 1.1553 - d_accuracy: 0.6984Epoch 144: D Accuracy = 0.7398 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1634 - g_loss: 1.1619 - d_accuracy: 0.6999 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1683 - g_loss: 1.1659 - d_accuracy: 0.7019Epoch 145: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1680 - g_loss: 1.1698 - d_accuracy: 0.7011 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1584 - g_loss: 1.1846 - d_accuracy: 0.7075Epoch 146: D Accuracy = 0.7347 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1568 - g_loss: 1.1829 - d_accuracy: 0.7084 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1790 - g_loss: 1.1677 - d_accuracy: 0.6938Epoch 147: D Accuracy = 0.5867 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1817 - g_loss: 1.1822 - d_accuracy: 0.6899 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.1668 - d_accuracy: 0.6861Epoch 148: D Accuracy = 0.6684 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1778 - g_loss: 1.1781 - d_accuracy: 0.6854 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1484 - g_loss: 1.1789 - d_accuracy: 0.7130Epoch 149: D Accuracy = 0.6735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1470 - g_loss: 1.1927 - d_accuracy: 0.7116 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1795 - g_loss: 1.1987 - d_accuracy: 0.6873Epoch 150: D Accuracy = 0.6480 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1795 - g_loss: 1.2131 - d_accuracy: 0.6859 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.1689 - d_accuracy: 0.6750Epoch 151: D Accuracy = 0.6633 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1977 - g_loss: 1.1765 - d_accuracy: 0.6746 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1552 - g_loss: 1.1689 - d_accuracy: 0.7068Epoch 152: D Accuracy = 0.7347 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1535 - g_loss: 1.1694 - d_accuracy: 0.7078 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1520 - g_loss: 1.2147 - d_accuracy: 0.7084Epoch 153: D Accuracy = 0.6429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1532 - g_loss: 1.2292 - d_accuracy: 0.7061 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1520 - g_loss: 1.1889 - d_accuracy: 0.7055Epoch 154: D Accuracy = 0.6888 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1509 - g_loss: 1.1920 - d_accuracy: 0.7049 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1616 - g_loss: 1.1834 - d_accuracy: 0.6977Epoch 155: D Accuracy = 0.7194 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1595 - g_loss: 1.1869 - d_accuracy: 0.6984 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1499 - g_loss: 1.1906 - d_accuracy: 0.7080Epoch 156: D Accuracy = 0.6735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1502 - g_loss: 1.1932 - d_accuracy: 0.7067 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1704 - g_loss: 1.2133 - d_accuracy: 0.6905Epoch 157: D Accuracy = 0.6990 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1691 - g_loss: 1.2181 - d_accuracy: 0.6908 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1483 - g_loss: 1.1967 - d_accuracy: 0.7113Epoch 158: D Accuracy = 0.7194 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1487 - g_loss: 1.1939 - d_accuracy: 0.7115 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1251 - g_loss: 1.2217 - d_accuracy: 0.7215Epoch 159: D Accuracy = 0.6888 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1248 - g_loss: 1.2229 - d_accuracy: 0.7204 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1529 - g_loss: 1.2119 - d_accuracy: 0.7062Epoch 160: D Accuracy = 0.7755 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1495 - g_loss: 1.2112 - d_accuracy: 0.7087 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1545 - g_loss: 1.2198 - d_accuracy: 0.6994Epoch 161: D Accuracy = 0.7398 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1529 - g_loss: 1.2151 - d_accuracy: 0.7009 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1302 - g_loss: 1.2126 - d_accuracy: 0.7191Epoch 162: D Accuracy = 0.7041 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1302 - g_loss: 1.2148 - d_accuracy: 0.7185 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1282 - g_loss: 1.2139 - d_accuracy: 0.7173Epoch 163: D Accuracy = 0.6480 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1302 - g_loss: 1.2182 - d_accuracy: 0.7148
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1650 - g_loss: 1.2288 - d_accuracy: 0.6986Epoch 164: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1669 - g_loss: 1.2140 - d_accuracy: 0.6979 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1458 - g_loss: 1.2187 - d_accuracy: 0.7048Epoch 165: D Accuracy = 0.6888 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1476 - g_loss: 1.2085 - d_accuracy: 0.7042 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1220 - g_loss: 1.2279 - d_accuracy: 0.7197Epoch 166: D Accuracy = 0.7398 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1204 - g_loss: 1.2339 - d_accuracy: 0.7204 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1271 - g_loss: 1.2152 - d_accuracy: 0.7203Epoch 167: D Accuracy = 0.7806 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1242 - g_loss: 1.2089 - d_accuracy: 0.7225 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1475 - g_loss: 1.2642 - d_accuracy: 0.7012Epoch 168: D Accuracy = 0.6837 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1476 - g_loss: 1.2691 - d_accuracy: 0.7006 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1144 - g_loss: 1.2478 - d_accuracy: 0.7224Epoch 169: D Accuracy = 0.6429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1157 - g_loss: 1.2680 - d_accuracy: 0.7196 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1487 - g_loss: 1.2289 - d_accuracy: 0.7097Epoch 170: D Accuracy = 0.7398 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1471 - g_loss: 1.2299 - d_accuracy: 0.7108 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1159 - g_loss: 1.2517 - d_accuracy: 0.7257Epoch 171: D Accuracy = 0.6990 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1156 - g_loss: 1.2560 - d_accuracy: 0.7247 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1437 - g_loss: 1.2653 - d_accuracy: 0.7048Epoch 172: D Accuracy = 0.7092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1426 - g_loss: 1.2746 - d_accuracy: 0.7050 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1340 - g_loss: 1.2349 - d_accuracy: 0.7191Epoch 173: D Accuracy = 0.7194 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1345 - g_loss: 1.2263 - d_accuracy: 0.7191 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1107 - g_loss: 1.2615 - d_accuracy: 0.7257Epoch 174: D Accuracy = 0.8316 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1082 - g_loss: 1.2540 - d_accuracy: 0.7295 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1032 - g_loss: 1.2909 - d_accuracy: 0.7314Epoch 175: D Accuracy = 0.6378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1067 - g_loss: 1.3007 - d_accuracy: 0.7280 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1159 - g_loss: 1.2426 - d_accuracy: 0.7241Epoch 176: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1211 - g_loss: 1.2232 - d_accuracy: 0.7224 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1135 - g_loss: 1.2750 - d_accuracy: 0.7270Epoch 177: D Accuracy = 0.7143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1119 - g_loss: 1.2800 - d_accuracy: 0.7265 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1469 - g_loss: 1.2697 - d_accuracy: 0.7057Epoch 178: D Accuracy = 0.7296 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1465 - g_loss: 1.2616 - d_accuracy: 0.7066 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1072 - g_loss: 1.2446 - d_accuracy: 0.7315Epoch 179: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1071 - g_loss: 1.2433 - d_accuracy: 0.7321 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1430 - g_loss: 1.2770 - d_accuracy: 0.7073Epoch 180: D Accuracy = 0.7296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1444 - g_loss: 1.2638 - d_accuracy: 0.7081 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0967 - g_loss: 1.2729 - d_accuracy: 0.7379Epoch 181: D Accuracy = 0.7092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0998 - g_loss: 1.2631 - d_accuracy: 0.7369 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1233 - g_loss: 1.2862 - d_accuracy: 0.7216Epoch 182: D Accuracy = 0.6582 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1269 - g_loss: 1.2836 - d_accuracy: 0.7193 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1321 - g_loss: 1.2773 - d_accuracy: 0.7162Epoch 183: D Accuracy = 0.7755 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1294 - g_loss: 1.2764 - d_accuracy: 0.7183 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0934 - g_loss: 1.2750 - d_accuracy: 0.7403Epoch 184: D Accuracy = 0.7959 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0931 - g_loss: 1.2695 - d_accuracy: 0.7423 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1074 - g_loss: 1.2938 - d_accuracy: 0.7277Epoch 185: D Accuracy = 0.7092 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1087 - g_loss: 1.2788 - d_accuracy: 0.7270 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1252 - g_loss: 1.3129 - d_accuracy: 0.7179Epoch 186: D Accuracy = 0.7398 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1234 - g_loss: 1.3135 - d_accuracy: 0.7187 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0980 - g_loss: 1.3059 - d_accuracy: 0.7336Epoch 187: D Accuracy = 0.6633 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1015 - g_loss: 1.3107 - d_accuracy: 0.7311 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1080 - g_loss: 1.3046 - d_accuracy: 0.7256Epoch 188: D Accuracy = 0.7398 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1068 - g_loss: 1.3047 - d_accuracy: 0.7261 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0925 - g_loss: 1.2913 - d_accuracy: 0.7354Epoch 189: D Accuracy = 0.7806 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0926 - g_loss: 1.2904 - d_accuracy: 0.7370 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0965 - g_loss: 1.3373 - d_accuracy: 0.7390Epoch 190: D Accuracy = 0.5612 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1046 - g_loss: 1.3625 - d_accuracy: 0.7326 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1099 - g_loss: 1.2840 - d_accuracy: 0.7286Epoch 191: D Accuracy = 0.7398 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1068 - g_loss: 1.2925 - d_accuracy: 0.7290 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3180 - d_accuracy: 0.7312Epoch 192: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0914 - g_loss: 1.3342 - d_accuracy: 0.7293 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1200 - g_loss: 1.2909 - d_accuracy: 0.7189Epoch 193: D Accuracy = 0.7551 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1194 - g_loss: 1.2872 - d_accuracy: 0.7202 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0788 - g_loss: 1.3107 - d_accuracy: 0.7464Epoch 194: D Accuracy = 0.7908 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0775 - g_loss: 1.3071 - d_accuracy: 0.7480 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0898 - g_loss: 1.3130 - d_accuracy: 0.7379Epoch 195: D Accuracy = 0.8418 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0860 - g_loss: 1.3100 - d_accuracy: 0.7416
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0771 - g_loss: 1.3278 - d_accuracy: 0.7454Epoch 196: D Accuracy = 0.6837 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0785 - g_loss: 1.3384 - d_accuracy: 0.7432 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1057 - g_loss: 1.3376 - d_accuracy: 0.7315Epoch 197: D Accuracy = 0.7398 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1054 - g_loss: 1.3425 - d_accuracy: 0.7318 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0643 - g_loss: 1.3413 - d_accuracy: 0.7533Epoch 198: D Accuracy = 0.8010 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0637 - g_loss: 1.3367 - d_accuracy: 0.7550 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0635 - g_loss: 1.3460 - d_accuracy: 0.7553Epoch 199: D Accuracy = 0.7908 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0605 - g_loss: 1.3533 - d_accuracy: 0.7565 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0905 - g_loss: 1.3233 - d_accuracy: 0.7434 Class 15 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.7755 27/27 [==============================] - 1s 40ms/step - d_loss: 1.0891 - g_loss: 1.3168 - d_accuracy: 0.7446 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0961 - g_loss: 1.3637 - d_accuracy: 0.7301Epoch 201: D Accuracy = 0.7245 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0936 - g_loss: 1.3726 - d_accuracy: 0.7299 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0518 - g_loss: 1.3230 - d_accuracy: 0.7627Epoch 202: D Accuracy = 0.7653 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0523 - g_loss: 1.3224 - d_accuracy: 0.7628 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0677 - g_loss: 1.3460 - d_accuracy: 0.7501Epoch 203: D Accuracy = 0.8061 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0668 - g_loss: 1.3421 - d_accuracy: 0.7521 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0801 - g_loss: 1.3433 - d_accuracy: 0.7433Epoch 204: D Accuracy = 0.7398 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0788 - g_loss: 1.3514 - d_accuracy: 0.7431 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0824 - g_loss: 1.3270 - d_accuracy: 0.7473Epoch 205: D Accuracy = 0.7704 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0797 - g_loss: 1.3331 - d_accuracy: 0.7481 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0709 - g_loss: 1.3610 - d_accuracy: 0.7495Epoch 206: D Accuracy = 0.7551 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0710 - g_loss: 1.3564 - d_accuracy: 0.7497 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0667 - g_loss: 1.3812 - d_accuracy: 0.7495Epoch 207: D Accuracy = 0.6633 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0710 - g_loss: 1.4082 - d_accuracy: 0.7465 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0452 - g_loss: 1.3640 - d_accuracy: 0.7597Epoch 208: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0458 - g_loss: 1.3654 - d_accuracy: 0.7593 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.3890 - d_accuracy: 0.7394Epoch 209: D Accuracy = 0.7602 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0764 - g_loss: 1.3930 - d_accuracy: 0.7401 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0761 - g_loss: 1.3684 - d_accuracy: 0.7455Epoch 210: D Accuracy = 0.8010 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0748 - g_loss: 1.3564 - d_accuracy: 0.7475 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0657 - g_loss: 1.3691 - d_accuracy: 0.7520Epoch 211: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0660 - g_loss: 1.3658 - d_accuracy: 0.7520 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0680 - g_loss: 1.3988 - d_accuracy: 0.7472Epoch 212: D Accuracy = 0.6480 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0737 - g_loss: 1.4095 - d_accuracy: 0.7437 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0760 - g_loss: 1.3873 - d_accuracy: 0.7438Epoch 213: D Accuracy = 0.7857 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0768 - g_loss: 1.3775 - d_accuracy: 0.7453 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0347 - g_loss: 1.3880 - d_accuracy: 0.7625Epoch 214: D Accuracy = 0.7602 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0350 - g_loss: 1.3927 - d_accuracy: 0.7624 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0503 - g_loss: 1.4059 - d_accuracy: 0.7625Epoch 215: D Accuracy = 0.7602 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0493 - g_loss: 1.4092 - d_accuracy: 0.7624 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0497 - g_loss: 1.4073 - d_accuracy: 0.7531Epoch 216: D Accuracy = 0.7755 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0471 - g_loss: 1.4141 - d_accuracy: 0.7539 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0512 - g_loss: 1.4407 - d_accuracy: 0.7565Epoch 217: D Accuracy = 0.7041 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0512 - g_loss: 1.4573 - d_accuracy: 0.7547 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0547 - g_loss: 1.4048 - d_accuracy: 0.7517Epoch 218: D Accuracy = 0.7296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0551 - g_loss: 1.4114 - d_accuracy: 0.7509 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0410 - g_loss: 1.4055 - d_accuracy: 0.7616Epoch 219: D Accuracy = 0.7908 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0413 - g_loss: 1.3954 - d_accuracy: 0.7627 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0460 - g_loss: 1.4173 - d_accuracy: 0.7579Epoch 220: D Accuracy = 0.7551 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0466 - g_loss: 1.4140 - d_accuracy: 0.7578 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0335 - g_loss: 1.4028 - d_accuracy: 0.7665Epoch 221: D Accuracy = 0.7398 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0359 - g_loss: 1.4031 - d_accuracy: 0.7656 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0835 - g_loss: 1.4199 - d_accuracy: 0.7359Epoch 222: D Accuracy = 0.7296 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0853 - g_loss: 1.4049 - d_accuracy: 0.7357 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0242 - g_loss: 1.4303 - d_accuracy: 0.7734Epoch 223: D Accuracy = 0.7755 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0240 - g_loss: 1.4282 - d_accuracy: 0.7734 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0134 - g_loss: 1.4575 - d_accuracy: 0.7793Epoch 224: D Accuracy = 0.7908 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0124 - g_loss: 1.4558 - d_accuracy: 0.7797 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0706 - g_loss: 1.4464 - d_accuracy: 0.7398Epoch 225: D Accuracy = 0.7551 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0692 - g_loss: 1.4468 - d_accuracy: 0.7403 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0360 - g_loss: 1.4307 - d_accuracy: 0.7657Epoch 226: D Accuracy = 0.7551 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0366 - g_loss: 1.4243 - d_accuracy: 0.7653 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0387 - g_loss: 1.4484 - d_accuracy: 0.7586Epoch 227: D Accuracy = 0.8367 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0345 - g_loss: 1.4532 - d_accuracy: 0.7614 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0276 - g_loss: 1.4581 - d_accuracy: 0.7695Epoch 228: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0329 - g_loss: 1.4741 - d_accuracy: 0.7662 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0385 - g_loss: 1.4551 - d_accuracy: 0.7631Epoch 229: D Accuracy = 0.7449 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0389 - g_loss: 1.4528 - d_accuracy: 0.7625 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0482 - g_loss: 1.4599 - d_accuracy: 0.7640Epoch 230: D Accuracy = 0.7959 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0456 - g_loss: 1.4620 - d_accuracy: 0.7651 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0062 - g_loss: 1.4467 - d_accuracy: 0.7808Epoch 231: D Accuracy = 0.8469 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0030 - g_loss: 1.4415 - d_accuracy: 0.7832 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0277 - g_loss: 1.4870 - d_accuracy: 0.7669Epoch 232: D Accuracy = 0.7296 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0273 - g_loss: 1.5073 - d_accuracy: 0.7656 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0154 - g_loss: 1.4574 - d_accuracy: 0.7728Epoch 233: D Accuracy = 0.7959 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0143 - g_loss: 1.4512 - d_accuracy: 0.7736 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0305 - g_loss: 1.4712 - d_accuracy: 0.7614Epoch 234: D Accuracy = 0.7245 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0314 - g_loss: 1.4747 - d_accuracy: 0.7600 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0187 - g_loss: 1.4734 - d_accuracy: 0.7724Epoch 235: D Accuracy = 0.7653 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0207 - g_loss: 1.4567 - d_accuracy: 0.7722 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0204 - g_loss: 1.5224 - d_accuracy: 0.7689Epoch 236: D Accuracy = 0.6633 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0233 - g_loss: 1.5347 - d_accuracy: 0.7651 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0144 - g_loss: 1.4780 - d_accuracy: 0.7722Epoch 237: D Accuracy = 0.7602 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0161 - g_loss: 1.4732 - d_accuracy: 0.7718 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9974 - g_loss: 1.4823 - d_accuracy: 0.7855Epoch 238: D Accuracy = 0.8418 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9978 - g_loss: 1.4702 - d_accuracy: 0.7875 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0195 - g_loss: 1.4744 - d_accuracy: 0.7746Epoch 239: D Accuracy = 0.7806 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0197 - g_loss: 1.4638 - d_accuracy: 0.7748 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0063 - g_loss: 1.5135 - d_accuracy: 0.7811Epoch 240: D Accuracy = 0.8469 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0047 - g_loss: 1.5031 - d_accuracy: 0.7834 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0004 - g_loss: 1.5190 - d_accuracy: 0.7813Epoch 241: D Accuracy = 0.8061 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0025 - g_loss: 1.5034 - d_accuracy: 0.7822 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0396 - g_loss: 1.5322 - d_accuracy: 0.7548Epoch 242: D Accuracy = 0.7143 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0385 - g_loss: 1.5428 - d_accuracy: 0.7533 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9864 - g_loss: 1.5360 - d_accuracy: 0.7894Epoch 243: D Accuracy = 0.8112 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9858 - g_loss: 1.5359 - d_accuracy: 0.7902 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0065 - g_loss: 1.5129 - d_accuracy: 0.7805Epoch 244: D Accuracy = 0.7755 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0063 - g_loss: 1.5126 - d_accuracy: 0.7803 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9918 - g_loss: 1.5109 - d_accuracy: 0.7913Epoch 245: D Accuracy = 0.7908 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9959 - g_loss: 1.4925 - d_accuracy: 0.7913 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0058 - g_loss: 1.5591 - d_accuracy: 0.7745Epoch 246: D Accuracy = 0.6429 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0084 - g_loss: 1.5874 - d_accuracy: 0.7698 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9844 - g_loss: 1.5163 - d_accuracy: 0.7924Epoch 247: D Accuracy = 0.7704 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9883 - g_loss: 1.5017 - d_accuracy: 0.7916 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0275 - g_loss: 1.5327 - d_accuracy: 0.7636Epoch 248: D Accuracy = 0.7704 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0262 - g_loss: 1.5395 - d_accuracy: 0.7639 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9825 - g_loss: 1.5339 - d_accuracy: 0.7856Epoch 249: D Accuracy = 0.8316 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9838 - g_loss: 1.5196 - d_accuracy: 0.7872 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9731 - g_loss: 1.5729 - d_accuracy: 0.7919Epoch 250: D Accuracy = 0.7602 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9748 - g_loss: 1.5756 - d_accuracy: 0.7908 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9998 - g_loss: 1.5399 - d_accuracy: 0.7743Epoch 251: D Accuracy = 0.7551 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0025 - g_loss: 1.5253 - d_accuracy: 0.7737 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0008 - g_loss: 1.5547 - d_accuracy: 0.7812Epoch 252: D Accuracy = 0.7908 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0005 - g_loss: 1.5429 - d_accuracy: 0.7815 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0178 - g_loss: 1.5869 - d_accuracy: 0.7677Epoch 253: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0167 - g_loss: 1.5900 - d_accuracy: 0.7670 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9961 - g_loss: 1.5253 - d_accuracy: 0.7770Epoch 254: D Accuracy = 0.7806 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9983 - g_loss: 1.5084 - d_accuracy: 0.7772 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9881 - g_loss: 1.5682 - d_accuracy: 0.7792Epoch 255: D Accuracy = 0.6582 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9928 - g_loss: 1.5824 - d_accuracy: 0.7748 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0025 - g_loss: 1.5819 - d_accuracy: 0.7752Epoch 256: D Accuracy = 0.7653 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0025 - g_loss: 1.5917 - d_accuracy: 0.7748 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9948 - g_loss: 1.5735 - d_accuracy: 0.7795Epoch 257: D Accuracy = 0.6939 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9975 - g_loss: 1.5843 - d_accuracy: 0.7764 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9654 - g_loss: 1.5615 - d_accuracy: 0.7960Epoch 258: D Accuracy = 0.7449 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9660 - g_loss: 1.5690 - d_accuracy: 0.7941 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9704 - g_loss: 1.5583 - d_accuracy: 0.7991Epoch 259: D Accuracy = 0.8061 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9703 - g_loss: 1.5614 - d_accuracy: 0.7993 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0128 - g_loss: 1.5752 - d_accuracy: 0.7646Epoch 260: D Accuracy = 0.6990 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0136 - g_loss: 1.5862 - d_accuracy: 0.7623 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0062 - g_loss: 1.5562 - d_accuracy: 0.7756Epoch 261: D Accuracy = 0.8367 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0042 - g_loss: 1.5491 - d_accuracy: 0.7778 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9526 - g_loss: 1.5953 - d_accuracy: 0.8095Epoch 262: D Accuracy = 0.7857 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9542 - g_loss: 1.5906 - d_accuracy: 0.8086 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9750 - g_loss: 1.6019 - d_accuracy: 0.7879Epoch 263: D Accuracy = 0.7143 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9788 - g_loss: 1.6285 - d_accuracy: 0.7853
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9864 - g_loss: 1.5879 - d_accuracy: 0.7846Epoch 264: D Accuracy = 0.8316 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9839 - g_loss: 1.5933 - d_accuracy: 0.7862 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9877 - g_loss: 1.6076 - d_accuracy: 0.7806Epoch 265: D Accuracy = 0.7959 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9865 - g_loss: 1.6112 - d_accuracy: 0.7812 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9470 - g_loss: 1.6043 - d_accuracy: 0.8039Epoch 266: D Accuracy = 0.8469 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9421 - g_loss: 1.6224 - d_accuracy: 0.8055 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9676 - g_loss: 1.5944 - d_accuracy: 0.7968Epoch 267: D Accuracy = 0.8418 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9671 - g_loss: 1.5824 - d_accuracy: 0.7984 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9625 - g_loss: 1.6680 - d_accuracy: 0.7908Epoch 268: D Accuracy = 0.7959 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9615 - g_loss: 1.6685 - d_accuracy: 0.7909 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9380 - g_loss: 1.6076 - d_accuracy: 0.8087Epoch 269: D Accuracy = 0.8265 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9366 - g_loss: 1.6118 - d_accuracy: 0.8093 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9464 - g_loss: 1.6615 - d_accuracy: 0.8039Epoch 270: D Accuracy = 0.6939 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9510 - g_loss: 1.7004 - d_accuracy: 0.8000 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9572 - g_loss: 1.5951 - d_accuracy: 0.7979Epoch 271: D Accuracy = 0.8367 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9544 - g_loss: 1.5962 - d_accuracy: 0.7993 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9715 - g_loss: 1.6672 - d_accuracy: 0.7918Epoch 272: D Accuracy = 0.8010 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9711 - g_loss: 1.6756 - d_accuracy: 0.7921 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9629 - g_loss: 1.6489 - d_accuracy: 0.7917Epoch 273: D Accuracy = 0.7653 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9640 - g_loss: 1.6475 - d_accuracy: 0.7907 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9675 - g_loss: 1.6371 - d_accuracy: 0.7896Epoch 274: D Accuracy = 0.7806 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9665 - g_loss: 1.6463 - d_accuracy: 0.7893 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9580 - g_loss: 1.6432 - d_accuracy: 0.7989Epoch 275: D Accuracy = 0.7296 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9618 - g_loss: 1.6524 - d_accuracy: 0.7964 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9479 - g_loss: 1.6402 - d_accuracy: 0.8059Epoch 276: D Accuracy = 0.7908 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9475 - g_loss: 1.6425 - d_accuracy: 0.8054 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9524 - g_loss: 1.6604 - d_accuracy: 0.7987Epoch 277: D Accuracy = 0.7653 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9577 - g_loss: 1.6346 - d_accuracy: 0.7975 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9349 - g_loss: 1.6983 - d_accuracy: 0.8042Epoch 278: D Accuracy = 0.7092 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9367 - g_loss: 1.7147 - d_accuracy: 0.8008 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9518 - g_loss: 1.6500 - d_accuracy: 0.7987Epoch 279: D Accuracy = 0.8418 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9526 - g_loss: 1.6396 - d_accuracy: 0.8002 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9385 - g_loss: 1.6803 - d_accuracy: 0.8013Epoch 280: D Accuracy = 0.7602 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9444 - g_loss: 1.6584 - d_accuracy: 0.7998 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9434 - g_loss: 1.6717 - d_accuracy: 0.8085Epoch 281: D Accuracy = 0.8367 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9446 - g_loss: 1.6542 - d_accuracy: 0.8095 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9787 - g_loss: 1.6727 - d_accuracy: 0.7799Epoch 282: D Accuracy = 0.7908 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9781 - g_loss: 1.6597 - d_accuracy: 0.7803 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9285 - g_loss: 1.6739 - d_accuracy: 0.8115Epoch 283: D Accuracy = 0.8010 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9317 - g_loss: 1.6593 - d_accuracy: 0.8111 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9941 - g_loss: 1.7017 - d_accuracy: 0.7855Epoch 284: D Accuracy = 0.8061 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9926 - g_loss: 1.6969 - d_accuracy: 0.7862 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9123 - g_loss: 1.7014 - d_accuracy: 0.8233Epoch 285: D Accuracy = 0.8776 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9101 - g_loss: 1.6916 - d_accuracy: 0.8252 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9040 - g_loss: 1.6987 - d_accuracy: 0.8274Epoch 286: D Accuracy = 0.7959 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9035 - g_loss: 1.7104 - d_accuracy: 0.8262 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9350 - g_loss: 1.7307 - d_accuracy: 0.8017Epoch 287: D Accuracy = 0.7857 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9332 - g_loss: 1.7421 - d_accuracy: 0.8011 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9635 - g_loss: 1.7115 - d_accuracy: 0.7957Epoch 288: D Accuracy = 0.8367 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9639 - g_loss: 1.6909 - d_accuracy: 0.7972 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9394 - g_loss: 1.6990 - d_accuracy: 0.8034Epoch 289: D Accuracy = 0.7857 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9414 - g_loss: 1.6790 - d_accuracy: 0.8028 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9219 - g_loss: 1.7248 - d_accuracy: 0.8122Epoch 290: D Accuracy = 0.8622 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9213 - g_loss: 1.7193 - d_accuracy: 0.8140 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9213 - g_loss: 1.7238 - d_accuracy: 0.8074Epoch 291: D Accuracy = 0.7806 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9229 - g_loss: 1.7253 - d_accuracy: 0.8065 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9268 - g_loss: 1.7517 - d_accuracy: 0.8101Epoch 292: D Accuracy = 0.7857 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9276 - g_loss: 1.7616 - d_accuracy: 0.8092 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9393 - g_loss: 1.7036 - d_accuracy: 0.7995Epoch 293: D Accuracy = 0.8163 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9390 - g_loss: 1.7038 - d_accuracy: 0.8001 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9181 - g_loss: 1.7422 - d_accuracy: 0.8154Epoch 294: D Accuracy = 0.8316 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9165 - g_loss: 1.7455 - d_accuracy: 0.8160 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9250 - g_loss: 1.7468 - d_accuracy: 0.8108Epoch 295: D Accuracy = 0.8265 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9239 - g_loss: 1.7510 - d_accuracy: 0.8114
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9051 - g_loss: 1.7300 - d_accuracy: 0.8192Epoch 296: D Accuracy = 0.8520 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9061 - g_loss: 1.7166 - d_accuracy: 0.8203 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9212 - g_loss: 1.7712 - d_accuracy: 0.8113Epoch 297: D Accuracy = 0.6990 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9255 - g_loss: 1.7958 - d_accuracy: 0.8073 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8931 - g_loss: 1.7523 - d_accuracy: 0.8288Epoch 298: D Accuracy = 0.7755 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8945 - g_loss: 1.7654 - d_accuracy: 0.8269 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8858 - g_loss: 1.7607 - d_accuracy: 0.8322Epoch 299: D Accuracy = 0.8010 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8859 - g_loss: 1.7754 - d_accuracy: 0.8311 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9566 - g_loss: 1.7835 - d_accuracy: 0.7956 Class 15 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.7500 27/27 [==============================] - 1s 41ms/step - d_loss: 0.9593 - g_loss: 1.7838 - d_accuracy: 0.7939 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9047 - g_loss: 1.7642 - d_accuracy: 0.8215Epoch 301: D Accuracy = 0.7347 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9065 - g_loss: 1.7814 - d_accuracy: 0.8184 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9145 - g_loss: 1.7605 - d_accuracy: 0.8189Epoch 302: D Accuracy = 0.8214 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9172 - g_loss: 1.7448 - d_accuracy: 0.8190 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9297 - g_loss: 1.8146 - d_accuracy: 0.8059Epoch 303: D Accuracy = 0.8112 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9264 - g_loss: 1.8335 - d_accuracy: 0.8061 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9566 - g_loss: 1.7459 - d_accuracy: 0.7996Epoch 304: D Accuracy = 0.8010 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9534 - g_loss: 1.7613 - d_accuracy: 0.7997 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9068 - g_loss: 1.7620 - d_accuracy: 0.8193Epoch 305: D Accuracy = 0.9184 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9022 - g_loss: 1.7616 - d_accuracy: 0.8229 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9153 - g_loss: 1.7646 - d_accuracy: 0.8207Epoch 306: D Accuracy = 0.8724 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9147 - g_loss: 1.7504 - d_accuracy: 0.8225 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9345 - g_loss: 1.7857 - d_accuracy: 0.8029Epoch 307: D Accuracy = 0.8163 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9321 - g_loss: 1.7890 - d_accuracy: 0.8034 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9092 - g_loss: 1.8075 - d_accuracy: 0.8183Epoch 308: D Accuracy = 0.6837 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9144 - g_loss: 1.8389 - d_accuracy: 0.8135 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9029 - g_loss: 1.7753 - d_accuracy: 0.8238Epoch 309: D Accuracy = 0.8469 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9038 - g_loss: 1.7692 - d_accuracy: 0.8246 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9047 - g_loss: 1.7763 - d_accuracy: 0.8243Epoch 310: D Accuracy = 0.8469 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9060 - g_loss: 1.7575 - d_accuracy: 0.8251 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8796 - g_loss: 1.8291 - d_accuracy: 0.8328Epoch 311: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8788 - g_loss: 1.8172 - d_accuracy: 0.8340 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9146 - g_loss: 1.8132 - d_accuracy: 0.8119Epoch 312: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9108 - g_loss: 1.8149 - d_accuracy: 0.8139 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8811 - g_loss: 1.8405 - d_accuracy: 0.8254Epoch 313: D Accuracy = 0.7398 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8820 - g_loss: 1.8638 - d_accuracy: 0.8224 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9017 - g_loss: 1.8255 - d_accuracy: 0.8209Epoch 314: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9016 - g_loss: 1.8548 - d_accuracy: 0.8184 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9090 - g_loss: 1.7968 - d_accuracy: 0.8127Epoch 315: D Accuracy = 0.7755 27/27 [==============================] - 1s 39ms/step - d_loss: 0.9141 - g_loss: 1.7699 - d_accuracy: 0.8114 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8900 - g_loss: 1.8403 - d_accuracy: 0.8269Epoch 316: D Accuracy = 0.8724 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8914 - g_loss: 1.8201 - d_accuracy: 0.8285 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9521 - g_loss: 1.8274 - d_accuracy: 0.7980Epoch 317: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9509 - g_loss: 1.8126 - d_accuracy: 0.8005 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8966 - g_loss: 1.8213 - d_accuracy: 0.8252Epoch 318: D Accuracy = 0.8673 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8964 - g_loss: 1.8055 - d_accuracy: 0.8267 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9381 - g_loss: 1.8067 - d_accuracy: 0.8045Epoch 319: D Accuracy = 0.8418 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9344 - g_loss: 1.8084 - d_accuracy: 0.8058 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8888 - g_loss: 1.8253 - d_accuracy: 0.8237Epoch 320: D Accuracy = 0.8622 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8873 - g_loss: 1.8162 - d_accuracy: 0.8251 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9116 - g_loss: 1.8594 - d_accuracy: 0.8092Epoch 321: D Accuracy = 0.8980 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9071 - g_loss: 1.8590 - d_accuracy: 0.8123 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9251 - g_loss: 1.8675 - d_accuracy: 0.8077Epoch 322: D Accuracy = 0.8469 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9217 - g_loss: 1.8701 - d_accuracy: 0.8091 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9001 - g_loss: 1.8181 - d_accuracy: 0.8259Epoch 323: D Accuracy = 0.8980 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8975 - g_loss: 1.8051 - d_accuracy: 0.8285 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8812 - g_loss: 1.8459 - d_accuracy: 0.8295Epoch 324: D Accuracy = 0.8265 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8805 - g_loss: 1.8558 - d_accuracy: 0.8294 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8503 - g_loss: 1.8664 - d_accuracy: 0.8469Epoch 325: D Accuracy = 0.8673 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8495 - g_loss: 1.8628 - d_accuracy: 0.8477 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9124 - g_loss: 1.8387 - d_accuracy: 0.8113Epoch 326: D Accuracy = 0.7908 27/27 [==============================] - 1s 36ms/step - d_loss: 0.9118 - g_loss: 1.8451 - d_accuracy: 0.8105 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8813 - g_loss: 1.8702 - d_accuracy: 0.8270Epoch 327: D Accuracy = 0.7857 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8834 - g_loss: 1.8573 - d_accuracy: 0.8255 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8541 - g_loss: 1.8729 - d_accuracy: 0.8426Epoch 328: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8534 - g_loss: 1.8740 - d_accuracy: 0.8435 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8810 - g_loss: 1.8880 - d_accuracy: 0.8307Epoch 329: D Accuracy = 0.8776 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8807 - g_loss: 1.8734 - d_accuracy: 0.8324 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8988 - g_loss: 1.8837 - d_accuracy: 0.8210Epoch 330: D Accuracy = 0.8776 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8977 - g_loss: 1.8749 - d_accuracy: 0.8230 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8967 - g_loss: 1.8780 - d_accuracy: 0.8200Epoch 331: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8954 - g_loss: 1.8665 - d_accuracy: 0.8217 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8471 - g_loss: 1.9101 - d_accuracy: 0.8433Epoch 332: D Accuracy = 0.8265 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8467 - g_loss: 1.9181 - d_accuracy: 0.8427 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8877 - g_loss: 1.8694 - d_accuracy: 0.8276Epoch 333: D Accuracy = 0.7908 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8886 - g_loss: 1.8724 - d_accuracy: 0.8263 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8853 - g_loss: 1.8873 - d_accuracy: 0.8274Epoch 334: D Accuracy = 0.8010 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8843 - g_loss: 1.8964 - d_accuracy: 0.8265 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1147 - g_loss: 2.0095 - d_accuracy: 0.7803Epoch 335: D Accuracy = 0.5918 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1333 - g_loss: 2.0399 - d_accuracy: 0.7736 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8968 - g_loss: 1.7865 - d_accuracy: 0.8274Epoch 336: D Accuracy = 0.8367 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8948 - g_loss: 1.7949 - d_accuracy: 0.8278 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8801 - g_loss: 1.8641 - d_accuracy: 0.8329Epoch 337: D Accuracy = 0.8469 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8784 - g_loss: 1.8676 - d_accuracy: 0.8334 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8591 - g_loss: 1.8744 - d_accuracy: 0.8409Epoch 338: D Accuracy = 0.8265 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8591 - g_loss: 1.8758 - d_accuracy: 0.8404 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8702 - g_loss: 1.8814 - d_accuracy: 0.8394Epoch 339: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8731 - g_loss: 1.8994 - d_accuracy: 0.8362 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8927 - g_loss: 1.8719 - d_accuracy: 0.8218Epoch 340: D Accuracy = 0.7704 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8970 - g_loss: 1.8744 - d_accuracy: 0.8200 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8447 - g_loss: 1.8899 - d_accuracy: 0.8418Epoch 341: D Accuracy = 0.8418 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8470 - g_loss: 1.8684 - d_accuracy: 0.8418 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8886 - g_loss: 1.9133 - d_accuracy: 0.8236Epoch 342: D Accuracy = 0.8673 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8886 - g_loss: 1.8977 - d_accuracy: 0.8252 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8730 - g_loss: 1.9191 - d_accuracy: 0.8277Epoch 343: D Accuracy = 0.7296 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8770 - g_loss: 1.9255 - d_accuracy: 0.8242 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8405 - g_loss: 1.9084 - d_accuracy: 0.8479Epoch 344: D Accuracy = 0.8469 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8397 - g_loss: 1.9124 - d_accuracy: 0.8479 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8707 - g_loss: 1.9307 - d_accuracy: 0.8324Epoch 345: D Accuracy = 0.8418 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8733 - g_loss: 1.9129 - d_accuracy: 0.8327 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8606 - g_loss: 1.9372 - d_accuracy: 0.8390Epoch 346: D Accuracy = 0.8571 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8583 - g_loss: 1.9409 - d_accuracy: 0.8397 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8568 - g_loss: 1.9267 - d_accuracy: 0.8397Epoch 347: D Accuracy = 0.8827 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8566 - g_loss: 1.9172 - d_accuracy: 0.8412 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8500 - g_loss: 1.9411 - d_accuracy: 0.8449Epoch 348: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8486 - g_loss: 1.9395 - d_accuracy: 0.8457 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8940 - g_loss: 1.9450 - d_accuracy: 0.8210Epoch 349: D Accuracy = 0.8418 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8951 - g_loss: 1.9268 - d_accuracy: 0.8217 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8545 - g_loss: 1.9713 - d_accuracy: 0.8380Epoch 350: D Accuracy = 0.8061 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8544 - g_loss: 1.9757 - d_accuracy: 0.8369 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8589 - g_loss: 1.9466 - d_accuracy: 0.8366Epoch 351: D Accuracy = 0.8112 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8602 - g_loss: 1.9443 - d_accuracy: 0.8357 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8572 - g_loss: 1.9708 - d_accuracy: 0.8403Epoch 352: D Accuracy = 0.8061 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8608 - g_loss: 1.9487 - d_accuracy: 0.8391 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8636 - g_loss: 1.9714 - d_accuracy: 0.8337Epoch 353: D Accuracy = 0.8061 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8648 - g_loss: 1.9888 - d_accuracy: 0.8327 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8684 - g_loss: 1.9433 - d_accuracy: 0.8358Epoch 354: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8651 - g_loss: 1.9483 - d_accuracy: 0.8369 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8652 - g_loss: 1.9750 - d_accuracy: 0.8326Epoch 355: D Accuracy = 0.8469 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8659 - g_loss: 1.9605 - d_accuracy: 0.8331 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8450 - g_loss: 1.9795 - d_accuracy: 0.8437Epoch 356: D Accuracy = 0.7245 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8574 - g_loss: 1.9433 - d_accuracy: 0.8394 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8434 - g_loss: 1.9865 - d_accuracy: 0.8454Epoch 357: D Accuracy = 0.9184 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8398 - g_loss: 1.9761 - d_accuracy: 0.8480 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8496 - g_loss: 2.0124 - d_accuracy: 0.8445Epoch 358: D Accuracy = 0.8316 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8496 - g_loss: 2.0071 - d_accuracy: 0.8440 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8977 - g_loss: 1.9872 - d_accuracy: 0.8159Epoch 359: D Accuracy = 0.8929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8944 - g_loss: 1.9762 - d_accuracy: 0.8187 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8581 - g_loss: 2.0001 - d_accuracy: 0.8380Epoch 360: D Accuracy = 0.6531 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8691 - g_loss: 2.0301 - d_accuracy: 0.8314 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8461 - g_loss: 1.9941 - d_accuracy: 0.8438Epoch 361: D Accuracy = 0.9184 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8448 - g_loss: 1.9751 - d_accuracy: 0.8464 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8478 - g_loss: 2.0200 - d_accuracy: 0.8433Epoch 362: D Accuracy = 0.8622 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8453 - g_loss: 2.0321 - d_accuracy: 0.8440 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8269 - g_loss: 2.0140 - d_accuracy: 0.8549Epoch 363: D Accuracy = 0.8827 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8242 - g_loss: 2.0150 - d_accuracy: 0.8559
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8546 - g_loss: 2.0151 - d_accuracy: 0.8397Epoch 364: D Accuracy = 0.8622 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8521 - g_loss: 2.0259 - d_accuracy: 0.8405 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8166 - g_loss: 1.9988 - d_accuracy: 0.8631Epoch 365: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8160 - g_loss: 2.0108 - d_accuracy: 0.8633 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8441 - g_loss: 2.0295 - d_accuracy: 0.8423Epoch 366: D Accuracy = 0.8469 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8464 - g_loss: 2.0106 - d_accuracy: 0.8424 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8341 - g_loss: 2.0902 - d_accuracy: 0.8495Epoch 367: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8475 - g_loss: 2.1417 - d_accuracy: 0.8421 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8395 - g_loss: 2.0156 - d_accuracy: 0.8460Epoch 368: D Accuracy = 0.8469 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8420 - g_loss: 1.9978 - d_accuracy: 0.8461 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8357 - g_loss: 2.0138 - d_accuracy: 0.8455Epoch 369: D Accuracy = 0.8878 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8363 - g_loss: 1.9960 - d_accuracy: 0.8470 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8823 - g_loss: 2.0592 - d_accuracy: 0.8223Epoch 370: D Accuracy = 0.7245 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8864 - g_loss: 2.0904 - d_accuracy: 0.8188 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8773 - g_loss: 2.0132 - d_accuracy: 0.8259Epoch 371: D Accuracy = 0.8776 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8735 - g_loss: 2.0265 - d_accuracy: 0.8277 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8402 - g_loss: 2.0087 - d_accuracy: 0.8474Epoch 372: D Accuracy = 0.8724 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8426 - g_loss: 1.9893 - d_accuracy: 0.8483 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8230 - g_loss: 2.0598 - d_accuracy: 0.8491Epoch 373: D Accuracy = 0.8316 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8269 - g_loss: 2.0467 - d_accuracy: 0.8485 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8406 - g_loss: 2.0819 - d_accuracy: 0.8475Epoch 374: D Accuracy = 0.8367 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8398 - g_loss: 2.0853 - d_accuracy: 0.8472 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8672 - g_loss: 2.0370 - d_accuracy: 0.8288Epoch 375: D Accuracy = 0.8469 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8676 - g_loss: 2.0298 - d_accuracy: 0.8295 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8063 - g_loss: 2.0113 - d_accuracy: 0.8637Epoch 376: D Accuracy = 0.8776 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8049 - g_loss: 2.0122 - d_accuracy: 0.8642 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8290 - g_loss: 2.0602 - d_accuracy: 0.8495Epoch 377: D Accuracy = 0.8929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8266 - g_loss: 2.0531 - d_accuracy: 0.8510 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8402 - g_loss: 2.0774 - d_accuracy: 0.8403Epoch 378: D Accuracy = 0.8367 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8422 - g_loss: 2.0623 - d_accuracy: 0.8402 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8498 - g_loss: 2.0574 - d_accuracy: 0.8378Epoch 379: D Accuracy = 0.8520 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8521 - g_loss: 2.0348 - d_accuracy: 0.8383 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8322 - g_loss: 2.0418 - d_accuracy: 0.8475Epoch 380: D Accuracy = 0.9286 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8284 - g_loss: 2.0388 - d_accuracy: 0.8504 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7936 - g_loss: 2.0781 - d_accuracy: 0.8663Epoch 381: D Accuracy = 0.9439 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7889 - g_loss: 2.0857 - d_accuracy: 0.8690 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8301 - g_loss: 2.0769 - d_accuracy: 0.8465Epoch 382: D Accuracy = 0.8878 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8275 - g_loss: 2.0753 - d_accuracy: 0.8480 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8379 - g_loss: 2.0824 - d_accuracy: 0.8453Epoch 383: D Accuracy = 0.9082 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8343 - g_loss: 2.0776 - d_accuracy: 0.8475 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8204 - g_loss: 2.0914 - d_accuracy: 0.8527Epoch 384: D Accuracy = 0.8367 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8189 - g_loss: 2.1034 - d_accuracy: 0.8522 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8819 - g_loss: 2.0850 - d_accuracy: 0.8251Epoch 385: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8793 - g_loss: 2.0890 - d_accuracy: 0.8266 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8208 - g_loss: 2.0765 - d_accuracy: 0.8524Epoch 386: D Accuracy = 0.8827 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8198 - g_loss: 2.0747 - d_accuracy: 0.8535 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8208 - g_loss: 2.1075 - d_accuracy: 0.8485Epoch 387: D Accuracy = 0.8163 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8204 - g_loss: 2.1090 - d_accuracy: 0.8474 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7995 - g_loss: 2.1005 - d_accuracy: 0.8653Epoch 388: D Accuracy = 0.8112 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7997 - g_loss: 2.1126 - d_accuracy: 0.8633 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8436 - g_loss: 2.1205 - d_accuracy: 0.8414Epoch 389: D Accuracy = 0.8571 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8406 - g_loss: 2.1270 - d_accuracy: 0.8419 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8208 - g_loss: 2.1065 - d_accuracy: 0.8549Epoch 390: D Accuracy = 0.8878 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8179 - g_loss: 2.1087 - d_accuracy: 0.8561 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8325 - g_loss: 2.1050 - d_accuracy: 0.8452Epoch 391: D Accuracy = 0.8469 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8311 - g_loss: 2.1256 - d_accuracy: 0.8452 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8529 - g_loss: 2.0786 - d_accuracy: 0.8376Epoch 392: D Accuracy = 0.8878 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8526 - g_loss: 2.0582 - d_accuracy: 0.8394 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8266 - g_loss: 2.1498 - d_accuracy: 0.8499Epoch 393: D Accuracy = 0.8929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8259 - g_loss: 2.1317 - d_accuracy: 0.8514 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8399 - g_loss: 2.1418 - d_accuracy: 0.8388Epoch 394: D Accuracy = 0.8520 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8380 - g_loss: 2.1497 - d_accuracy: 0.8393 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0100 - g_loss: 2.2307 - d_accuracy: 0.8075Epoch 395: D Accuracy = 0.7041 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0138 - g_loss: 2.2518 - d_accuracy: 0.8038
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7985 - g_loss: 2.0146 - d_accuracy: 0.8679Epoch 396: D Accuracy = 0.8673 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7981 - g_loss: 2.0204 - d_accuracy: 0.8679 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8096 - g_loss: 2.0974 - d_accuracy: 0.8568Epoch 397: D Accuracy = 0.8878 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8099 - g_loss: 2.0879 - d_accuracy: 0.8579 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8036 - g_loss: 2.0997 - d_accuracy: 0.8622Epoch 398: D Accuracy = 0.8622 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8026 - g_loss: 2.1081 - d_accuracy: 0.8622 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8153 - g_loss: 2.1347 - d_accuracy: 0.8521Epoch 399: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8174 - g_loss: 2.1248 - d_accuracy: 0.8527 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7873 - g_loss: 2.1306 - d_accuracy: 0.8669 Class 15 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.8163 27/27 [==============================] - 1s 41ms/step - d_loss: 0.7872 - g_loss: 2.1510 - d_accuracy: 0.8651 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8507 - g_loss: 2.0968 - d_accuracy: 0.8345Epoch 401: D Accuracy = 0.8061 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8508 - g_loss: 2.0970 - d_accuracy: 0.8335 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8256 - g_loss: 2.1201 - d_accuracy: 0.8471Epoch 402: D Accuracy = 0.8316 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8251 - g_loss: 2.1257 - d_accuracy: 0.8465 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8133 - g_loss: 2.1178 - d_accuracy: 0.8524Epoch 403: D Accuracy = 0.8980 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8099 - g_loss: 2.1343 - d_accuracy: 0.8540 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7814 - g_loss: 2.1707 - d_accuracy: 0.8684Epoch 404: D Accuracy = 0.9031 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7789 - g_loss: 2.1773 - d_accuracy: 0.8696 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8089 - g_loss: 2.1774 - d_accuracy: 0.8527Epoch 405: D Accuracy = 0.8980 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8052 - g_loss: 2.1835 - d_accuracy: 0.8543 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8305 - g_loss: 2.1477 - d_accuracy: 0.8448Epoch 406: D Accuracy = 0.8878 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8289 - g_loss: 2.1321 - d_accuracy: 0.8463 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7802 - g_loss: 2.2073 - d_accuracy: 0.8705Epoch 407: D Accuracy = 0.7296 27/27 [==============================] - 1s 38ms/step - d_loss: 0.7862 - g_loss: 2.2526 - d_accuracy: 0.8655 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8314 - g_loss: 2.1818 - d_accuracy: 0.8434Epoch 408: D Accuracy = 0.7143 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8361 - g_loss: 2.2001 - d_accuracy: 0.8388 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8008 - g_loss: 2.1391 - d_accuracy: 0.8648Epoch 409: D Accuracy = 0.9235 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7984 - g_loss: 2.1278 - d_accuracy: 0.8669 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7823 - g_loss: 2.2529 - d_accuracy: 0.8676Epoch 410: D Accuracy = 0.6837 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7927 - g_loss: 2.2751 - d_accuracy: 0.8611 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8059 - g_loss: 2.1366 - d_accuracy: 0.8596Epoch 411: D Accuracy = 0.8265 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8062 - g_loss: 2.1459 - d_accuracy: 0.8584 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7925 - g_loss: 2.1967 - d_accuracy: 0.8616Epoch 412: D Accuracy = 0.8367 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7928 - g_loss: 2.2116 - d_accuracy: 0.8607 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7954 - g_loss: 2.2024 - d_accuracy: 0.8593Epoch 413: D Accuracy = 0.9082 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7942 - g_loss: 2.1852 - d_accuracy: 0.8610 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7896 - g_loss: 2.1975 - d_accuracy: 0.8660Epoch 414: D Accuracy = 0.8980 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7890 - g_loss: 2.1933 - d_accuracy: 0.8672 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8241 - g_loss: 2.1874 - d_accuracy: 0.8456Epoch 415: D Accuracy = 0.8673 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8242 - g_loss: 2.1777 - d_accuracy: 0.8464 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7981 - g_loss: 2.2012 - d_accuracy: 0.8617Epoch 416: D Accuracy = 0.7806 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8029 - g_loss: 2.2180 - d_accuracy: 0.8588 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8024 - g_loss: 2.1961 - d_accuracy: 0.8587Epoch 417: D Accuracy = 0.8929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8036 - g_loss: 2.1796 - d_accuracy: 0.8600 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7971 - g_loss: 2.2176 - d_accuracy: 0.8563Epoch 418: D Accuracy = 0.8776 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7975 - g_loss: 2.2046 - d_accuracy: 0.8570 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7944 - g_loss: 2.2195 - d_accuracy: 0.8612Epoch 419: D Accuracy = 0.7602 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8011 - g_loss: 2.2270 - d_accuracy: 0.8576 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8350 - g_loss: 2.2074 - d_accuracy: 0.8431Epoch 420: D Accuracy = 0.8367 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8339 - g_loss: 2.2388 - d_accuracy: 0.8428 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8065 - g_loss: 2.1906 - d_accuracy: 0.8580Epoch 421: D Accuracy = 0.9031 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8056 - g_loss: 2.1724 - d_accuracy: 0.8596 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7785 - g_loss: 2.2599 - d_accuracy: 0.8700Epoch 422: D Accuracy = 0.8929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7792 - g_loss: 2.2362 - d_accuracy: 0.8708 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7843 - g_loss: 2.2434 - d_accuracy: 0.8685Epoch 423: D Accuracy = 0.8724 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7849 - g_loss: 2.2274 - d_accuracy: 0.8687 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8185 - g_loss: 2.2323 - d_accuracy: 0.8494Epoch 424: D Accuracy = 0.7704 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8216 - g_loss: 2.2390 - d_accuracy: 0.8466 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8010 - g_loss: 2.2111 - d_accuracy: 0.8625Epoch 425: D Accuracy = 0.9235 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7988 - g_loss: 2.1969 - d_accuracy: 0.8647 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7771 - g_loss: 2.2446 - d_accuracy: 0.8691Epoch 426: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7749 - g_loss: 2.2544 - d_accuracy: 0.8690 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8223 - g_loss: 2.2546 - d_accuracy: 0.8450Epoch 427: D Accuracy = 0.8316 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8223 - g_loss: 2.2417 - d_accuracy: 0.8446 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7579 - g_loss: 2.2255 - d_accuracy: 0.8778Epoch 428: D Accuracy = 0.8929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7566 - g_loss: 2.2345 - d_accuracy: 0.8784 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7990 - g_loss: 2.2491 - d_accuracy: 0.8595Epoch 429: D Accuracy = 0.8367 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8034 - g_loss: 2.2283 - d_accuracy: 0.8587 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8150 - g_loss: 2.2746 - d_accuracy: 0.8519Epoch 430: D Accuracy = 0.8776 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8134 - g_loss: 2.2769 - d_accuracy: 0.8529 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7762 - g_loss: 2.2601 - d_accuracy: 0.8732Epoch 431: D Accuracy = 0.8265 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7786 - g_loss: 2.2620 - d_accuracy: 0.8715 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8283 - g_loss: 2.2792 - d_accuracy: 0.8427Epoch 432: D Accuracy = 0.7449 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8316 - g_loss: 2.3144 - d_accuracy: 0.8392 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7598 - g_loss: 2.2550 - d_accuracy: 0.8799Epoch 433: D Accuracy = 0.9031 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7592 - g_loss: 2.2458 - d_accuracy: 0.8808 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7924 - g_loss: 2.2422 - d_accuracy: 0.8590Epoch 434: D Accuracy = 0.9082 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7903 - g_loss: 2.2298 - d_accuracy: 0.8608 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7659 - g_loss: 2.2926 - d_accuracy: 0.8731Epoch 435: D Accuracy = 0.8520 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7692 - g_loss: 2.2752 - d_accuracy: 0.8724 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7544 - g_loss: 2.2684 - d_accuracy: 0.8767Epoch 436: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7552 - g_loss: 2.2650 - d_accuracy: 0.8764 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7812 - g_loss: 2.2708 - d_accuracy: 0.8681Epoch 437: D Accuracy = 0.9082 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7818 - g_loss: 2.2521 - d_accuracy: 0.8696 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8153 - g_loss: 2.2681 - d_accuracy: 0.8491Epoch 438: D Accuracy = 0.8673 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8115 - g_loss: 2.2794 - d_accuracy: 0.8498 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7645 - g_loss: 2.2647 - d_accuracy: 0.8707Epoch 439: D Accuracy = 0.8010 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7668 - g_loss: 2.2795 - d_accuracy: 0.8682 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7874 - g_loss: 2.3138 - d_accuracy: 0.8663Epoch 440: D Accuracy = 0.8265 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7867 - g_loss: 2.3285 - d_accuracy: 0.8648 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7638 - g_loss: 2.3313 - d_accuracy: 0.8729Epoch 441: D Accuracy = 0.8724 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7644 - g_loss: 2.3193 - d_accuracy: 0.8729 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8359 - g_loss: 2.3201 - d_accuracy: 0.8435Epoch 442: D Accuracy = 0.8010 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8365 - g_loss: 2.3225 - d_accuracy: 0.8420 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7739 - g_loss: 2.2712 - d_accuracy: 0.8720Epoch 443: D Accuracy = 0.9082 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7715 - g_loss: 2.2594 - d_accuracy: 0.8733 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7952 - g_loss: 2.3045 - d_accuracy: 0.8552Epoch 444: D Accuracy = 0.8520 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7939 - g_loss: 2.3208 - d_accuracy: 0.8551 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8184 - g_loss: 2.3042 - d_accuracy: 0.8485Epoch 445: D Accuracy = 0.8776 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8162 - g_loss: 2.3037 - d_accuracy: 0.8495 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7609 - g_loss: 2.2560 - d_accuracy: 0.8780Epoch 446: D Accuracy = 0.8673 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7622 - g_loss: 2.2446 - d_accuracy: 0.8777 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8111 - g_loss: 2.2913 - d_accuracy: 0.8508Epoch 447: D Accuracy = 0.8673 27/27 [==============================] - 1s 36ms/step - d_loss: 0.8089 - g_loss: 2.2941 - d_accuracy: 0.8514 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7448 - g_loss: 2.3273 - d_accuracy: 0.8833Epoch 448: D Accuracy = 0.8776 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7497 - g_loss: 2.2986 - d_accuracy: 0.8831 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7830 - g_loss: 2.3742 - d_accuracy: 0.8618Epoch 449: D Accuracy = 0.8571 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7818 - g_loss: 2.3729 - d_accuracy: 0.8616 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7442 - g_loss: 2.3726 - d_accuracy: 0.8829Epoch 450: D Accuracy = 0.8776 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7425 - g_loss: 2.4000 - d_accuracy: 0.8827 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7359 - g_loss: 2.3450 - d_accuracy: 0.8843Epoch 451: D Accuracy = 0.8265 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7390 - g_loss: 2.3579 - d_accuracy: 0.8823 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7946 - g_loss: 2.3026 - d_accuracy: 0.8590Epoch 452: D Accuracy = 0.8776 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7950 - g_loss: 2.2866 - d_accuracy: 0.8597 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7640 - g_loss: 2.3976 - d_accuracy: 0.8725Epoch 453: D Accuracy = 0.8112 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7655 - g_loss: 2.4154 - d_accuracy: 0.8703 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7734 - g_loss: 2.3152 - d_accuracy: 0.8719Epoch 454: D Accuracy = 0.8724 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7711 - g_loss: 2.3347 - d_accuracy: 0.8719 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7917 - g_loss: 2.3245 - d_accuracy: 0.8615Epoch 455: D Accuracy = 0.9490 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7880 - g_loss: 2.3088 - d_accuracy: 0.8647 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7708 - g_loss: 2.3332 - d_accuracy: 0.8717Epoch 456: D Accuracy = 0.9031 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7707 - g_loss: 2.3269 - d_accuracy: 0.8728 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7753 - g_loss: 2.3484 - d_accuracy: 0.8644Epoch 457: D Accuracy = 0.8929 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7744 - g_loss: 2.3371 - d_accuracy: 0.8654 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7855 - g_loss: 2.3251 - d_accuracy: 0.8588Epoch 458: D Accuracy = 0.8673 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7903 - g_loss: 2.2948 - d_accuracy: 0.8591 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7792 - g_loss: 2.3460 - d_accuracy: 0.8656Epoch 459: D Accuracy = 0.8878 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7802 - g_loss: 2.3220 - d_accuracy: 0.8664 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7677 - g_loss: 2.3866 - d_accuracy: 0.8710Epoch 460: D Accuracy = 0.8929 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7669 - g_loss: 2.3843 - d_accuracy: 0.8718 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7714 - g_loss: 2.3558 - d_accuracy: 0.8660Epoch 461: D Accuracy = 0.8163 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7786 - g_loss: 2.3249 - d_accuracy: 0.8643 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8299 - g_loss: 2.4031 - d_accuracy: 0.8459Epoch 462: D Accuracy = 0.8827 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8249 - g_loss: 2.4084 - d_accuracy: 0.8472 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7891 - g_loss: 2.3364 - d_accuracy: 0.8589Epoch 463: D Accuracy = 0.7653 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7934 - g_loss: 2.3587 - d_accuracy: 0.8556
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7870 - g_loss: 2.3227 - d_accuracy: 0.8624Epoch 464: D Accuracy = 0.8827 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7855 - g_loss: 2.3140 - d_accuracy: 0.8631 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7240 - g_loss: 2.3705 - d_accuracy: 0.8887Epoch 465: D Accuracy = 0.8622 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7281 - g_loss: 2.3513 - d_accuracy: 0.8878 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7745 - g_loss: 2.3646 - d_accuracy: 0.8683Epoch 466: D Accuracy = 0.9082 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7734 - g_loss: 2.3503 - d_accuracy: 0.8697 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7589 - g_loss: 2.3661 - d_accuracy: 0.8713Epoch 467: D Accuracy = 0.8878 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7611 - g_loss: 2.3449 - d_accuracy: 0.8719 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7439 - g_loss: 2.3890 - d_accuracy: 0.8770Epoch 468: D Accuracy = 0.9082 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7418 - g_loss: 2.3908 - d_accuracy: 0.8781 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7192 - g_loss: 2.3615 - d_accuracy: 0.8895Epoch 469: D Accuracy = 0.9184 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7200 - g_loss: 2.3498 - d_accuracy: 0.8905 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7781 - g_loss: 2.4470 - d_accuracy: 0.8609Epoch 470: D Accuracy = 0.7704 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7799 - g_loss: 2.4964 - d_accuracy: 0.8576 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7418 - g_loss: 2.3973 - d_accuracy: 0.8812Epoch 471: D Accuracy = 0.9133 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7394 - g_loss: 2.3926 - d_accuracy: 0.8823 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7801 - g_loss: 2.4216 - d_accuracy: 0.8637Epoch 472: D Accuracy = 0.7092 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7859 - g_loss: 2.4565 - d_accuracy: 0.8581 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7498 - g_loss: 2.3734 - d_accuracy: 0.8816Epoch 473: D Accuracy = 0.8980 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7503 - g_loss: 2.3553 - d_accuracy: 0.8822 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7927 - g_loss: 2.4009 - d_accuracy: 0.8539Epoch 474: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7970 - g_loss: 2.4322 - d_accuracy: 0.8502 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7487 - g_loss: 2.3950 - d_accuracy: 0.8818Epoch 475: D Accuracy = 0.8316 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7515 - g_loss: 2.4097 - d_accuracy: 0.8800 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7484 - g_loss: 2.4035 - d_accuracy: 0.8803Epoch 476: D Accuracy = 0.8980 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7512 - g_loss: 2.3846 - d_accuracy: 0.8810 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7605 - g_loss: 2.4191 - d_accuracy: 0.8689Epoch 477: D Accuracy = 0.8469 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7610 - g_loss: 2.4250 - d_accuracy: 0.8681 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7433 - g_loss: 2.4018 - d_accuracy: 0.8827Epoch 478: D Accuracy = 0.9184 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7408 - g_loss: 2.4040 - d_accuracy: 0.8840 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7229 - g_loss: 2.4422 - d_accuracy: 0.8884Epoch 479: D Accuracy = 0.8929 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7239 - g_loss: 2.4158 - d_accuracy: 0.8886 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7608 - g_loss: 2.4093 - d_accuracy: 0.8756Epoch 480: D Accuracy = 0.9184 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7609 - g_loss: 2.3892 - d_accuracy: 0.8771 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7787 - g_loss: 2.4090 - d_accuracy: 0.8629Epoch 481: D Accuracy = 0.8929 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7784 - g_loss: 2.3948 - d_accuracy: 0.8640 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7595 - g_loss: 2.4435 - d_accuracy: 0.8713Epoch 482: D Accuracy = 0.8367 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7579 - g_loss: 2.4663 - d_accuracy: 0.8700 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7283 - g_loss: 2.3944 - d_accuracy: 0.8902Epoch 483: D Accuracy = 0.9133 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7285 - g_loss: 2.3839 - d_accuracy: 0.8910 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7445 - g_loss: 2.4429 - d_accuracy: 0.8806Epoch 484: D Accuracy = 0.9439 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7427 - g_loss: 2.4241 - d_accuracy: 0.8828 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7519 - g_loss: 2.4791 - d_accuracy: 0.8785Epoch 485: D Accuracy = 0.8827 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7558 - g_loss: 2.4452 - d_accuracy: 0.8786 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7323 - g_loss: 2.4628 - d_accuracy: 0.8833Epoch 486: D Accuracy = 0.8418 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7345 - g_loss: 2.4691 - d_accuracy: 0.8818 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7306 - g_loss: 2.4561 - d_accuracy: 0.8869Epoch 487: D Accuracy = 0.8724 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7314 - g_loss: 2.4664 - d_accuracy: 0.8864 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7291 - g_loss: 2.4560 - d_accuracy: 0.8875Epoch 488: D Accuracy = 0.9388 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7279 - g_loss: 2.4413 - d_accuracy: 0.8893 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7784 - g_loss: 2.4847 - d_accuracy: 0.8628Epoch 489: D Accuracy = 0.8776 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7746 - g_loss: 2.5015 - d_accuracy: 0.8633 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7360 - g_loss: 2.4280 - d_accuracy: 0.8811Epoch 490: D Accuracy = 0.8571 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7371 - g_loss: 2.4176 - d_accuracy: 0.8803 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7251 - g_loss: 2.4802 - d_accuracy: 0.8893Epoch 491: D Accuracy = 0.7755 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7409 - g_loss: 2.4287 - d_accuracy: 0.8852 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8154 - g_loss: 2.5357 - d_accuracy: 0.8454Epoch 492: D Accuracy = 0.8367 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8146 - g_loss: 2.5456 - d_accuracy: 0.8451 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7514 - g_loss: 2.4495 - d_accuracy: 0.8804Epoch 493: D Accuracy = 0.9337 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7483 - g_loss: 2.4401 - d_accuracy: 0.8823 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7933 - g_loss: 2.4907 - d_accuracy: 0.8548Epoch 494: D Accuracy = 0.8724 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7904 - g_loss: 2.5182 - d_accuracy: 0.8554 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7190 - g_loss: 2.4931 - d_accuracy: 0.8925Epoch 495: D Accuracy = 0.9337 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7160 - g_loss: 2.5022 - d_accuracy: 0.8940
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7199 - g_loss: 2.5083 - d_accuracy: 0.8886Epoch 496: D Accuracy = 0.9286 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7172 - g_loss: 2.5097 - d_accuracy: 0.8900 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7264 - g_loss: 2.5344 - d_accuracy: 0.8857Epoch 497: D Accuracy = 0.8980 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7259 - g_loss: 2.5385 - d_accuracy: 0.8861 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7430 - g_loss: 2.4682 - d_accuracy: 0.8823Epoch 498: D Accuracy = 0.9031 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7416 - g_loss: 2.4576 - d_accuracy: 0.8830 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7462 - g_loss: 2.5015 - d_accuracy: 0.8821Epoch 499: D Accuracy = 0.9031 27/27 [==============================] - 1s 36ms/step - d_loss: 0.7437 - g_loss: 2.4915 - d_accuracy: 0.8829 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6900 - g_loss: 2.5288 - d_accuracy: 0.9049 Class 15 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.9388 27/27 [==============================] - 1s 47ms/step - d_loss: 0.6890 - g_loss: 2.5168 - d_accuracy: 0.9061 Saved final generator weights for class 0 to 16Models_saved_generators_600epochs(last)\final_generator_class_0.h5 Saved final generator weights for class 1 to 16Models_saved_generators_600epochs(last)\final_generator_class_1.h5 Saved final generator weights for class 2 to 16Models_saved_generators_600epochs(last)\final_generator_class_2.h5 Saved final generator weights for class 3 to 16Models_saved_generators_600epochs(last)\final_generator_class_3.h5 Saved final generator weights for class 4 to 16Models_saved_generators_600epochs(last)\final_generator_class_4.h5 Saved final generator weights for class 5 to 16Models_saved_generators_600epochs(last)\final_generator_class_5.h5 Saved final generator weights for class 6 to 16Models_saved_generators_600epochs(last)\final_generator_class_6.h5 Saved final generator weights for class 7 to 16Models_saved_generators_600epochs(last)\final_generator_class_7.h5 Saved final generator weights for class 8 to 16Models_saved_generators_600epochs(last)\final_generator_class_8.h5 Saved final generator weights for class 9 to 16Models_saved_generators_600epochs(last)\final_generator_class_9.h5 Saved final generator weights for class 10 to 16Models_saved_generators_600epochs(last)\final_generator_class_10.h5 Saved final generator weights for class 11 to 16Models_saved_generators_600epochs(last)\final_generator_class_11.h5 Saved final generator weights for class 12 to 16Models_saved_generators_600epochs(last)\final_generator_class_12.h5 Saved final generator weights for class 13 to 16Models_saved_generators_600epochs(last)\final_generator_class_13.h5 Saved final generator weights for class 14 to 16Models_saved_generators_600epochs(last)\final_generator_class_14.h5 Saved final generator weights for class 15 to 16Models_saved_generators_600epochs(last)\final_generator_class_15.h5
# === Final Save and Grid ===
def generate_and_save(dcgan_models, latent_dim=128, images_per_class=10, save_dir="16Models_DCGAN_600epochs_images"):
os.makedirs(save_dir, exist_ok=True)
num_classes = len(dcgan_models)
all_images = []
for class_idx, dcgan in dcgan_models.items():
noise = np.random.normal(0, 1, (images_per_class, latent_dim))
generated_images = dcgan.generator.predict(noise)
generated_images = 0.5 * generated_images + 0.5
class_dir = os.path.join(save_dir, f"class_{class_idx}")
os.makedirs(class_dir, exist_ok=True)
for i in range(images_per_class):
img = generated_images[i, :, :, 0]
all_images.append(img)
plt.imsave(os.path.join(class_dir, f"img_{i+1}.png"), img, cmap='gray')
# Save a grid of all generated images
fig, axes = plt.subplots(num_classes, images_per_class, figsize=(images_per_class, num_classes))
fig.suptitle("DCGAN Generated Samples per Class", fontsize=16)
for i, ax in enumerate(axes.flat):
ax.imshow(all_images[i], cmap='gray')
ax.axis('off')
grid_path = os.path.join(save_dir, "grid_160images_600epochs.png")
plt.tight_layout()
plt.savefig(grid_path)
plt.show()
print(f"Images saved to folder: {save_dir}")
print(f"Grid saved as: {grid_path}")
def plot_loss_history(histories):
for class_idx, history in histories.items():
g_loss = history.history['g_loss']
d_loss = history.history['d_loss']
d_acc = history.history.get('d_accuracy', None)
epochs_range = range(1, len(g_loss) + 1)
plt.figure(figsize=(12, 4))
plt.subplot(1, 2, 1)
plt.plot(epochs_range, d_loss, label="Discriminator Loss")
plt.plot(epochs_range, g_loss, label="Generator Loss")
plt.title(f"Loss — Class {class_idx}")
plt.xlabel("Epochs")
plt.ylabel("Loss")
plt.legend()
plt.grid(True)
if d_acc is not None:
plt.subplot(1, 2, 2)
plt.plot(epochs_range, d_acc, label="Discriminator Accuracy", color='green')
plt.title(f"Discriminator Accuracy — Class {class_idx}")
plt.xlabel("Epochs")
plt.ylabel("Accuracy")
plt.grid(True)
plt.legend()
plt.tight_layout()
plt.show()
for class_idx, dcgan in dcgan_models.items():
gen = dcgan.generator
weight_path = os.path.join(final_save_dir, f"final_generator_class_{class_idx}.h5")
gen.save_weights(weight_path)
print(f"Saved generator weights for class {class_idx} to {weight_path}")
Saved generator weights for class 0 to 16Models_saved_generators_600epochs(last)\final_generator_class_0.h5 Saved generator weights for class 1 to 16Models_saved_generators_600epochs(last)\final_generator_class_1.h5 Saved generator weights for class 2 to 16Models_saved_generators_600epochs(last)\final_generator_class_2.h5 Saved generator weights for class 3 to 16Models_saved_generators_600epochs(last)\final_generator_class_3.h5 Saved generator weights for class 4 to 16Models_saved_generators_600epochs(last)\final_generator_class_4.h5 Saved generator weights for class 5 to 16Models_saved_generators_600epochs(last)\final_generator_class_5.h5 Saved generator weights for class 6 to 16Models_saved_generators_600epochs(last)\final_generator_class_6.h5 Saved generator weights for class 7 to 16Models_saved_generators_600epochs(last)\final_generator_class_7.h5 Saved generator weights for class 8 to 16Models_saved_generators_600epochs(last)\final_generator_class_8.h5 Saved generator weights for class 9 to 16Models_saved_generators_600epochs(last)\final_generator_class_9.h5 Saved generator weights for class 10 to 16Models_saved_generators_600epochs(last)\final_generator_class_10.h5 Saved generator weights for class 11 to 16Models_saved_generators_600epochs(last)\final_generator_class_11.h5 Saved generator weights for class 12 to 16Models_saved_generators_600epochs(last)\final_generator_class_12.h5 Saved generator weights for class 13 to 16Models_saved_generators_600epochs(last)\final_generator_class_13.h5 Saved generator weights for class 14 to 16Models_saved_generators_600epochs(last)\final_generator_class_14.h5 Saved generator weights for class 15 to 16Models_saved_generators_600epochs(last)\final_generator_class_15.h5
generate_and_save(dcgan_models, latent_dim=latent_dim, images_per_class=10)
1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 91ms/step 1/1 [==============================] - 0s 96ms/step 1/1 [==============================] - 0s 96ms/step WARNING:tensorflow:5 out of the last 5 calls to <function Model.make_predict_function.<locals>.predict_function at 0x0000021A31F2EA60> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details. 1/1 [==============================] - 0s 93ms/step WARNING:tensorflow:6 out of the last 6 calls to <function Model.make_predict_function.<locals>.predict_function at 0x0000021A2E96A9D0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details. 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 98ms/step 1/1 [==============================] - 0s 93ms/step 1/1 [==============================] - 0s 91ms/step 1/1 [==============================] - 0s 89ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 98ms/step 1/1 [==============================] - 0s 97ms/step 1/1 [==============================] - 0s 98ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 89ms/step
Images saved to folder: 16Models_DCGAN_600epochs_images Grid saved as: 16Models_DCGAN_600epochs_images\grid_160images_600epochs.png
plt.plot(history.history['d_accuracy'])
plt.title("Discriminator Accuracy over Epochs")
plt.xlabel("Epoch")
plt.ylabel("Accuracy")
plt.grid(True)
plt.show()
plot_loss_history(histories)
import tensorflow as tf
import matplotlib.pyplot as plt
# Trained characters (16 letters, case-insensitive)
trained_letters = list("ABDEFGIJLNOPQTXZ")
label_to_index = {ch: idx for idx, ch in enumerate(trained_letters)}
def generate_word_from_models(dcgan_models, word, latent_dim=128):
"""
Generate a word using DCGANs trained on 16 letters (A–Z, no case).
Skips untrained letters.
"""
word = word.upper()
valid_letters = []
valid_indices = []
for ch in word:
if ch in label_to_index:
valid_letters.append(ch)
valid_indices.append(label_to_index[ch])
else:
print(f"Skipping '{ch}' — not trained.")
if not valid_letters:
print("No valid letters to generate.")
return
noise = tf.random.normal((len(valid_letters), latent_dim))
images = []
for i, class_idx in enumerate(valid_indices):
gen = dcgan_models[class_idx].generator
img_tensor = gen(noise[i:i+1], training=False)
img = (img_tensor[0, :, :, 0] * 0.5) + 0.5
images.append(img.numpy())
fig, axes = plt.subplots(1, len(images), figsize=(len(images)*1.5, 2))
for ax, img, ch in zip(axes, images, valid_letters):
ax.imshow(img, cmap='gray')
ax.axis('off')
ax.set_title(ch)
plt.tight_layout()
plt.show()
generate_word_from_models(dcgan_models, "DEEPLEARNING", latent_dim=128)
generate_word_from_models(dcgan_models, "DAAA", latent_dim=128)
Skipping 'R' — not trained.
def load_final_and_save_grid(final_save_dir, latent_dim=128, images_per_class=10, output_path="grid_final_160.png"):
all_images = []
for class_idx in range(16):
generator = build_generator(latent_dim, channels=1)
weight_path = os.path.join(final_save_dir, f"final_generator_class_{class_idx}.h5")
generator.load_weights(weight_path)
noise = np.random.normal(0, 1, (images_per_class, latent_dim))
generated = generator.predict(noise)
generated = 0.5 * generated + 0.5
for i in range(images_per_class):
all_images.append(generated[i, :, :, 0])
fig, axes = plt.subplots(16, 10, figsize=(10, 16))
for idx, ax in enumerate(axes.flat):
ax.imshow(all_images[idx], cmap='gray')
ax.axis('off')
plt.tight_layout()
plt.suptitle("Final Generator — 160 Images", fontsize=16)
plt.subplots_adjust(top=0.95)
plt.savefig(output_path)
plt.show()
print(f"Final 160-image grid saved as: {output_path}")
load_final_and_save_grid("16Models_saved_generators_600epochs(last)", output_path="grid_final_160.png")
1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 91ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 92ms/step 1/1 [==============================] - 0s 92ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 89ms/step 1/1 [==============================] - 0s 91ms/step 1/1 [==============================] - 0s 98ms/step 1/1 [==============================] - 0s 92ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 91ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 92ms/step 1/1 [==============================] - 0s 93ms/step
Final 160-image grid saved as: grid_final_160.png
load_final_and_save_grid("16Models_saved_generators_600epochs(last)", output_path="grid_final_160(2).png")
1/1 [==============================] - 0s 92ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 91ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 95ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 93ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 93ms/step 1/1 [==============================] - 0s 88ms/step 1/1 [==============================] - 0s 92ms/step 1/1 [==============================] - 0s 89ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 92ms/step 1/1 [==============================] - 0s 91ms/step
Final 160-image grid saved as: grid_final_160(2).png
def load_best_and_save_grid(best_save_dir, latent_dim=128, images_per_class=10, output_path="grid_best_160.png"):
all_images = []
for class_idx in range(16):
generator = build_generator(latent_dim, channels=1)
weight_path = os.path.join(best_save_dir, f"best_generator_class_{class_idx}.h5")
generator.load_weights(weight_path)
noise = np.random.normal(0, 1, (images_per_class, latent_dim))
generated = generator.predict(noise)
generated = 0.5 * generated + 0.5
for i in range(images_per_class):
all_images.append(generated[i, :, :, 0])
fig, axes = plt.subplots(16, 10, figsize=(10, 16))
for idx, ax in enumerate(axes.flat):
ax.imshow(all_images[idx], cmap='gray')
ax.axis('off')
plt.tight_layout()
plt.suptitle("Best Generator — 160 Images", fontsize=16)
plt.subplots_adjust(top=0.95)
plt.savefig(output_path)
plt.show()
print(f"Best 160-image grid saved as: {output_path}")
def load_dcgan_models_from_weights(weight_dir, latent_dim=128):
dcgan_models = {}
for class_idx in range(16):
generator = build_generator(latent_dim, channels=1)
weight_path = os.path.join(weight_dir, f"best_generator_class_{class_idx}.h5")
if not os.path.exists(weight_path): # Try loading final weights if best not found
weight_path = os.path.join(weight_dir, f"final_generator_class_{class_idx}.h5")
generator.load_weights(weight_path)
# Wrap inside dummy DCGAN model structure
dcgan = tf.keras.models.Model()
dcgan.generator = generator
dcgan_models[class_idx] = dcgan
return dcgan_models
# For final weights
dcgan_models_final = load_dcgan_models_from_weights("16Models_saved_generators_600epochs(last)")
generate_word_from_models(dcgan_models_final, "DEEP LEANING") # Final weights
Skipping ' ' — not trained.
generate_word_from_models(dcgan_models_final, "DEEP LEANING") # Final weights
Skipping ' ' — not trained.
generate_word_from_models(dcgan_models_final, "ZAP") # Final weights
generate_word_from_models(dcgan_models_final, "A BIG JAZZED FOX PLANT BOX QTIP") # Final weights
Skipping ' ' — not trained. Skipping ' ' — not trained. Skipping ' ' — not trained. Skipping ' ' — not trained. Skipping ' ' — not trained. Skipping ' ' — not trained.
generate_word_from_models(dcgan_models_final, "JING N DA") # Final weights
Skipping ' ' — not trained. Skipping ' ' — not trained.
generate_word_from_models(dcgan_models_final, "JING N DA") # Final weights
Skipping ' ' — not trained. Skipping ' ' — not trained.
Model Improvement 2¶
Differences Between Generator Versions 1 and 2¶
| Aspect | Version 1 | Version 2 |
|---|---|---|
| Final Layer Type | Conv2D (normal convolution) |
Conv2DTranspose (transpose convolution) |
| Final Layer Kernel | 3×3 kernel | 2×2 kernel |
| Final Layer Stride | Default stride = 1 (Conv2D) | stride = 1 |
| Final Layer Activation | Separate Activation('tanh') after Conv2D |
'tanh' integrated inside final Conv2DTranspose |
| Upsampling Layers | 3 × Conv2DTranspose + 1 Conv2D refinement layer |
4 × Conv2DTranspose (last layer produces output) |
| Output Refinement | Final refinement via normal Conv2D | Refinement integrated into last Conv2DTranspose |
Training Settings (Applied to Both Versions)¶
| Setting | Value / Choice | Why |
|---|---|---|
| Label Smoothing | Real labels = 0.9, Fake = 0.0 | Prevents D overconfidence; gives G better gradients when D gets strong |
| G Optimizer | Adam(lr=2e-4, beta_1=0.5) |
Slightly faster G to keep up with D; DCGAN-standard β₁ stabilizes momentum |
| D Optimizer | Adam(lr=5e-5, beta_1=0.5) |
Slower D to avoid dominating (keeps D-acc ~60–80% “healthy” range) |
One-liner rationale:
Previous runs showed D accuracy drifting to ~95% (too strong), so we added label smoothing and set G LR > D LR to keep training competitive and improve generator gradients.
| Component | Layer Type | Parameters / Details |
|---|---|---|
| Generator | Dense | 256 * 7 * 7 units, input dimension = latent_dim |
| BatchNormalization | Default | |
| LeakyReLU | Alpha = 0.2 | |
| Reshape | Output shape: (7, 7, 256) | |
| Conv2DTranspose | 128 filters, kernel size = 4, strides = 2, padding = 'same' → output 14x14 | |
| BatchNormalization | Default | |
| LeakyReLU | Alpha = 0.2 | |
| Conv2DTranspose | 64 filters, kernel size = 4, strides = 2, padding = 'same' → output 28x28 | |
| BatchNormalization | Default | |
| LeakyReLU | Alpha = 0.2 | |
| Conv2DTranspose | 32 filters, kernel size = 3, strides = 1, padding = 'same' (refinement layer) | |
| BatchNormalization | Default | |
| LeakyReLU | Alpha = 0.2 | |
| Conv2DTranspose | channels filters, kernel size = 2, strides = 1, padding = 'same', activation = 'tanh' (output layer) |
|
| Discriminator | Conv2D | 64 filters, kernel size = 3, strides = 2, padding = 'same', input shape = img_shape |
| LeakyReLU | Alpha = 0.2 | |
| Dropout | Rate = 0.3 | |
| Conv2D | 128 filters, kernel size = 3, strides = 2, padding = 'same' | |
| BatchNormalization | Default | |
| LeakyReLU | Alpha = 0.2 | |
| Dropout | Rate = 0.3 | |
| Conv2D | 128 filters, kernel size = 3, strides = 1, padding = 'same' | |
| BatchNormalization | Default | |
| LeakyReLU | Alpha = 0.2 | |
| Flatten | - | |
| Dense | 64 units | |
| LeakyReLU | Alpha = 0.2 | |
| Dense | 1 unit, activation = 'sigmoid' (output layer) |
import os
import numpy as np
import tensorflow as tf
import matplotlib.pyplot as plt
from tensorflow.keras.layers import (Input, Dense, Reshape, Conv2DTranspose, BatchNormalization,
Activation, Conv2D, LeakyReLU, Dropout, Flatten)
from tensorflow.keras.models import Model, Sequential
from tensorflow.keras.optimizers import Adam
# === Generator ===
def build_generator(latent_dim, channels=1):
model = Sequential([
Dense(256 * 7 * 7, input_dim=latent_dim),
BatchNormalization(),
LeakyReLU(0.2),
Reshape((7, 7, 256)),
Conv2DTranspose(128, kernel_size=4, strides=2, padding='same'), # → 14x14
BatchNormalization(),
LeakyReLU(0.2),
Conv2DTranspose(64, kernel_size=4, strides=2, padding='same'), # → 28x28
BatchNormalization(),
LeakyReLU(0.2),
Conv2DTranspose(32, kernel_size=3, strides=1, padding='same'), # refinement
BatchNormalization(),
LeakyReLU(0.2),
Conv2DTranspose(channels, kernel_size=2, strides=1, padding='same', activation='tanh')
])
noise = Input(shape=(latent_dim,))
img = model(noise)
return Model(noise, img)
# === Discriminator ===
def build_discriminator(img_shape):
model = Sequential([
# Block 1
Conv2D(64, kernel_size=3, strides=2, padding='same', input_shape=img_shape),
LeakyReLU(0.2),
Dropout(0.3),
# Block 2
Conv2D(128, kernel_size=3, strides=2, padding='same'),
BatchNormalization(),
LeakyReLU(0.2),
Dropout(0.3),
# Block 3
Conv2D(128, kernel_size=3, strides=1, padding='same'),
BatchNormalization(),
LeakyReLU(0.2),
Flatten(),
Dense(64),
LeakyReLU(0.2),
Dense(1, activation='sigmoid')
])
img = Input(shape=img_shape)
validity = model(img)
return Model(img, validity)
latent_dim = 128
img_shape = (28, 28, 1)
batch_size = 128
epochs = 500
num_classes = 16
class_datasets = prepare_class_datasets(images, mapped_labels, batch_size=batch_size, num_classes=num_classes)
# Build models
generator = build_generator(latent_dim, channels=1)
discriminator = build_discriminator(img_shape)
# Print summaries
print("=== Generator Summary ===")
generator.summary()
print("\n=== Discriminator Summary ===")
discriminator.summary()
=== Generator Summary ===
Model: "model"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_39 (InputLayer) [(None, 128)] 0
sequential_38 (Sequential) (None, 28, 28, 1) 2343393
=================================================================
Total params: 2,343,393
Trainable params: 2,317,857
Non-trainable params: 25,536
_________________________________________________________________
=== Discriminator Summary ===
Model: "model_1"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_40 (InputLayer) [(None, 28, 28, 1)] 0
sequential_39 (Sequential) (None, 1) 624641
=================================================================
Total params: 624,641
Trainable params: 624,129
Non-trainable params: 512
_________________________________________________________________
# === DCGAN Model Class ===
class DCGANModel(tf.keras.Model):
def __init__(self, generator, discriminator, latent_dim):
super().__init__()
self.generator = generator
self.discriminator = discriminator
self.latent_dim = latent_dim
self.loss_fn = tf.keras.losses.BinaryCrossentropy(from_logits=False)
def compile(self, g_optimizer, d_optimizer):
super().compile()
self.g_optimizer = g_optimizer
self.d_optimizer = d_optimizer
def generator_loss(self, fake_output):
return self.loss_fn(tf.ones_like(fake_output), fake_output)
def discriminator_loss(self, real_output, fake_output):
real_loss = self.loss_fn(tf.ones_like(real_output) * 0.9, real_output) # label smoothing
fake_loss = self.loss_fn(tf.zeros_like(fake_output), fake_output)
return real_loss + fake_loss
@tf.function
def train_step(self, real_images):
batch_size = tf.shape(real_images)[0]
noise = tf.random.normal([batch_size, self.latent_dim])
with tf.GradientTape() as disc_tape, tf.GradientTape() as gen_tape:
generated_images = self.generator(noise, training=True)
real_output = self.discriminator(real_images, training=True)
fake_output = self.discriminator(generated_images, training=True)
d_loss = self.discriminator_loss(real_output, fake_output)
g_loss = self.generator_loss(fake_output)
grads_d = disc_tape.gradient(d_loss, self.discriminator.trainable_variables)
grads_g = gen_tape.gradient(g_loss, self.generator.trainable_variables)
self.d_optimizer.apply_gradients(zip(grads_d, self.discriminator.trainable_variables))
self.g_optimizer.apply_gradients(zip(grads_g, self.generator.trainable_variables))
# === Compute discriminator accuracy ===
real_preds = tf.cast(real_output > 0.5, tf.float32)
fake_preds = tf.cast(fake_output < 0.5, tf.float32)
real_accuracy = tf.reduce_mean(real_preds)
fake_accuracy = tf.reduce_mean(fake_preds)
d_accuracy = 0.5 * (real_accuracy + fake_accuracy)
return {
"d_loss": d_loss,
"g_loss": g_loss,
"d_accuracy": d_accuracy
}
# === Callback to Save Best Generator ===
class SaveBestGenerator(tf.keras.callbacks.Callback):
def __init__(self, save_path):
super().__init__()
self.save_path = save_path
self.best_loss = float('inf')
def on_epoch_end(self, epoch, logs=None):
g_loss = logs.get('g_loss')
if g_loss is not None and g_loss < self.best_loss:
print(f"\nEpoch {epoch + 1}: Generator loss improved from {self.best_loss:.4f} to {g_loss:.4f}. Saving weights.")
self.best_loss = g_loss
self.model.generator.save_weights(self.save_path)
# === Callback to Print Images Every 250 Epochs ===
class PrintImagesEveryN(tf.keras.callbacks.Callback):
def __init__(self, class_index, latent_dim, interval=250):
super().__init__()
self.class_index = class_index
self.latent_dim = latent_dim
self.interval = interval
self.seed = tf.random.normal([10, latent_dim])
def on_epoch_end(self, epoch, logs=None):
if (epoch + 1) % self.interval == 0:
generated_images = self.model.generator(self.seed, training=False)
generated_images = 0.5 * generated_images + 0.5
print(f"\nClass {self.class_index} — Epoch {epoch + 1} preview:")
fig, axes = plt.subplots(1, 10, figsize=(20, 2))
for i in range(10):
ax = axes[i]
ax.imshow(generated_images[i, :, :, 0], cmap='gray')
ax.axis('off')
plt.show()
# === Prepare Dataset Per Class ===
def prepare_class_datasets(images, labels, batch_size=128, num_classes=16):
class_datasets = {}
for c in range(num_classes):
class_imgs = images[labels == c]
dataset = tf.data.Dataset.from_tensor_slices(class_imgs) \
.shuffle(buffer_size=10000) \
.batch(batch_size) \
.prefetch(tf.data.AUTOTUNE)
class_datasets[c] = dataset
return class_datasets
class PrintAccuracy(tf.keras.callbacks.Callback):
def on_epoch_end(self, epoch, logs=None):
if logs and 'd_accuracy' in logs:
print(f"Epoch {epoch + 1}: D Accuracy = {logs['d_accuracy']:.4f}")
# === Training ===
dcgan_models = {}
histories = {}
# Directory to save best weights
best_save_dir = "(2)16Models_saved_generators_epochs"
os.makedirs(best_save_dir, exist_ok=True)
for c in range(num_classes):
print(f"Training DCGAN for class {c}...")
generator = build_generator(latent_dim, channels=1)
discriminator = build_discriminator(img_shape)
dcgan = DCGANModel(generator, discriminator, latent_dim)
dcgan.compile(
g_optimizer=Adam(0.0002, beta_1=0.5), # faster
d_optimizer=Adam(0.00005, beta_1=0.5) # slower
)
preview_callback = PrintImagesEveryN(class_index=c, latent_dim=latent_dim, interval=100)
best_weight_path = os.path.join(best_save_dir, f"(2)best_generator_class_{c}.h5")
save_best_callback = SaveBestGenerator(save_path=best_weight_path)
accuracy_callback = PrintAccuracy()
history = dcgan.fit(
class_datasets[c],
epochs=epochs,
callbacks=[preview_callback, save_best_callback, accuracy_callback]
)
dcgan_models[c] = dcgan
histories[c] = history
# === Save final generator weights for all 16 classes ===
final_save_dir = "(2)16Models_saved_generators_epochs(last)"
os.makedirs(final_save_dir, exist_ok=True)
for class_idx, dcgan in dcgan_models.items():
gen = dcgan.generator
weight_path = os.path.join(final_save_dir, f"(2)final_generator_class_{class_idx}.h5")
gen.save_weights(weight_path)
print(f"Saved final generator weights for class {class_idx} to {weight_path}")
Training DCGAN for class 0... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.3408 - g_loss: 0.9324 - d_accuracy: 0.6164WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0172s vs `on_train_batch_end` time: 0.0238s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.1475 - g_loss: 1.1655 - d_accuracy: 0.7217 Epoch 1: Generator loss improved from inf to 1.1482. Saving weights. Epoch 1: D Accuracy = 0.7206 27/27 [==============================] - 2s 34ms/step - d_loss: 1.1496 - g_loss: 1.1648 - d_accuracy: 0.7217 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0839 - g_loss: 1.3087 - d_accuracy: 0.7734Epoch 2: D Accuracy = 0.8382 27/27 [==============================] - 1s 32ms/step - d_loss: 1.0771 - g_loss: 1.3171 - d_accuracy: 0.7757 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7492 - g_loss: 1.8428 - d_accuracy: 0.9039Epoch 3: D Accuracy = 0.9706 27/27 [==============================] - 1s 32ms/step - d_loss: 0.7436 - g_loss: 1.8519 - d_accuracy: 0.9062 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5309 - g_loss: 2.7726 - d_accuracy: 0.9636Epoch 4: D Accuracy = 0.9853 27/27 [==============================] - 1s 32ms/step - d_loss: 0.5278 - g_loss: 2.7931 - d_accuracy: 0.9644 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4939 - g_loss: 3.4929 - d_accuracy: 0.9685 Epoch 5: Generator loss improved from 1.1482 to 0.4685. Saving weights. Epoch 5: D Accuracy = 0.5882 27/27 [==============================] - 1s 34ms/step - d_loss: 0.5383 - g_loss: 3.3849 - d_accuracy: 0.9550 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.5197 - g_loss: 1.1571 - d_accuracy: 0.5818Epoch 6: D Accuracy = 0.5294 27/27 [==============================] - 1s 33ms/step - d_loss: 1.5215 - g_loss: 1.1462 - d_accuracy: 0.5799 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.5281 - g_loss: 0.9102 - d_accuracy: 0.5135Epoch 7: D Accuracy = 0.5368 27/27 [==============================] - 1s 32ms/step - d_loss: 1.5260 - g_loss: 0.9105 - d_accuracy: 0.5143 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4494 - g_loss: 0.8862 - d_accuracy: 0.5359Epoch 8: D Accuracy = 0.5441 27/27 [==============================] - 1s 32ms/step - d_loss: 1.4480 - g_loss: 0.8864 - d_accuracy: 0.5362 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4220 - g_loss: 0.8799 - d_accuracy: 0.5355Epoch 9: D Accuracy = 0.5294 27/27 [==============================] - 1s 32ms/step - d_loss: 1.4233 - g_loss: 0.8780 - d_accuracy: 0.5353 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4242 - g_loss: 0.8541 - d_accuracy: 0.5316Epoch 10: D Accuracy = 0.5294 27/27 [==============================] - 1s 33ms/step - d_loss: 1.4228 - g_loss: 0.8549 - d_accuracy: 0.5315 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4012 - g_loss: 0.8471 - d_accuracy: 0.5314Epoch 11: D Accuracy = 0.4559 27/27 [==============================] - 1s 33ms/step - d_loss: 1.4026 - g_loss: 0.8476 - d_accuracy: 0.5287 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3859 - g_loss: 0.8426 - d_accuracy: 0.5354Epoch 12: D Accuracy = 0.5662 27/27 [==============================] - 1s 33ms/step - d_loss: 1.3852 - g_loss: 0.8436 - d_accuracy: 0.5365 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3697 - g_loss: 0.8475 - d_accuracy: 0.5502Epoch 13: D Accuracy = 0.5588 27/27 [==============================] - 1s 33ms/step - d_loss: 1.3692 - g_loss: 0.8475 - d_accuracy: 0.5505 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3664 - g_loss: 0.8467 - d_accuracy: 0.5511Epoch 14: D Accuracy = 0.5368 27/27 [==============================] - 1s 33ms/step - d_loss: 1.3670 - g_loss: 0.8451 - d_accuracy: 0.5506 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3624 - g_loss: 0.8447 - d_accuracy: 0.5543Epoch 15: D Accuracy = 0.5515 27/27 [==============================] - 1s 33ms/step - d_loss: 1.3622 - g_loss: 0.8455 - d_accuracy: 0.5542 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3601 - g_loss: 0.8459 - d_accuracy: 0.5459Epoch 16: D Accuracy = 0.5882 27/27 [==============================] - 1s 33ms/step - d_loss: 1.3589 - g_loss: 0.8466 - d_accuracy: 0.5475 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3447 - g_loss: 0.8533 - d_accuracy: 0.5725Epoch 17: D Accuracy = 0.6250 27/27 [==============================] - 1s 33ms/step - d_loss: 1.3434 - g_loss: 0.8545 - d_accuracy: 0.5744 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3434 - g_loss: 0.8569 - d_accuracy: 0.5661Epoch 18: D Accuracy = 0.5735 27/27 [==============================] - 1s 33ms/step - d_loss: 1.3432 - g_loss: 0.8568 - d_accuracy: 0.5664 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3431 - g_loss: 0.8544 - d_accuracy: 0.5744Epoch 19: D Accuracy = 0.6176 27/27 [==============================] - 1s 33ms/step - d_loss: 1.3434 - g_loss: 0.8535 - d_accuracy: 0.5759 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3226 - g_loss: 0.8691 - d_accuracy: 0.5905Epoch 20: D Accuracy = 0.5294 27/27 [==============================] - 1s 33ms/step - d_loss: 1.3240 - g_loss: 0.8687 - d_accuracy: 0.5883 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8755 - d_accuracy: 0.5900Epoch 21: D Accuracy = 0.5662 27/27 [==============================] - 1s 33ms/step - d_loss: 1.3224 - g_loss: 0.8771 - d_accuracy: 0.5891 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3154 - g_loss: 0.8785 - d_accuracy: 0.6010Epoch 22: D Accuracy = 0.5441 27/27 [==============================] - 1s 33ms/step - d_loss: 1.3162 - g_loss: 0.8788 - d_accuracy: 0.5990 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.8900 - d_accuracy: 0.6173Epoch 23: D Accuracy = 0.6985 27/27 [==============================] - 1s 33ms/step - d_loss: 1.3003 - g_loss: 0.8906 - d_accuracy: 0.6202 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2844 - g_loss: 0.9125 - d_accuracy: 0.6343Epoch 24: D Accuracy = 0.6618 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2834 - g_loss: 0.9133 - d_accuracy: 0.6353 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9184 - d_accuracy: 0.6267Epoch 25: D Accuracy = 0.5662 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2821 - g_loss: 0.9168 - d_accuracy: 0.6246 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2716 - g_loss: 0.9271 - d_accuracy: 0.6416Epoch 26: D Accuracy = 0.5882 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2726 - g_loss: 0.9282 - d_accuracy: 0.6397 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2515 - g_loss: 0.9478 - d_accuracy: 0.6590Epoch 27: D Accuracy = 0.6838 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2519 - g_loss: 0.9468 - d_accuracy: 0.6599 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2443 - g_loss: 0.9586 - d_accuracy: 0.6611Epoch 28: D Accuracy = 0.7279 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2422 - g_loss: 0.9615 - d_accuracy: 0.6635 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2332 - g_loss: 0.9796 - d_accuracy: 0.6665Epoch 29: D Accuracy = 0.6544 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2331 - g_loss: 0.9813 - d_accuracy: 0.6660 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2194 - g_loss: 0.9976 - d_accuracy: 0.6794Epoch 30: D Accuracy = 0.6691 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2194 - g_loss: 0.9992 - d_accuracy: 0.6791 Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2181 - g_loss: 1.0009 - d_accuracy: 0.6770Epoch 31: D Accuracy = 0.6618 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2188 - g_loss: 0.9992 - d_accuracy: 0.6765 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2229 - g_loss: 1.0053 - d_accuracy: 0.6817Epoch 32: D Accuracy = 0.6765 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2245 - g_loss: 1.0048 - d_accuracy: 0.6816 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2257 - g_loss: 1.0042 - d_accuracy: 0.6767Epoch 33: D Accuracy = 0.6103 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2277 - g_loss: 1.0022 - d_accuracy: 0.6743 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2480 - g_loss: 0.9911 - d_accuracy: 0.6503Epoch 34: D Accuracy = 0.6912 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2468 - g_loss: 0.9934 - d_accuracy: 0.6518 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2407 - g_loss: 1.0022 - d_accuracy: 0.6683Epoch 35: D Accuracy = 0.6103 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2429 - g_loss: 1.0048 - d_accuracy: 0.6662 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2422 - g_loss: 1.0003 - d_accuracy: 0.6548Epoch 36: D Accuracy = 0.5735 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2444 - g_loss: 1.0038 - d_accuracy: 0.6519 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 0.9987 - d_accuracy: 0.6679Epoch 37: D Accuracy = 0.6618 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2309 - g_loss: 0.9994 - d_accuracy: 0.6677 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2350 - g_loss: 1.0174 - d_accuracy: 0.6584Epoch 38: D Accuracy = 0.6250 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2362 - g_loss: 1.0168 - d_accuracy: 0.6572 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 0.9970 - d_accuracy: 0.6634Epoch 39: D Accuracy = 0.6397 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2396 - g_loss: 0.9974 - d_accuracy: 0.6626 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2455 - g_loss: 1.0023 - d_accuracy: 0.6522Epoch 40: D Accuracy = 0.6103 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2453 - g_loss: 1.0054 - d_accuracy: 0.6507 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 1.0054 - d_accuracy: 0.6625Epoch 41: D Accuracy = 0.6838 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2370 - g_loss: 1.0068 - d_accuracy: 0.6632 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2356 - g_loss: 1.0109 - d_accuracy: 0.6572Epoch 42: D Accuracy = 0.6691 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2352 - g_loss: 1.0106 - d_accuracy: 0.6576 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2318 - g_loss: 1.0125 - d_accuracy: 0.6614Epoch 43: D Accuracy = 0.6912 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2299 - g_loss: 1.0120 - d_accuracy: 0.6625 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2430 - g_loss: 1.0034 - d_accuracy: 0.6586Epoch 44: D Accuracy = 0.6029 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2447 - g_loss: 1.0010 - d_accuracy: 0.6566 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2588 - g_loss: 0.9933 - d_accuracy: 0.6497Epoch 45: D Accuracy = 0.7206 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2557 - g_loss: 0.9949 - d_accuracy: 0.6522 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2518 - g_loss: 0.9892 - d_accuracy: 0.6542Epoch 46: D Accuracy = 0.6912 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2508 - g_loss: 0.9868 - d_accuracy: 0.6555 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2480 - g_loss: 0.9958 - d_accuracy: 0.6610Epoch 47: D Accuracy = 0.6250 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2497 - g_loss: 0.9921 - d_accuracy: 0.6597 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9904 - d_accuracy: 0.6522Epoch 48: D Accuracy = 0.6838 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2553 - g_loss: 0.9958 - d_accuracy: 0.6533 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9857 - d_accuracy: 0.6457Epoch 49: D Accuracy = 0.6103 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2623 - g_loss: 0.9860 - d_accuracy: 0.6445 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 0.9911 - d_accuracy: 0.6479Epoch 50: D Accuracy = 0.6765 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2562 - g_loss: 0.9937 - d_accuracy: 0.6489 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2605 - g_loss: 0.9885 - d_accuracy: 0.6481Epoch 51: D Accuracy = 0.6544 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2595 - g_loss: 0.9912 - d_accuracy: 0.6483 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2671 - g_loss: 0.9828 - d_accuracy: 0.6427Epoch 52: D Accuracy = 0.6250 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2670 - g_loss: 0.9879 - d_accuracy: 0.6420 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2628 - g_loss: 0.9821 - d_accuracy: 0.6456Epoch 53: D Accuracy = 0.5956 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2647 - g_loss: 0.9806 - d_accuracy: 0.6438 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2605 - g_loss: 0.9903 - d_accuracy: 0.6459Epoch 54: D Accuracy = 0.6544 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2590 - g_loss: 0.9916 - d_accuracy: 0.6462 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9784 - d_accuracy: 0.6442Epoch 55: D Accuracy = 0.7206 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2644 - g_loss: 0.9781 - d_accuracy: 0.6469 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9920 - d_accuracy: 0.6526Epoch 56: D Accuracy = 0.7059 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2512 - g_loss: 0.9949 - d_accuracy: 0.6545 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2507 - g_loss: 0.9885 - d_accuracy: 0.6502Epoch 57: D Accuracy = 0.6691 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2499 - g_loss: 0.9857 - d_accuracy: 0.6509 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 0.9874 - d_accuracy: 0.6460Epoch 58: D Accuracy = 0.5956 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2581 - g_loss: 0.9869 - d_accuracy: 0.6442 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9921 - d_accuracy: 0.6556Epoch 59: D Accuracy = 0.6397 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2427 - g_loss: 0.9971 - d_accuracy: 0.6551 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 0.9886 - d_accuracy: 0.6508Epoch 60: D Accuracy = 0.6544 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2530 - g_loss: 0.9897 - d_accuracy: 0.6510 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9906 - d_accuracy: 0.6395Epoch 61: D Accuracy = 0.6618 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2594 - g_loss: 0.9896 - d_accuracy: 0.6403 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 0.9914 - d_accuracy: 0.6535Epoch 62: D Accuracy = 0.6912 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2499 - g_loss: 0.9897 - d_accuracy: 0.6548 Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2491 - g_loss: 0.9964 - d_accuracy: 0.6572Epoch 63: D Accuracy = 0.6397 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2482 - g_loss: 0.9972 - d_accuracy: 0.6566 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9928 - d_accuracy: 0.6480Epoch 64: D Accuracy = 0.6250 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2565 - g_loss: 0.9914 - d_accuracy: 0.6472 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9888 - d_accuracy: 0.6535Epoch 65: D Accuracy = 0.6176 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2602 - g_loss: 0.9854 - d_accuracy: 0.6522 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 0.9887 - d_accuracy: 0.6417Epoch 66: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2631 - g_loss: 0.9944 - d_accuracy: 0.6403 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2617 - g_loss: 0.9799 - d_accuracy: 0.6388Epoch 67: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2629 - g_loss: 0.9768 - d_accuracy: 0.6391 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2599 - g_loss: 0.9889 - d_accuracy: 0.6418Epoch 68: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2593 - g_loss: 0.9894 - d_accuracy: 0.6412 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2475 - g_loss: 0.9973 - d_accuracy: 0.6612Epoch 69: D Accuracy = 0.6176 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2506 - g_loss: 0.9968 - d_accuracy: 0.6596 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2609 - g_loss: 0.9804 - d_accuracy: 0.6443Epoch 70: D Accuracy = 0.6544 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2609 - g_loss: 0.9833 - d_accuracy: 0.6447 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2605 - g_loss: 0.9776 - d_accuracy: 0.6487Epoch 71: D Accuracy = 0.6912 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2609 - g_loss: 0.9742 - d_accuracy: 0.6502 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9892 - d_accuracy: 0.6520Epoch 72: D Accuracy = 0.7059 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2552 - g_loss: 0.9888 - d_accuracy: 0.6539 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9834 - d_accuracy: 0.6484Epoch 73: D Accuracy = 0.6471 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2615 - g_loss: 0.9777 - d_accuracy: 0.6483 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2595 - g_loss: 0.9816 - d_accuracy: 0.6454Epoch 74: D Accuracy = 0.6103 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2605 - g_loss: 0.9805 - d_accuracy: 0.6442 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2721 - g_loss: 0.9710 - d_accuracy: 0.6409Epoch 75: D Accuracy = 0.6103 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2740 - g_loss: 0.9731 - d_accuracy: 0.6399 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2577 - g_loss: 0.9886 - d_accuracy: 0.6537Epoch 76: D Accuracy = 0.6029 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2593 - g_loss: 0.9902 - d_accuracy: 0.6519 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9756 - d_accuracy: 0.6352Epoch 77: D Accuracy = 0.6618 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2744 - g_loss: 0.9739 - d_accuracy: 0.6361 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2625 - g_loss: 0.9797 - d_accuracy: 0.6442Epoch 78: D Accuracy = 0.6544 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2632 - g_loss: 0.9809 - d_accuracy: 0.6445 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2701 - g_loss: 0.9747 - d_accuracy: 0.6403Epoch 79: D Accuracy = 0.6324 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2708 - g_loss: 0.9764 - d_accuracy: 0.6400 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2600 - g_loss: 0.9794 - d_accuracy: 0.6491Epoch 80: D Accuracy = 0.6397 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2600 - g_loss: 0.9765 - d_accuracy: 0.6488 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2643 - g_loss: 0.9865 - d_accuracy: 0.6447Epoch 81: D Accuracy = 0.6691 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2645 - g_loss: 0.9919 - d_accuracy: 0.6456 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2668 - g_loss: 0.9742 - d_accuracy: 0.6443Epoch 82: D Accuracy = 0.7059 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2650 - g_loss: 0.9734 - d_accuracy: 0.6465 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9759 - d_accuracy: 0.6340Epoch 83: D Accuracy = 0.6544 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2737 - g_loss: 0.9791 - d_accuracy: 0.6348 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2650 - g_loss: 0.9763 - d_accuracy: 0.6433Epoch 84: D Accuracy = 0.5809 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2667 - g_loss: 0.9734 - d_accuracy: 0.6411 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2688 - g_loss: 0.9748 - d_accuracy: 0.6403Epoch 85: D Accuracy = 0.6471 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2690 - g_loss: 0.9747 - d_accuracy: 0.6405 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2714 - g_loss: 0.9752 - d_accuracy: 0.6312Epoch 86: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2692 - g_loss: 0.9785 - d_accuracy: 0.6329 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2807 - g_loss: 0.9731 - d_accuracy: 0.6313Epoch 87: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2773 - g_loss: 0.9780 - d_accuracy: 0.6342 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2808 - g_loss: 0.9710 - d_accuracy: 0.6270Epoch 88: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2817 - g_loss: 0.9689 - d_accuracy: 0.6272 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9706 - d_accuracy: 0.6350Epoch 89: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2804 - g_loss: 0.9686 - d_accuracy: 0.6344 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2826 - g_loss: 0.9675 - d_accuracy: 0.6291Epoch 90: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2829 - g_loss: 0.9709 - d_accuracy: 0.6289 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2769 - g_loss: 0.9684 - d_accuracy: 0.6343Epoch 91: D Accuracy = 0.6103 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2767 - g_loss: 0.9733 - d_accuracy: 0.6334 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2727 - g_loss: 0.9726 - d_accuracy: 0.6323Epoch 92: D Accuracy = 0.6691 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2713 - g_loss: 0.9732 - d_accuracy: 0.6336 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2796 - g_loss: 0.9672 - d_accuracy: 0.6302Epoch 93: D Accuracy = 0.5074 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2832 - g_loss: 0.9683 - d_accuracy: 0.6258 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9627 - d_accuracy: 0.6314Epoch 94: D Accuracy = 0.6250 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2788 - g_loss: 0.9612 - d_accuracy: 0.6311 Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9697 - d_accuracy: 0.6335Epoch 95: D Accuracy = 0.5809 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2798 - g_loss: 0.9674 - d_accuracy: 0.6316 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2813 - g_loss: 0.9591 - d_accuracy: 0.6306Epoch 96: D Accuracy = 0.5735 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2822 - g_loss: 0.9594 - d_accuracy: 0.6286 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2762 - g_loss: 0.9691 - d_accuracy: 0.6392Epoch 97: D Accuracy = 0.6691 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2753 - g_loss: 0.9714 - d_accuracy: 0.6403 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2833 - g_loss: 0.9706 - d_accuracy: 0.6219Epoch 98: D Accuracy = 0.5809 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2833 - g_loss: 0.9722 - d_accuracy: 0.6205 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2766 - g_loss: 0.9661 - d_accuracy: 0.6319Epoch 99: D Accuracy = 0.6324 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2770 - g_loss: 0.9651 - d_accuracy: 0.6319 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9704 - d_accuracy: 0.6342 Class 0 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.5956 27/27 [==============================] - 1s 40ms/step - d_loss: 1.2809 - g_loss: 0.9724 - d_accuracy: 0.6328 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9706 - d_accuracy: 0.6408Epoch 101: D Accuracy = 0.6912 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2702 - g_loss: 0.9696 - d_accuracy: 0.6426 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2749 - g_loss: 0.9648 - d_accuracy: 0.6419Epoch 102: D Accuracy = 0.6838 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2748 - g_loss: 0.9614 - d_accuracy: 0.6434 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9544 - d_accuracy: 0.6261Epoch 103: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2844 - g_loss: 0.9464 - d_accuracy: 0.6271 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2793 - g_loss: 0.9714 - d_accuracy: 0.6361Epoch 104: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2778 - g_loss: 0.9753 - d_accuracy: 0.6370 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2888 - g_loss: 0.9497 - d_accuracy: 0.6290Epoch 105: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2893 - g_loss: 0.9451 - d_accuracy: 0.6296 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9672 - d_accuracy: 0.6256Epoch 106: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2747 - g_loss: 0.9656 - d_accuracy: 0.6246 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9541 - d_accuracy: 0.6219Epoch 107: D Accuracy = 0.5882 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2899 - g_loss: 0.9527 - d_accuracy: 0.6207 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2845 - g_loss: 0.9581 - d_accuracy: 0.6262Epoch 108: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2827 - g_loss: 0.9583 - d_accuracy: 0.6280 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2923 - g_loss: 0.9526 - d_accuracy: 0.6253Epoch 109: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2930 - g_loss: 0.9535 - d_accuracy: 0.6248 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2752 - g_loss: 0.9624 - d_accuracy: 0.6363Epoch 110: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2765 - g_loss: 0.9584 - d_accuracy: 0.6354 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2857 - g_loss: 0.9615 - d_accuracy: 0.6234Epoch 111: D Accuracy = 0.5662 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2850 - g_loss: 0.9646 - d_accuracy: 0.6214 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2783 - g_loss: 0.9604 - d_accuracy: 0.6316Epoch 112: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2792 - g_loss: 0.9587 - d_accuracy: 0.6317 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2762 - g_loss: 0.9628 - d_accuracy: 0.6305Epoch 113: D Accuracy = 0.5441 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2799 - g_loss: 0.9587 - d_accuracy: 0.6275 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2854 - g_loss: 0.9571 - d_accuracy: 0.6265Epoch 114: D Accuracy = 0.5368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2898 - g_loss: 0.9548 - d_accuracy: 0.6233 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2845 - g_loss: 0.9565 - d_accuracy: 0.6295Epoch 115: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2842 - g_loss: 0.9572 - d_accuracy: 0.6296 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9542 - d_accuracy: 0.6268Epoch 116: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2817 - g_loss: 0.9522 - d_accuracy: 0.6259 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9600 - d_accuracy: 0.6262Epoch 117: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2799 - g_loss: 0.9616 - d_accuracy: 0.6251 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2894 - g_loss: 0.9481 - d_accuracy: 0.6265Epoch 118: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2879 - g_loss: 0.9475 - d_accuracy: 0.6280 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2813 - g_loss: 0.9646 - d_accuracy: 0.6277Epoch 119: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2790 - g_loss: 0.9711 - d_accuracy: 0.6284 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2731 - g_loss: 0.9595 - d_accuracy: 0.6438Epoch 120: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2725 - g_loss: 0.9593 - d_accuracy: 0.6436 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9693 - d_accuracy: 0.6382Epoch 121: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2716 - g_loss: 0.9669 - d_accuracy: 0.6374 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2683 - g_loss: 0.9712 - d_accuracy: 0.6403Epoch 122: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2691 - g_loss: 0.9705 - d_accuracy: 0.6387 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9671 - d_accuracy: 0.6321Epoch 123: D Accuracy = 0.6103 27/27 [==============================] - 1s 33ms/step - d_loss: 1.2720 - g_loss: 0.9671 - d_accuracy: 0.6313 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2836 - g_loss: 0.9668 - d_accuracy: 0.6247Epoch 124: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2838 - g_loss: 0.9739 - d_accuracy: 0.6242 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9514 - d_accuracy: 0.6275Epoch 125: D Accuracy = 0.5662 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2891 - g_loss: 0.9479 - d_accuracy: 0.6253 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2798 - g_loss: 0.9670 - d_accuracy: 0.6281Epoch 126: D Accuracy = 0.5809 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2802 - g_loss: 0.9702 - d_accuracy: 0.6265 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9641 - d_accuracy: 0.6334Epoch 127: D Accuracy = 0.5735 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2738 - g_loss: 0.9627 - d_accuracy: 0.6312 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2742 - g_loss: 0.9601 - d_accuracy: 0.6303Epoch 128: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2732 - g_loss: 0.9588 - d_accuracy: 0.6316 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2777 - g_loss: 0.9642 - d_accuracy: 0.6340Epoch 129: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2764 - g_loss: 0.9622 - d_accuracy: 0.6358 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2841 - g_loss: 0.9626 - d_accuracy: 0.6292Epoch 130: D Accuracy = 0.5809 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2871 - g_loss: 0.9616 - d_accuracy: 0.6274 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2609 - g_loss: 0.9769 - d_accuracy: 0.6384Epoch 131: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2583 - g_loss: 0.9774 - d_accuracy: 0.6406 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 0.9724 - d_accuracy: 0.6334Epoch 132: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2679 - g_loss: 0.9755 - d_accuracy: 0.6326 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9588 - d_accuracy: 0.6299Epoch 133: D Accuracy = 0.5515 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2807 - g_loss: 0.9569 - d_accuracy: 0.6271 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2758 - g_loss: 0.9727 - d_accuracy: 0.6257Epoch 134: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2745 - g_loss: 0.9743 - d_accuracy: 0.6255 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9541 - d_accuracy: 0.6254Epoch 135: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2794 - g_loss: 0.9537 - d_accuracy: 0.6259 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2822 - g_loss: 0.9538 - d_accuracy: 0.6231Epoch 136: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2836 - g_loss: 0.9493 - d_accuracy: 0.6229 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2833 - g_loss: 0.9634 - d_accuracy: 0.6294Epoch 137: D Accuracy = 0.5441 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2851 - g_loss: 0.9633 - d_accuracy: 0.6263 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9675 - d_accuracy: 0.6405Epoch 138: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2639 - g_loss: 0.9641 - d_accuracy: 0.6415 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2896 - g_loss: 0.9608 - d_accuracy: 0.6164Epoch 139: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2905 - g_loss: 0.9590 - d_accuracy: 0.6156 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2759 - g_loss: 0.9595 - d_accuracy: 0.6313Epoch 140: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2766 - g_loss: 0.9545 - d_accuracy: 0.6319 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2750 - g_loss: 0.9638 - d_accuracy: 0.6331Epoch 141: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2739 - g_loss: 0.9605 - d_accuracy: 0.6347 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2799 - g_loss: 0.9659 - d_accuracy: 0.6327Epoch 142: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2788 - g_loss: 0.9694 - d_accuracy: 0.6343 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9649 - d_accuracy: 0.6346Epoch 143: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2717 - g_loss: 0.9683 - d_accuracy: 0.6340 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2687 - g_loss: 0.9673 - d_accuracy: 0.6335Epoch 144: D Accuracy = 0.5221 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2718 - g_loss: 0.9619 - d_accuracy: 0.6295 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9489 - d_accuracy: 0.6188Epoch 145: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2886 - g_loss: 0.9447 - d_accuracy: 0.6206 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2736 - g_loss: 0.9636 - d_accuracy: 0.6335Epoch 146: D Accuracy = 0.5735 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2745 - g_loss: 0.9669 - d_accuracy: 0.6314 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2762 - g_loss: 0.9585 - d_accuracy: 0.6365Epoch 147: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2762 - g_loss: 0.9595 - d_accuracy: 0.6369 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2712 - g_loss: 0.9683 - d_accuracy: 0.6364Epoch 148: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2708 - g_loss: 0.9685 - d_accuracy: 0.6360 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2764 - g_loss: 0.9664 - d_accuracy: 0.6334Epoch 149: D Accuracy = 0.5662 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2795 - g_loss: 0.9679 - d_accuracy: 0.6310 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2754 - g_loss: 0.9602 - d_accuracy: 0.6308Epoch 150: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2786 - g_loss: 0.9541 - d_accuracy: 0.6306 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2659 - g_loss: 0.9722 - d_accuracy: 0.6367Epoch 151: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2666 - g_loss: 0.9723 - d_accuracy: 0.6361 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2794 - g_loss: 0.9611 - d_accuracy: 0.6267Epoch 152: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2787 - g_loss: 0.9592 - d_accuracy: 0.6274 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 0.9668 - d_accuracy: 0.6304Epoch 153: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2749 - g_loss: 0.9628 - d_accuracy: 0.6292 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2694 - g_loss: 0.9663 - d_accuracy: 0.6365Epoch 154: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2705 - g_loss: 0.9654 - d_accuracy: 0.6350 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 0.9694 - d_accuracy: 0.6361Epoch 155: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2660 - g_loss: 0.9656 - d_accuracy: 0.6360 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9581 - d_accuracy: 0.6229Epoch 156: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2913 - g_loss: 0.9516 - d_accuracy: 0.6222 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2721 - g_loss: 0.9704 - d_accuracy: 0.6322Epoch 157: D Accuracy = 0.5882 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2731 - g_loss: 0.9686 - d_accuracy: 0.6306 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 0.9611 - d_accuracy: 0.6283Epoch 158: D Accuracy = 0.5735 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2759 - g_loss: 0.9589 - d_accuracy: 0.6263 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2759 - g_loss: 0.9601 - d_accuracy: 0.6321Epoch 159: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2766 - g_loss: 0.9600 - d_accuracy: 0.6321 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2710 - g_loss: 0.9612 - d_accuracy: 0.6319Epoch 160: D Accuracy = 0.5735 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2728 - g_loss: 0.9580 - d_accuracy: 0.6298 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9638 - d_accuracy: 0.6389Epoch 161: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2692 - g_loss: 0.9632 - d_accuracy: 0.6389 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2723 - g_loss: 0.9675 - d_accuracy: 0.6323Epoch 162: D Accuracy = 0.5882 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2735 - g_loss: 0.9717 - d_accuracy: 0.6307 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2715 - g_loss: 0.9624 - d_accuracy: 0.6360Epoch 163: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2703 - g_loss: 0.9638 - d_accuracy: 0.6358
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2685 - g_loss: 0.9632 - d_accuracy: 0.6306Epoch 164: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2685 - g_loss: 0.9598 - d_accuracy: 0.6309 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 0.9789 - d_accuracy: 0.6376Epoch 165: D Accuracy = 0.5662 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2657 - g_loss: 0.9764 - d_accuracy: 0.6350 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9703 - d_accuracy: 0.6474Epoch 166: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2623 - g_loss: 0.9672 - d_accuracy: 0.6487 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2720 - g_loss: 0.9704 - d_accuracy: 0.6337Epoch 167: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2721 - g_loss: 0.9662 - d_accuracy: 0.6336 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2777 - g_loss: 0.9633 - d_accuracy: 0.6312Epoch 168: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2791 - g_loss: 0.9561 - d_accuracy: 0.6310 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2617 - g_loss: 0.9779 - d_accuracy: 0.6404Epoch 169: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2603 - g_loss: 0.9823 - d_accuracy: 0.6414 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2725 - g_loss: 0.9636 - d_accuracy: 0.6412Epoch 170: D Accuracy = 0.5441 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2750 - g_loss: 0.9592 - d_accuracy: 0.6378 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9709 - d_accuracy: 0.6313Epoch 171: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2791 - g_loss: 0.9742 - d_accuracy: 0.6305 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 0.9576 - d_accuracy: 0.6268Epoch 172: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2777 - g_loss: 0.9549 - d_accuracy: 0.6257 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2732 - g_loss: 0.9682 - d_accuracy: 0.6344Epoch 173: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2724 - g_loss: 0.9683 - d_accuracy: 0.6341 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2752 - g_loss: 0.9613 - d_accuracy: 0.6322Epoch 174: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2756 - g_loss: 0.9611 - d_accuracy: 0.6325 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 0.9742 - d_accuracy: 0.6451Epoch 175: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2614 - g_loss: 0.9746 - d_accuracy: 0.6446 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2600 - g_loss: 0.9802 - d_accuracy: 0.6429Epoch 176: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2600 - g_loss: 0.9815 - d_accuracy: 0.6435 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2676 - g_loss: 0.9707 - d_accuracy: 0.6337Epoch 177: D Accuracy = 0.5588 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2696 - g_loss: 0.9691 - d_accuracy: 0.6310 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2696 - g_loss: 0.9632 - d_accuracy: 0.6436Epoch 178: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2687 - g_loss: 0.9613 - d_accuracy: 0.6456 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2685 - g_loss: 0.9758 - d_accuracy: 0.6328Epoch 179: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2684 - g_loss: 0.9795 - d_accuracy: 0.6325 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9606 - d_accuracy: 0.6305Epoch 180: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2779 - g_loss: 0.9633 - d_accuracy: 0.6331 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2591 - g_loss: 0.9747 - d_accuracy: 0.6445Epoch 181: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2562 - g_loss: 0.9778 - d_accuracy: 0.6469 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9732 - d_accuracy: 0.6367Epoch 182: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2678 - g_loss: 0.9751 - d_accuracy: 0.6365 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2623 - g_loss: 0.9779 - d_accuracy: 0.6454Epoch 183: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2606 - g_loss: 0.9768 - d_accuracy: 0.6470 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9704 - d_accuracy: 0.6292Epoch 184: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2749 - g_loss: 0.9683 - d_accuracy: 0.6312 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9755 - d_accuracy: 0.6443Epoch 185: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2574 - g_loss: 0.9780 - d_accuracy: 0.6428 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2678 - g_loss: 0.9717 - d_accuracy: 0.6307Epoch 186: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2660 - g_loss: 0.9712 - d_accuracy: 0.6318 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9673 - d_accuracy: 0.6438Epoch 187: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2685 - g_loss: 0.9714 - d_accuracy: 0.6476 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9690 - d_accuracy: 0.6399Epoch 188: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2643 - g_loss: 0.9686 - d_accuracy: 0.6401 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 0.9787 - d_accuracy: 0.6421Epoch 189: D Accuracy = 0.5515 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2585 - g_loss: 0.9783 - d_accuracy: 0.6389 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2509 - g_loss: 0.9844 - d_accuracy: 0.6481Epoch 190: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2509 - g_loss: 0.9810 - d_accuracy: 0.6507 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 0.9813 - d_accuracy: 0.6397Epoch 191: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2623 - g_loss: 0.9813 - d_accuracy: 0.6395 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9739 - d_accuracy: 0.6346Epoch 192: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2691 - g_loss: 0.9732 - d_accuracy: 0.6363 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2656 - g_loss: 0.9727 - d_accuracy: 0.6408Epoch 193: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2676 - g_loss: 0.9687 - d_accuracy: 0.6395 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2588 - g_loss: 0.9814 - d_accuracy: 0.6396Epoch 194: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2594 - g_loss: 0.9797 - d_accuracy: 0.6396 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2533 - g_loss: 0.9837 - d_accuracy: 0.6452Epoch 195: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2541 - g_loss: 0.9843 - d_accuracy: 0.6448
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 0.9855 - d_accuracy: 0.6454Epoch 196: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2523 - g_loss: 0.9856 - d_accuracy: 0.6447 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 0.9763 - d_accuracy: 0.6358Epoch 197: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2640 - g_loss: 0.9768 - d_accuracy: 0.6364 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 0.9854 - d_accuracy: 0.6469Epoch 198: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2524 - g_loss: 0.9836 - d_accuracy: 0.6458 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2441 - g_loss: 0.9972 - d_accuracy: 0.6499Epoch 199: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2423 - g_loss: 1.0011 - d_accuracy: 0.6516 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2674 - g_loss: 0.9766 - d_accuracy: 0.6384 Class 0 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.6471 27/27 [==============================] - 1s 40ms/step - d_loss: 1.2669 - g_loss: 0.9800 - d_accuracy: 0.6387 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 0.9714 - d_accuracy: 0.6385Epoch 201: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2682 - g_loss: 0.9647 - d_accuracy: 0.6380 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2565 - g_loss: 0.9776 - d_accuracy: 0.6436Epoch 202: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2571 - g_loss: 0.9723 - d_accuracy: 0.6435 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2529 - g_loss: 0.9915 - d_accuracy: 0.6460Epoch 203: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2532 - g_loss: 0.9917 - d_accuracy: 0.6455 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2537 - g_loss: 0.9816 - d_accuracy: 0.6464Epoch 204: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2524 - g_loss: 0.9827 - d_accuracy: 0.6475 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2496 - g_loss: 0.9883 - d_accuracy: 0.6523Epoch 205: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2485 - g_loss: 0.9916 - d_accuracy: 0.6537 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9812 - d_accuracy: 0.6500Epoch 206: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2552 - g_loss: 0.9783 - d_accuracy: 0.6494 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2603 - g_loss: 0.9822 - d_accuracy: 0.6415Epoch 207: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2605 - g_loss: 0.9850 - d_accuracy: 0.6407 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2508 - g_loss: 0.9864 - d_accuracy: 0.6472Epoch 208: D Accuracy = 0.5441 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2537 - g_loss: 0.9875 - d_accuracy: 0.6435 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2490 - g_loss: 0.9845 - d_accuracy: 0.6600Epoch 209: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2459 - g_loss: 0.9850 - d_accuracy: 0.6627 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2551 - g_loss: 0.9849 - d_accuracy: 0.6444Epoch 210: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2538 - g_loss: 0.9856 - d_accuracy: 0.6458 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2551 - g_loss: 0.9837 - d_accuracy: 0.6411Epoch 211: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2578 - g_loss: 0.9773 - d_accuracy: 0.6400 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2583 - g_loss: 0.9830 - d_accuracy: 0.6443Epoch 212: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2577 - g_loss: 0.9847 - d_accuracy: 0.6457 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 0.9912 - d_accuracy: 0.6492Epoch 213: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2421 - g_loss: 0.9883 - d_accuracy: 0.6497 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 0.9877 - d_accuracy: 0.6515Epoch 214: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2512 - g_loss: 0.9892 - d_accuracy: 0.6526 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 0.9804 - d_accuracy: 0.6477Epoch 215: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2487 - g_loss: 0.9785 - d_accuracy: 0.6498 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2545 - g_loss: 0.9862 - d_accuracy: 0.6470Epoch 216: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2516 - g_loss: 0.9932 - d_accuracy: 0.6478 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2561 - g_loss: 0.9780 - d_accuracy: 0.6423Epoch 217: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2579 - g_loss: 0.9763 - d_accuracy: 0.6406 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2636 - g_loss: 0.9844 - d_accuracy: 0.6390Epoch 218: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2650 - g_loss: 0.9872 - d_accuracy: 0.6390 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2499 - g_loss: 0.9837 - d_accuracy: 0.6479Epoch 219: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2469 - g_loss: 0.9849 - d_accuracy: 0.6492 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2567 - g_loss: 0.9889 - d_accuracy: 0.6417Epoch 220: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2561 - g_loss: 0.9930 - d_accuracy: 0.6408 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2517 - g_loss: 0.9806 - d_accuracy: 0.6480Epoch 221: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2524 - g_loss: 0.9816 - d_accuracy: 0.6477 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2462 - g_loss: 0.9858 - d_accuracy: 0.6490Epoch 222: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2439 - g_loss: 0.9908 - d_accuracy: 0.6489 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2488 - g_loss: 0.9873 - d_accuracy: 0.6500Epoch 223: D Accuracy = 0.7500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2459 - g_loss: 0.9889 - d_accuracy: 0.6536 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2522 - g_loss: 0.9945 - d_accuracy: 0.6452Epoch 224: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2531 - g_loss: 1.0021 - d_accuracy: 0.6437 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 0.9869 - d_accuracy: 0.6564Epoch 225: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2396 - g_loss: 0.9832 - d_accuracy: 0.6571 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2475 - g_loss: 0.9899 - d_accuracy: 0.6560Epoch 226: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2463 - g_loss: 0.9882 - d_accuracy: 0.6565 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2454 - g_loss: 0.9857 - d_accuracy: 0.6492Epoch 227: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2423 - g_loss: 0.9858 - d_accuracy: 0.6523 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2441 - g_loss: 0.9968 - d_accuracy: 0.6509Epoch 228: D Accuracy = 0.5809 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2452 - g_loss: 0.9968 - d_accuracy: 0.6484 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2553 - g_loss: 0.9882 - d_accuracy: 0.6471Epoch 229: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2513 - g_loss: 0.9897 - d_accuracy: 0.6515 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 0.9973 - d_accuracy: 0.6523Epoch 230: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2419 - g_loss: 1.0026 - d_accuracy: 0.6519 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2439 - g_loss: 0.9937 - d_accuracy: 0.6563Epoch 231: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2431 - g_loss: 0.9956 - d_accuracy: 0.6565 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2576 - g_loss: 0.9829 - d_accuracy: 0.6443Epoch 232: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2576 - g_loss: 0.9813 - d_accuracy: 0.6452 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2487 - g_loss: 0.9878 - d_accuracy: 0.6528Epoch 233: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2483 - g_loss: 0.9841 - d_accuracy: 0.6536 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 0.9872 - d_accuracy: 0.6481Epoch 234: D Accuracy = 0.5662 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2550 - g_loss: 0.9817 - d_accuracy: 0.6452 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2515 - g_loss: 0.9957 - d_accuracy: 0.6508Epoch 235: D Accuracy = 0.6544 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2501 - g_loss: 1.0034 - d_accuracy: 0.6510 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2478 - g_loss: 0.9843 - d_accuracy: 0.6506Epoch 236: D Accuracy = 0.6471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2476 - g_loss: 0.9846 - d_accuracy: 0.6504 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9961 - d_accuracy: 0.6526Epoch 237: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2418 - g_loss: 0.9992 - d_accuracy: 0.6519 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2485 - g_loss: 0.9907 - d_accuracy: 0.6454Epoch 238: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2491 - g_loss: 0.9906 - d_accuracy: 0.6444 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2486 - g_loss: 0.9846 - d_accuracy: 0.6510Epoch 239: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2482 - g_loss: 0.9808 - d_accuracy: 0.6511 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2455 - g_loss: 0.9986 - d_accuracy: 0.6511Epoch 240: D Accuracy = 0.5809 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2479 - g_loss: 1.0037 - d_accuracy: 0.6486 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 0.9911 - d_accuracy: 0.6537Epoch 241: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2450 - g_loss: 0.9881 - d_accuracy: 0.6514 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2482 - g_loss: 0.9928 - d_accuracy: 0.6541Epoch 242: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2474 - g_loss: 0.9905 - d_accuracy: 0.6547 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2501 - g_loss: 0.9875 - d_accuracy: 0.6553Epoch 243: D Accuracy = 0.5882 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2516 - g_loss: 0.9836 - d_accuracy: 0.6529 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2366 - g_loss: 0.9976 - d_accuracy: 0.6574Epoch 244: D Accuracy = 0.5809 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2398 - g_loss: 0.9965 - d_accuracy: 0.6546 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2626 - g_loss: 0.9763 - d_accuracy: 0.6400Epoch 245: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2645 - g_loss: 0.9761 - d_accuracy: 0.6381 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2579 - g_loss: 0.9850 - d_accuracy: 0.6364Epoch 246: D Accuracy = 0.5662 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2588 - g_loss: 0.9897 - d_accuracy: 0.6339 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9795 - d_accuracy: 0.6479Epoch 247: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2525 - g_loss: 0.9764 - d_accuracy: 0.6505 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2412 - g_loss: 0.9927 - d_accuracy: 0.6569Epoch 248: D Accuracy = 0.6691 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2419 - g_loss: 0.9869 - d_accuracy: 0.6573 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2502 - g_loss: 1.0093 - d_accuracy: 0.6469Epoch 249: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2493 - g_loss: 1.0167 - d_accuracy: 0.6456 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 0.9894 - d_accuracy: 0.6494Epoch 250: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2397 - g_loss: 0.9918 - d_accuracy: 0.6498 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9882 - d_accuracy: 0.6457Epoch 251: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2545 - g_loss: 0.9857 - d_accuracy: 0.6463 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2636 - g_loss: 0.9820 - d_accuracy: 0.6439Epoch 252: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2625 - g_loss: 0.9825 - d_accuracy: 0.6438 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 0.9997 - d_accuracy: 0.6601Epoch 253: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2364 - g_loss: 1.0009 - d_accuracy: 0.6596 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2559 - g_loss: 0.9860 - d_accuracy: 0.6431Epoch 254: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2537 - g_loss: 0.9859 - d_accuracy: 0.6445 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2478 - g_loss: 0.9883 - d_accuracy: 0.6513Epoch 255: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2466 - g_loss: 0.9894 - d_accuracy: 0.6509 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 1.0000 - d_accuracy: 0.6634Epoch 256: D Accuracy = 0.6397 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2422 - g_loss: 1.0016 - d_accuracy: 0.6626 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2463 - g_loss: 0.9860 - d_accuracy: 0.6560Epoch 257: D Accuracy = 0.7353 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2455 - g_loss: 0.9825 - d_accuracy: 0.6588 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2333 - g_loss: 1.0140 - d_accuracy: 0.6620Epoch 258: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2335 - g_loss: 1.0150 - d_accuracy: 0.6615 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2433 - g_loss: 0.9948 - d_accuracy: 0.6523Epoch 259: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2441 - g_loss: 0.9977 - d_accuracy: 0.6519 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9945 - d_accuracy: 0.6553Epoch 260: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2418 - g_loss: 0.9931 - d_accuracy: 0.6553 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2330 - g_loss: 1.0066 - d_accuracy: 0.6660Epoch 261: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2304 - g_loss: 1.0049 - d_accuracy: 0.6687 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2538 - g_loss: 0.9947 - d_accuracy: 0.6391Epoch 262: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2526 - g_loss: 0.9926 - d_accuracy: 0.6399 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2356 - g_loss: 0.9962 - d_accuracy: 0.6555Epoch 263: D Accuracy = 0.6838 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2354 - g_loss: 0.9950 - d_accuracy: 0.6565
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2436 - g_loss: 1.0006 - d_accuracy: 0.6566Epoch 264: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2422 - g_loss: 1.0077 - d_accuracy: 0.6573 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2304 - g_loss: 1.0063 - d_accuracy: 0.6662Epoch 265: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2320 - g_loss: 1.0078 - d_accuracy: 0.6645 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 0.9824 - d_accuracy: 0.6535Epoch 266: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2554 - g_loss: 0.9794 - d_accuracy: 0.6530 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 0.9912 - d_accuracy: 0.6566Epoch 267: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2405 - g_loss: 0.9882 - d_accuracy: 0.6586 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 1.0186 - d_accuracy: 0.6609Epoch 268: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2339 - g_loss: 1.0196 - d_accuracy: 0.6631 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2510 - g_loss: 0.9978 - d_accuracy: 0.6451Epoch 269: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2490 - g_loss: 1.0026 - d_accuracy: 0.6446 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2469 - g_loss: 0.9944 - d_accuracy: 0.6482Epoch 270: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2464 - g_loss: 0.9941 - d_accuracy: 0.6492 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2379 - g_loss: 1.0003 - d_accuracy: 0.6606Epoch 271: D Accuracy = 0.6103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2397 - g_loss: 0.9999 - d_accuracy: 0.6588 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2224 - g_loss: 1.0139 - d_accuracy: 0.6720Epoch 272: D Accuracy = 0.7574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2203 - g_loss: 1.0152 - d_accuracy: 0.6751 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 1.0036 - d_accuracy: 0.6542Epoch 273: D Accuracy = 0.7132 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2428 - g_loss: 1.0037 - d_accuracy: 0.6563 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2544 - g_loss: 0.9913 - d_accuracy: 0.6502Epoch 274: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2545 - g_loss: 0.9922 - d_accuracy: 0.6511 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2284 - g_loss: 1.0116 - d_accuracy: 0.6650Epoch 275: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2286 - g_loss: 1.0130 - d_accuracy: 0.6644 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2411 - g_loss: 1.0056 - d_accuracy: 0.6515Epoch 276: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2401 - g_loss: 1.0028 - d_accuracy: 0.6526 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 0.9957 - d_accuracy: 0.6538Epoch 277: D Accuracy = 0.6912 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2434 - g_loss: 0.9932 - d_accuracy: 0.6551 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2325 - g_loss: 1.0111 - d_accuracy: 0.6578Epoch 278: D Accuracy = 0.6397 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2332 - g_loss: 1.0125 - d_accuracy: 0.6572 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2429 - g_loss: 0.9990 - d_accuracy: 0.6564Epoch 279: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2454 - g_loss: 1.0032 - d_accuracy: 0.6555 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2383 - g_loss: 1.0007 - d_accuracy: 0.6622Epoch 280: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2393 - g_loss: 0.9984 - d_accuracy: 0.6611 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 0.9998 - d_accuracy: 0.6517Epoch 281: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2403 - g_loss: 0.9968 - d_accuracy: 0.6515 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2360 - g_loss: 1.0138 - d_accuracy: 0.6535Epoch 282: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2370 - g_loss: 1.0123 - d_accuracy: 0.6520 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2357 - g_loss: 1.0110 - d_accuracy: 0.6588Epoch 283: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2362 - g_loss: 1.0147 - d_accuracy: 0.6581 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2341 - g_loss: 1.0045 - d_accuracy: 0.6672Epoch 284: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2341 - g_loss: 1.0030 - d_accuracy: 0.6670 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2508 - g_loss: 1.0007 - d_accuracy: 0.6496Epoch 285: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2520 - g_loss: 1.0006 - d_accuracy: 0.6492 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2452 - g_loss: 0.9935 - d_accuracy: 0.6487Epoch 286: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2460 - g_loss: 0.9879 - d_accuracy: 0.6507 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 1.0145 - d_accuracy: 0.6574Epoch 287: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2324 - g_loss: 1.0155 - d_accuracy: 0.6562 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2280 - g_loss: 1.0098 - d_accuracy: 0.6659Epoch 288: D Accuracy = 0.6544 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2273 - g_loss: 1.0141 - d_accuracy: 0.6655 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2200 - g_loss: 1.0115 - d_accuracy: 0.6698Epoch 289: D Accuracy = 0.7279 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2191 - g_loss: 1.0096 - d_accuracy: 0.6718 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2360 - g_loss: 1.0091 - d_accuracy: 0.6574Epoch 290: D Accuracy = 0.6397 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2369 - g_loss: 1.0150 - d_accuracy: 0.6567 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2367 - g_loss: 1.0029 - d_accuracy: 0.6551Epoch 291: D Accuracy = 0.5441 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2405 - g_loss: 1.0025 - d_accuracy: 0.6512 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 1.0039 - d_accuracy: 0.6674Epoch 292: D Accuracy = 0.6912 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2308 - g_loss: 1.0035 - d_accuracy: 0.6682 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2353 - g_loss: 1.0172 - d_accuracy: 0.6522Epoch 293: D Accuracy = 0.5809 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2376 - g_loss: 1.0214 - d_accuracy: 0.6496 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2330 - g_loss: 1.0092 - d_accuracy: 0.6643Epoch 294: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2319 - g_loss: 1.0150 - d_accuracy: 0.6653 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2313 - g_loss: 1.0114 - d_accuracy: 0.6543Epoch 295: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2292 - g_loss: 1.0132 - d_accuracy: 0.6559
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.0079 - d_accuracy: 0.6633Epoch 296: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2356 - g_loss: 1.0059 - d_accuracy: 0.6643 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2275 - g_loss: 1.0170 - d_accuracy: 0.6639Epoch 297: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2261 - g_loss: 1.0203 - d_accuracy: 0.6646 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2337 - g_loss: 1.0085 - d_accuracy: 0.6593Epoch 298: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2312 - g_loss: 1.0173 - d_accuracy: 0.6602 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2230 - g_loss: 1.0127 - d_accuracy: 0.6634Epoch 299: D Accuracy = 0.7132 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2214 - g_loss: 1.0128 - d_accuracy: 0.6652 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2406 - g_loss: 1.0046 - d_accuracy: 0.6538 Class 0 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.6029 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2428 - g_loss: 0.9994 - d_accuracy: 0.6520 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2318 - g_loss: 1.0157 - d_accuracy: 0.6547Epoch 301: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2328 - g_loss: 1.0135 - d_accuracy: 0.6536 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2349 - g_loss: 1.0051 - d_accuracy: 0.6607Epoch 302: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2327 - g_loss: 1.0080 - d_accuracy: 0.6618 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2370 - g_loss: 1.0073 - d_accuracy: 0.6579Epoch 303: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2404 - g_loss: 1.0055 - d_accuracy: 0.6557 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2248 - g_loss: 1.0172 - d_accuracy: 0.6680Epoch 304: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2219 - g_loss: 1.0203 - d_accuracy: 0.6711 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2346 - g_loss: 1.0054 - d_accuracy: 0.6639Epoch 305: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2354 - g_loss: 1.0086 - d_accuracy: 0.6633 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2265 - g_loss: 1.0173 - d_accuracy: 0.6680Epoch 306: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2255 - g_loss: 1.0201 - d_accuracy: 0.6683 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2280 - g_loss: 1.0111 - d_accuracy: 0.6618Epoch 307: D Accuracy = 0.7426 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2254 - g_loss: 1.0146 - d_accuracy: 0.6647 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2310 - g_loss: 1.0144 - d_accuracy: 0.6642Epoch 308: D Accuracy = 0.6985 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2308 - g_loss: 1.0131 - d_accuracy: 0.6654 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2220 - g_loss: 1.0209 - d_accuracy: 0.6658Epoch 309: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2196 - g_loss: 1.0243 - d_accuracy: 0.6683 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2254 - g_loss: 1.0143 - d_accuracy: 0.6616Epoch 310: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2236 - g_loss: 1.0177 - d_accuracy: 0.6622 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2206 - g_loss: 1.0231 - d_accuracy: 0.6753Epoch 311: D Accuracy = 0.7279 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2175 - g_loss: 1.0246 - d_accuracy: 0.6771 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2427 - g_loss: 1.0110 - d_accuracy: 0.6530Epoch 312: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2438 - g_loss: 1.0063 - d_accuracy: 0.6533 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2275 - g_loss: 1.0110 - d_accuracy: 0.6684Epoch 313: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2281 - g_loss: 1.0118 - d_accuracy: 0.6666 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2307 - g_loss: 1.0130 - d_accuracy: 0.6573Epoch 314: D Accuracy = 0.6691 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2296 - g_loss: 1.0155 - d_accuracy: 0.6577 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2220 - g_loss: 1.0231 - d_accuracy: 0.6691Epoch 315: D Accuracy = 0.5588 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2254 - g_loss: 1.0256 - d_accuracy: 0.6652 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 1.0220 - d_accuracy: 0.6543Epoch 316: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2364 - g_loss: 1.0373 - d_accuracy: 0.6567 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2009 - g_loss: 1.0295 - d_accuracy: 0.6923Epoch 317: D Accuracy = 0.7574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1989 - g_loss: 1.0299 - d_accuracy: 0.6946 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2269 - g_loss: 1.0211 - d_accuracy: 0.6614Epoch 318: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2239 - g_loss: 1.0291 - d_accuracy: 0.6628 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2175 - g_loss: 1.0207 - d_accuracy: 0.6721Epoch 319: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2162 - g_loss: 1.0186 - d_accuracy: 0.6733 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.0224 - d_accuracy: 0.6660Epoch 320: D Accuracy = 0.7426 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2217 - g_loss: 1.0231 - d_accuracy: 0.6687 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2313 - g_loss: 1.0197 - d_accuracy: 0.6608Epoch 321: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2306 - g_loss: 1.0177 - d_accuracy: 0.6611 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2243 - g_loss: 1.0229 - d_accuracy: 0.6685Epoch 322: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2248 - g_loss: 1.0218 - d_accuracy: 0.6670 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2346 - g_loss: 1.0196 - d_accuracy: 0.6634Epoch 323: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2352 - g_loss: 1.0251 - d_accuracy: 0.6636 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2237 - g_loss: 1.0161 - d_accuracy: 0.6752Epoch 324: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2235 - g_loss: 1.0115 - d_accuracy: 0.6774 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2223 - g_loss: 1.0232 - d_accuracy: 0.6610Epoch 325: D Accuracy = 0.6544 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2219 - g_loss: 1.0226 - d_accuracy: 0.6607 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2301 - g_loss: 1.0211 - d_accuracy: 0.6664Epoch 326: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2289 - g_loss: 1.0249 - d_accuracy: 0.6668 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2239 - g_loss: 1.0305 - d_accuracy: 0.6680Epoch 327: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2229 - g_loss: 1.0351 - d_accuracy: 0.6678 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2169 - g_loss: 1.0290 - d_accuracy: 0.6729Epoch 328: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2164 - g_loss: 1.0280 - d_accuracy: 0.6735 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2207 - g_loss: 1.0281 - d_accuracy: 0.6685Epoch 329: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2221 - g_loss: 1.0268 - d_accuracy: 0.6680 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2235 - g_loss: 1.0249 - d_accuracy: 0.6737Epoch 330: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2236 - g_loss: 1.0260 - d_accuracy: 0.6732 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2198 - g_loss: 1.0200 - d_accuracy: 0.6645Epoch 331: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2204 - g_loss: 1.0165 - d_accuracy: 0.6636 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2258 - g_loss: 1.0312 - d_accuracy: 0.6615Epoch 332: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2270 - g_loss: 1.0322 - d_accuracy: 0.6597 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2182 - g_loss: 1.0227 - d_accuracy: 0.6765Epoch 333: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2194 - g_loss: 1.0200 - d_accuracy: 0.6752 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2212 - g_loss: 1.0291 - d_accuracy: 0.6656Epoch 334: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2198 - g_loss: 1.0311 - d_accuracy: 0.6666 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0206 - d_accuracy: 0.6565Epoch 335: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2290 - g_loss: 1.0196 - d_accuracy: 0.6554 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2155 - g_loss: 1.0290 - d_accuracy: 0.6713Epoch 336: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2170 - g_loss: 1.0233 - d_accuracy: 0.6699 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0244 - d_accuracy: 0.6599Epoch 337: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2298 - g_loss: 1.0234 - d_accuracy: 0.6586 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 1.0277 - d_accuracy: 0.6543Epoch 338: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2348 - g_loss: 1.0233 - d_accuracy: 0.6550 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 1.0186 - d_accuracy: 0.6587Epoch 339: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2305 - g_loss: 1.0244 - d_accuracy: 0.6575 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2117 - g_loss: 1.0312 - d_accuracy: 0.6807Epoch 340: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2105 - g_loss: 1.0346 - d_accuracy: 0.6813 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2152 - g_loss: 1.0285 - d_accuracy: 0.6752Epoch 341: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2150 - g_loss: 1.0328 - d_accuracy: 0.6760 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2155 - g_loss: 1.0291 - d_accuracy: 0.6736Epoch 342: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2175 - g_loss: 1.0251 - d_accuracy: 0.6724 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2170 - g_loss: 1.0308 - d_accuracy: 0.6727Epoch 343: D Accuracy = 0.6397 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2170 - g_loss: 1.0300 - d_accuracy: 0.6715 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2216 - g_loss: 1.0164 - d_accuracy: 0.6690Epoch 344: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2207 - g_loss: 1.0117 - d_accuracy: 0.6714 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2087 - g_loss: 1.0529 - d_accuracy: 0.6726Epoch 345: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2086 - g_loss: 1.0618 - d_accuracy: 0.6707 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2201 - g_loss: 1.0300 - d_accuracy: 0.6686Epoch 346: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2185 - g_loss: 1.0383 - d_accuracy: 0.6684 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2191 - g_loss: 1.0253 - d_accuracy: 0.6749Epoch 347: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2180 - g_loss: 1.0331 - d_accuracy: 0.6736 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2041 - g_loss: 1.0395 - d_accuracy: 0.6863Epoch 348: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1995 - g_loss: 1.0444 - d_accuracy: 0.6875 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2078 - g_loss: 1.0397 - d_accuracy: 0.6781Epoch 349: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2071 - g_loss: 1.0434 - d_accuracy: 0.6755 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2176 - g_loss: 1.0339 - d_accuracy: 0.6735Epoch 350: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2187 - g_loss: 1.0368 - d_accuracy: 0.6731 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2042 - g_loss: 1.0399 - d_accuracy: 0.6741Epoch 351: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2036 - g_loss: 1.0382 - d_accuracy: 0.6758 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2133 - g_loss: 1.0385 - d_accuracy: 0.6758Epoch 352: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2130 - g_loss: 1.0406 - d_accuracy: 0.6742 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2073 - g_loss: 1.0334 - d_accuracy: 0.6838Epoch 353: D Accuracy = 0.7426 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2072 - g_loss: 1.0271 - d_accuracy: 0.6859 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2095 - g_loss: 1.0460 - d_accuracy: 0.6778Epoch 354: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2103 - g_loss: 1.0478 - d_accuracy: 0.6754 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2017 - g_loss: 1.0413 - d_accuracy: 0.6891Epoch 355: D Accuracy = 0.8015 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1982 - g_loss: 1.0430 - d_accuracy: 0.6931 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0372 - d_accuracy: 0.6764Epoch 356: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2102 - g_loss: 1.0364 - d_accuracy: 0.6769 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2028 - g_loss: 1.0419 - d_accuracy: 0.6798Epoch 357: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2049 - g_loss: 1.0428 - d_accuracy: 0.6779 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2134 - g_loss: 1.0344 - d_accuracy: 0.6763Epoch 358: D Accuracy = 0.7132 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2125 - g_loss: 1.0329 - d_accuracy: 0.6776 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2122 - g_loss: 1.0371 - d_accuracy: 0.6753Epoch 359: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2161 - g_loss: 1.0338 - d_accuracy: 0.6724 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2058 - g_loss: 1.0454 - d_accuracy: 0.6811Epoch 360: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2052 - g_loss: 1.0500 - d_accuracy: 0.6799 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1944 - g_loss: 1.0494 - d_accuracy: 0.6809Epoch 361: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1939 - g_loss: 1.0543 - d_accuracy: 0.6807 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0368 - d_accuracy: 0.6784Epoch 362: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2076 - g_loss: 1.0391 - d_accuracy: 0.6770 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1993 - g_loss: 1.0477 - d_accuracy: 0.6792Epoch 363: D Accuracy = 0.6397 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1987 - g_loss: 1.0513 - d_accuracy: 0.6778
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2027 - g_loss: 1.0481 - d_accuracy: 0.6803Epoch 364: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2031 - g_loss: 1.0522 - d_accuracy: 0.6780 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.0399 - d_accuracy: 0.6741Epoch 365: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2132 - g_loss: 1.0396 - d_accuracy: 0.6737 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2119 - g_loss: 1.0362 - d_accuracy: 0.6791Epoch 366: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2093 - g_loss: 1.0367 - d_accuracy: 0.6811 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.0526 - d_accuracy: 0.6778Epoch 367: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2060 - g_loss: 1.0541 - d_accuracy: 0.6785 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2088 - g_loss: 1.0403 - d_accuracy: 0.6799Epoch 368: D Accuracy = 0.7132 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2075 - g_loss: 1.0417 - d_accuracy: 0.6811 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2058 - g_loss: 1.0534 - d_accuracy: 0.6785Epoch 369: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2103 - g_loss: 1.0571 - d_accuracy: 0.6752 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0372 - d_accuracy: 0.6730Epoch 370: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2171 - g_loss: 1.0342 - d_accuracy: 0.6711 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2051 - g_loss: 1.0446 - d_accuracy: 0.6802Epoch 371: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2044 - g_loss: 1.0452 - d_accuracy: 0.6809 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2113 - g_loss: 1.0523 - d_accuracy: 0.6685Epoch 372: D Accuracy = 0.7132 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2118 - g_loss: 1.0501 - d_accuracy: 0.6701 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1994 - g_loss: 1.0491 - d_accuracy: 0.6813Epoch 373: D Accuracy = 0.7868 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1956 - g_loss: 1.0513 - d_accuracy: 0.6851 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2137 - g_loss: 1.0385 - d_accuracy: 0.6713Epoch 374: D Accuracy = 0.6324 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2146 - g_loss: 1.0371 - d_accuracy: 0.6699 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2081 - g_loss: 1.0512 - d_accuracy: 0.6758Epoch 375: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2078 - g_loss: 1.0539 - d_accuracy: 0.6763 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2053 - g_loss: 1.0471 - d_accuracy: 0.6828Epoch 376: D Accuracy = 0.7647 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2041 - g_loss: 1.0428 - d_accuracy: 0.6858 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2023 - g_loss: 1.0543 - d_accuracy: 0.6822Epoch 377: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2032 - g_loss: 1.0546 - d_accuracy: 0.6817 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2119 - g_loss: 1.0342 - d_accuracy: 0.6785Epoch 378: D Accuracy = 0.7426 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2087 - g_loss: 1.0341 - d_accuracy: 0.6808 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2078 - g_loss: 1.0398 - d_accuracy: 0.6760Epoch 379: D Accuracy = 0.7132 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2044 - g_loss: 1.0410 - d_accuracy: 0.6773 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2082 - g_loss: 1.0473 - d_accuracy: 0.6748Epoch 380: D Accuracy = 0.6618 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2083 - g_loss: 1.0452 - d_accuracy: 0.6744 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1951 - g_loss: 1.0521 - d_accuracy: 0.6836Epoch 381: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1946 - g_loss: 1.0494 - d_accuracy: 0.6836 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1991 - g_loss: 1.0682 - d_accuracy: 0.6864Epoch 382: D Accuracy = 0.7059 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1996 - g_loss: 1.0653 - d_accuracy: 0.6871 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2126 - g_loss: 1.0426 - d_accuracy: 0.6737Epoch 383: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2135 - g_loss: 1.0433 - d_accuracy: 0.6725 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1964 - g_loss: 1.0628 - d_accuracy: 0.6851Epoch 384: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1960 - g_loss: 1.0671 - d_accuracy: 0.6848 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2050 - g_loss: 1.0432 - d_accuracy: 0.6814Epoch 385: D Accuracy = 0.6397 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2078 - g_loss: 1.0417 - d_accuracy: 0.6799 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1903 - g_loss: 1.0584 - d_accuracy: 0.6893Epoch 386: D Accuracy = 0.7132 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1911 - g_loss: 1.0486 - d_accuracy: 0.6902 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0542 - d_accuracy: 0.6793Epoch 387: D Accuracy = 0.7426 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2044 - g_loss: 1.0530 - d_accuracy: 0.6815 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1962 - g_loss: 1.0565 - d_accuracy: 0.6814Epoch 388: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1980 - g_loss: 1.0541 - d_accuracy: 0.6804 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.0505 - d_accuracy: 0.6765Epoch 389: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2041 - g_loss: 1.0510 - d_accuracy: 0.6770 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.0573 - d_accuracy: 0.6785Epoch 390: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2039 - g_loss: 1.0497 - d_accuracy: 0.6766 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2002 - g_loss: 1.0595 - d_accuracy: 0.6843Epoch 391: D Accuracy = 0.6324 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2001 - g_loss: 1.0630 - d_accuracy: 0.6824 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1988 - g_loss: 1.0542 - d_accuracy: 0.6772Epoch 392: D Accuracy = 0.6544 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2000 - g_loss: 1.0511 - d_accuracy: 0.6763 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1968 - g_loss: 1.0558 - d_accuracy: 0.6857Epoch 393: D Accuracy = 0.5956 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1981 - g_loss: 1.0576 - d_accuracy: 0.6825 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2032 - g_loss: 1.0510 - d_accuracy: 0.6814Epoch 394: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2040 - g_loss: 1.0454 - d_accuracy: 0.6813 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1943 - g_loss: 1.0639 - d_accuracy: 0.6819Epoch 395: D Accuracy = 0.7132 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1942 - g_loss: 1.0642 - d_accuracy: 0.6831
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1996 - g_loss: 1.0528 - d_accuracy: 0.6869Epoch 396: D Accuracy = 0.6397 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2007 - g_loss: 1.0569 - d_accuracy: 0.6852 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1934 - g_loss: 1.0615 - d_accuracy: 0.6849Epoch 397: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1926 - g_loss: 1.0626 - d_accuracy: 0.6849 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1943 - g_loss: 1.0669 - d_accuracy: 0.6869Epoch 398: D Accuracy = 0.6471 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1958 - g_loss: 1.0687 - d_accuracy: 0.6854 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1945 - g_loss: 1.0498 - d_accuracy: 0.6931Epoch 399: D Accuracy = 0.6544 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1966 - g_loss: 1.0465 - d_accuracy: 0.6917 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1852 - g_loss: 1.0725 - d_accuracy: 0.6932 Class 0 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.6471 27/27 [==============================] - 1s 41ms/step - d_loss: 1.1861 - g_loss: 1.0723 - d_accuracy: 0.6916 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1860 - g_loss: 1.0704 - d_accuracy: 0.6936Epoch 401: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1875 - g_loss: 1.0714 - d_accuracy: 0.6927 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1988 - g_loss: 1.0627 - d_accuracy: 0.6801Epoch 402: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1976 - g_loss: 1.0650 - d_accuracy: 0.6810 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1939 - g_loss: 1.0645 - d_accuracy: 0.6860Epoch 403: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1951 - g_loss: 1.0715 - d_accuracy: 0.6841 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1830 - g_loss: 1.0730 - d_accuracy: 0.6969Epoch 404: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1839 - g_loss: 1.0757 - d_accuracy: 0.6962 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1972 - g_loss: 1.0560 - d_accuracy: 0.6768Epoch 405: D Accuracy = 0.6985 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1971 - g_loss: 1.0532 - d_accuracy: 0.6775 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1969 - g_loss: 1.0680 - d_accuracy: 0.6800Epoch 406: D Accuracy = 0.6103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2006 - g_loss: 1.0670 - d_accuracy: 0.6775 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1891 - g_loss: 1.0617 - d_accuracy: 0.6955Epoch 407: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1906 - g_loss: 1.0520 - d_accuracy: 0.6950 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1896 - g_loss: 1.0758 - d_accuracy: 0.6886Epoch 408: D Accuracy = 0.7574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1868 - g_loss: 1.0748 - d_accuracy: 0.6911 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.0678 - d_accuracy: 0.6858Epoch 409: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1904 - g_loss: 1.0658 - d_accuracy: 0.6871 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1905 - g_loss: 1.0715 - d_accuracy: 0.6874Epoch 410: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1929 - g_loss: 1.0787 - d_accuracy: 0.6846 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1782 - g_loss: 1.0683 - d_accuracy: 0.6986Epoch 411: D Accuracy = 0.7647 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1754 - g_loss: 1.0726 - d_accuracy: 0.7010 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1726 - g_loss: 1.0796 - d_accuracy: 0.7015Epoch 412: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1713 - g_loss: 1.0831 - d_accuracy: 0.7021 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1857 - g_loss: 1.0657 - d_accuracy: 0.6923Epoch 413: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1843 - g_loss: 1.0650 - d_accuracy: 0.6943 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1867 - g_loss: 1.0765 - d_accuracy: 0.6867Epoch 414: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1882 - g_loss: 1.0794 - d_accuracy: 0.6858 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1869 - g_loss: 1.0698 - d_accuracy: 0.6903Epoch 415: D Accuracy = 0.7132 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1858 - g_loss: 1.0704 - d_accuracy: 0.6912 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1986 - g_loss: 1.0696 - d_accuracy: 0.6879Epoch 416: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1989 - g_loss: 1.0776 - d_accuracy: 0.6867 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1821 - g_loss: 1.0763 - d_accuracy: 0.6934Epoch 417: D Accuracy = 0.6544 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1870 - g_loss: 1.0771 - d_accuracy: 0.6920 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1879 - g_loss: 1.0672 - d_accuracy: 0.6856Epoch 418: D Accuracy = 0.7721 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1854 - g_loss: 1.0682 - d_accuracy: 0.6887 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1827 - g_loss: 1.0822 - d_accuracy: 0.6847Epoch 419: D Accuracy = 0.6544 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1844 - g_loss: 1.0770 - d_accuracy: 0.6836 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1954 - g_loss: 1.0633 - d_accuracy: 0.6845Epoch 420: D Accuracy = 0.7132 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1953 - g_loss: 1.0591 - d_accuracy: 0.6856 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1840 - g_loss: 1.0717 - d_accuracy: 0.6923Epoch 421: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1846 - g_loss: 1.0734 - d_accuracy: 0.6920 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.0732 - d_accuracy: 0.6938Epoch 422: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1829 - g_loss: 1.0660 - d_accuracy: 0.6943 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.0964 - d_accuracy: 0.6907Epoch 423: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1793 - g_loss: 1.1000 - d_accuracy: 0.6897 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1862 - g_loss: 1.0790 - d_accuracy: 0.6943Epoch 424: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1889 - g_loss: 1.0762 - d_accuracy: 0.6934 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1969 - g_loss: 1.0692 - d_accuracy: 0.6811Epoch 425: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1988 - g_loss: 1.0700 - d_accuracy: 0.6801 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1771 - g_loss: 1.0866 - d_accuracy: 0.6920Epoch 426: D Accuracy = 0.6691 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1787 - g_loss: 1.0831 - d_accuracy: 0.6912 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1768 - g_loss: 1.0821 - d_accuracy: 0.6954Epoch 427: D Accuracy = 0.6691 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1774 - g_loss: 1.0828 - d_accuracy: 0.6944 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1876 - g_loss: 1.0769 - d_accuracy: 0.6840Epoch 428: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1875 - g_loss: 1.0787 - d_accuracy: 0.6829 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1886 - g_loss: 1.0689 - d_accuracy: 0.6943Epoch 429: D Accuracy = 0.7574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1873 - g_loss: 1.0688 - d_accuracy: 0.6965 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1779 - g_loss: 1.0855 - d_accuracy: 0.6904Epoch 430: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1747 - g_loss: 1.0876 - d_accuracy: 0.6907 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1701 - g_loss: 1.0885 - d_accuracy: 0.7006Epoch 431: D Accuracy = 0.7647 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1685 - g_loss: 1.0865 - d_accuracy: 0.7029 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1878 - g_loss: 1.0761 - d_accuracy: 0.6813Epoch 432: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1880 - g_loss: 1.0766 - d_accuracy: 0.6809 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1797 - g_loss: 1.0826 - d_accuracy: 0.6931Epoch 433: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1805 - g_loss: 1.0809 - d_accuracy: 0.6919 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.0812 - d_accuracy: 0.6862Epoch 434: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1875 - g_loss: 1.0821 - d_accuracy: 0.6866 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1812 - g_loss: 1.0843 - d_accuracy: 0.6993Epoch 435: D Accuracy = 0.7132 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1805 - g_loss: 1.0850 - d_accuracy: 0.6998 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1831 - g_loss: 1.0828 - d_accuracy: 0.6924Epoch 436: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1835 - g_loss: 1.0851 - d_accuracy: 0.6910 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1755 - g_loss: 1.0828 - d_accuracy: 0.6932Epoch 437: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1763 - g_loss: 1.0801 - d_accuracy: 0.6937 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.0853 - d_accuracy: 0.6862Epoch 438: D Accuracy = 0.7279 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1885 - g_loss: 1.0866 - d_accuracy: 0.6877 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1590 - g_loss: 1.0982 - d_accuracy: 0.7126Epoch 439: D Accuracy = 0.6985 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1581 - g_loss: 1.1016 - d_accuracy: 0.7121 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1777 - g_loss: 1.0800 - d_accuracy: 0.6993Epoch 440: D Accuracy = 0.7647 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1749 - g_loss: 1.0762 - d_accuracy: 0.7017 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1787 - g_loss: 1.0872 - d_accuracy: 0.6920Epoch 441: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1783 - g_loss: 1.0865 - d_accuracy: 0.6915 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1828 - g_loss: 1.0801 - d_accuracy: 0.6921Epoch 442: D Accuracy = 0.7574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1800 - g_loss: 1.0869 - d_accuracy: 0.6944 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1760 - g_loss: 1.0826 - d_accuracy: 0.6992Epoch 443: D Accuracy = 0.6397 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1791 - g_loss: 1.0790 - d_accuracy: 0.6971 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1666 - g_loss: 1.1013 - d_accuracy: 0.6991Epoch 444: D Accuracy = 0.7279 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1649 - g_loss: 1.1048 - d_accuracy: 0.7002 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1803 - g_loss: 1.0822 - d_accuracy: 0.6941Epoch 445: D Accuracy = 0.7279 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1777 - g_loss: 1.0841 - d_accuracy: 0.6953 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1785 - g_loss: 1.0834 - d_accuracy: 0.6954Epoch 446: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1790 - g_loss: 1.0825 - d_accuracy: 0.6955 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1790 - g_loss: 1.0881 - d_accuracy: 0.7022Epoch 447: D Accuracy = 0.6691 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1808 - g_loss: 1.0918 - d_accuracy: 0.7010 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1644 - g_loss: 1.0941 - d_accuracy: 0.7091Epoch 448: D Accuracy = 0.7426 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1642 - g_loss: 1.0908 - d_accuracy: 0.7103 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.0790 - d_accuracy: 0.6944Epoch 449: D Accuracy = 0.7132 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1828 - g_loss: 1.0796 - d_accuracy: 0.6951 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1695 - g_loss: 1.0955 - d_accuracy: 0.7007Epoch 450: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1711 - g_loss: 1.0954 - d_accuracy: 0.7001 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1769 - g_loss: 1.0866 - d_accuracy: 0.6947Epoch 451: D Accuracy = 0.7132 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1769 - g_loss: 1.0772 - d_accuracy: 0.6953 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1635 - g_loss: 1.1068 - d_accuracy: 0.7015Epoch 452: D Accuracy = 0.7574 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1633 - g_loss: 1.1052 - d_accuracy: 0.7035 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1735 - g_loss: 1.0949 - d_accuracy: 0.7024Epoch 453: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1763 - g_loss: 1.0963 - d_accuracy: 0.6999 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1734 - g_loss: 1.0862 - d_accuracy: 0.7012Epoch 454: D Accuracy = 0.7132 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1720 - g_loss: 1.0882 - d_accuracy: 0.7016 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1714 - g_loss: 1.0941 - d_accuracy: 0.6981Epoch 455: D Accuracy = 0.6176 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1745 - g_loss: 1.0947 - d_accuracy: 0.6952 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1681 - g_loss: 1.0997 - d_accuracy: 0.7092Epoch 456: D Accuracy = 0.6691 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1691 - g_loss: 1.0968 - d_accuracy: 0.7078 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1831 - g_loss: 1.0890 - d_accuracy: 0.6930Epoch 457: D Accuracy = 0.6324 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1861 - g_loss: 1.0901 - d_accuracy: 0.6908 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1717 - g_loss: 1.0921 - d_accuracy: 0.6963Epoch 458: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1722 - g_loss: 1.0915 - d_accuracy: 0.6959 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1621 - g_loss: 1.1071 - d_accuracy: 0.7045Epoch 459: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1665 - g_loss: 1.1066 - d_accuracy: 0.7030 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1829 - g_loss: 1.0769 - d_accuracy: 0.6948Epoch 460: D Accuracy = 0.6471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1846 - g_loss: 1.0743 - d_accuracy: 0.6931 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1735 - g_loss: 1.0931 - d_accuracy: 0.7000Epoch 461: D Accuracy = 0.6618 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1748 - g_loss: 1.0939 - d_accuracy: 0.6986 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1818 - g_loss: 1.0792 - d_accuracy: 0.6920Epoch 462: D Accuracy = 0.7426 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1783 - g_loss: 1.0800 - d_accuracy: 0.6938 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1571 - g_loss: 1.1074 - d_accuracy: 0.7090Epoch 463: D Accuracy = 0.7279 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1559 - g_loss: 1.1061 - d_accuracy: 0.7096
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1656 - g_loss: 1.1013 - d_accuracy: 0.7066Epoch 464: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1659 - g_loss: 1.0983 - d_accuracy: 0.7063 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1697 - g_loss: 1.1027 - d_accuracy: 0.7020Epoch 465: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1719 - g_loss: 1.1016 - d_accuracy: 0.7008 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1708 - g_loss: 1.0964 - d_accuracy: 0.6991Epoch 466: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1688 - g_loss: 1.1002 - d_accuracy: 0.6999 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1774 - g_loss: 1.0941 - d_accuracy: 0.6974Epoch 467: D Accuracy = 0.6397 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1802 - g_loss: 1.0978 - d_accuracy: 0.6954 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1586 - g_loss: 1.1014 - d_accuracy: 0.7076Epoch 468: D Accuracy = 0.7574 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1566 - g_loss: 1.1028 - d_accuracy: 0.7094 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1760 - g_loss: 1.0980 - d_accuracy: 0.6925Epoch 469: D Accuracy = 0.7132 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1761 - g_loss: 1.0978 - d_accuracy: 0.6932 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1726 - g_loss: 1.0923 - d_accuracy: 0.6996Epoch 470: D Accuracy = 0.7279 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1729 - g_loss: 1.0866 - d_accuracy: 0.7006 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1674 - g_loss: 1.1036 - d_accuracy: 0.7077Epoch 471: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1684 - g_loss: 1.1061 - d_accuracy: 0.7074 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1628 - g_loss: 1.1020 - d_accuracy: 0.7151Epoch 472: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1653 - g_loss: 1.0985 - d_accuracy: 0.7148 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1545 - g_loss: 1.1096 - d_accuracy: 0.7113Epoch 473: D Accuracy = 0.7868 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1510 - g_loss: 1.1095 - d_accuracy: 0.7140 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1636 - g_loss: 1.1125 - d_accuracy: 0.7013Epoch 474: D Accuracy = 0.7426 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1633 - g_loss: 1.1124 - d_accuracy: 0.7027 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1698 - g_loss: 1.1110 - d_accuracy: 0.6954Epoch 475: D Accuracy = 0.6324 27/27 [==============================] - 1s 39ms/step - d_loss: 1.1717 - g_loss: 1.1131 - d_accuracy: 0.6932 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1535 - g_loss: 1.1236 - d_accuracy: 0.7097Epoch 476: D Accuracy = 0.7426 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1527 - g_loss: 1.1194 - d_accuracy: 0.7108 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1603 - g_loss: 1.1067 - d_accuracy: 0.7074Epoch 477: D Accuracy = 0.7647 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1607 - g_loss: 1.0988 - d_accuracy: 0.7095 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1586 - g_loss: 1.1083 - d_accuracy: 0.7091Epoch 478: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1583 - g_loss: 1.1049 - d_accuracy: 0.7100 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1625 - g_loss: 1.1231 - d_accuracy: 0.7020Epoch 479: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1655 - g_loss: 1.1204 - d_accuracy: 0.6995 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1665 - g_loss: 1.1058 - d_accuracy: 0.7012Epoch 480: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1642 - g_loss: 1.1129 - d_accuracy: 0.7030 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1834 - g_loss: 1.0921 - d_accuracy: 0.6879Epoch 481: D Accuracy = 0.6397 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1848 - g_loss: 1.0897 - d_accuracy: 0.6862 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1573 - g_loss: 1.1145 - d_accuracy: 0.7119Epoch 482: D Accuracy = 0.6985 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1600 - g_loss: 1.1143 - d_accuracy: 0.7114 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1518 - g_loss: 1.1118 - d_accuracy: 0.7103Epoch 483: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1523 - g_loss: 1.1109 - d_accuracy: 0.7085 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1462 - g_loss: 1.1254 - d_accuracy: 0.7123Epoch 484: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1456 - g_loss: 1.1274 - d_accuracy: 0.7126 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1534 - g_loss: 1.1304 - d_accuracy: 0.7129Epoch 485: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1542 - g_loss: 1.1390 - d_accuracy: 0.7111 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1631 - g_loss: 1.1040 - d_accuracy: 0.7086Epoch 486: D Accuracy = 0.7647 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1631 - g_loss: 1.0982 - d_accuracy: 0.7106 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1516 - g_loss: 1.1369 - d_accuracy: 0.7091Epoch 487: D Accuracy = 0.7794 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1487 - g_loss: 1.1429 - d_accuracy: 0.7116 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1512 - g_loss: 1.1124 - d_accuracy: 0.7175Epoch 488: D Accuracy = 0.7353 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1503 - g_loss: 1.1106 - d_accuracy: 0.7181 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1559 - g_loss: 1.1112 - d_accuracy: 0.7021Epoch 489: D Accuracy = 0.7500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1550 - g_loss: 1.1051 - d_accuracy: 0.7038 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1581 - g_loss: 1.1279 - d_accuracy: 0.7037Epoch 490: D Accuracy = 0.7059 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1575 - g_loss: 1.1306 - d_accuracy: 0.7037 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1575 - g_loss: 1.1097 - d_accuracy: 0.7117Epoch 491: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1585 - g_loss: 1.1128 - d_accuracy: 0.7107 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1631 - g_loss: 1.1091 - d_accuracy: 0.7018Epoch 492: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1640 - g_loss: 1.1045 - d_accuracy: 0.7014 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1603 - g_loss: 1.1160 - d_accuracy: 0.7033Epoch 493: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1610 - g_loss: 1.1125 - d_accuracy: 0.7023 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1466 - g_loss: 1.1306 - d_accuracy: 0.7112Epoch 494: D Accuracy = 0.5809 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1506 - g_loss: 1.1272 - d_accuracy: 0.7065 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1463 - g_loss: 1.1298 - d_accuracy: 0.7162Epoch 495: D Accuracy = 0.7794 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1435 - g_loss: 1.1319 - d_accuracy: 0.7185
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1535 - g_loss: 1.1222 - d_accuracy: 0.7068Epoch 496: D Accuracy = 0.6544 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1554 - g_loss: 1.1212 - d_accuracy: 0.7049 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1497 - g_loss: 1.1281 - d_accuracy: 0.7041Epoch 497: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1496 - g_loss: 1.1293 - d_accuracy: 0.7042 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1517 - g_loss: 1.1226 - d_accuracy: 0.7137Epoch 498: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1529 - g_loss: 1.1200 - d_accuracy: 0.7129 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1538 - g_loss: 1.1270 - d_accuracy: 0.7103Epoch 499: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1535 - g_loss: 1.1355 - d_accuracy: 0.7099 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1407 - g_loss: 1.1289 - d_accuracy: 0.7228 Class 0 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.7426 27/27 [==============================] - 1s 41ms/step - d_loss: 1.1382 - g_loss: 1.1327 - d_accuracy: 0.7235 Training DCGAN for class 1... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.4802 - g_loss: 0.8571 - d_accuracy: 0.5398WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0167s vs `on_train_batch_end` time: 0.0182s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.2309 - g_loss: 1.1177 - d_accuracy: 0.6914 Epoch 1: Generator loss improved from inf to 1.2485. Saving weights. Epoch 1: D Accuracy = 0.6985 27/27 [==============================] - 2s 35ms/step - d_loss: 1.2304 - g_loss: 1.1223 - d_accuracy: 0.6916 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2536 - g_loss: 1.1807 - d_accuracy: 0.7056 Epoch 2: Generator loss improved from 1.2485 to 0.9366. Saving weights. Epoch 2: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2622 - g_loss: 1.1720 - d_accuracy: 0.7020 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 1.0114 - d_accuracy: 0.6260Epoch 3: D Accuracy = 0.5882 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3407 - g_loss: 1.0101 - d_accuracy: 0.6246 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3551 - g_loss: 0.9554 - d_accuracy: 0.5907 Epoch 4: Generator loss improved from 0.9366 to 0.8695. Saving weights. Epoch 4: D Accuracy = 0.5515 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3575 - g_loss: 0.9523 - d_accuracy: 0.5893 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3966 - g_loss: 0.8969 - d_accuracy: 0.5598 Epoch 5: Generator loss improved from 0.8695 to 0.7807. Saving weights. Epoch 5: D Accuracy = 0.4926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3983 - g_loss: 0.8928 - d_accuracy: 0.5574 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3987 - g_loss: 0.8826 - d_accuracy: 0.5510Epoch 6: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3969 - g_loss: 0.8839 - d_accuracy: 0.5528 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4042 - g_loss: 0.8516 - d_accuracy: 0.5335Epoch 7: D Accuracy = 0.5147 27/27 [==============================] - 1s 36ms/step - d_loss: 1.4042 - g_loss: 0.8499 - d_accuracy: 0.5329 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3862 - g_loss: 0.8426 - d_accuracy: 0.5440Epoch 8: D Accuracy = 0.5000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3865 - g_loss: 0.8423 - d_accuracy: 0.5424 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3750 - g_loss: 0.8445 - d_accuracy: 0.5570Epoch 9: D Accuracy = 0.5735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3747 - g_loss: 0.8433 - d_accuracy: 0.5576 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3761 - g_loss: 0.8426 - d_accuracy: 0.5371Epoch 10: D Accuracy = 0.5809 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3752 - g_loss: 0.8450 - d_accuracy: 0.5387 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3655 - g_loss: 0.8393 - d_accuracy: 0.5483Epoch 11: D Accuracy = 0.5294 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3654 - g_loss: 0.8387 - d_accuracy: 0.5476 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3632 - g_loss: 0.8405 - d_accuracy: 0.5573Epoch 12: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3625 - g_loss: 0.8417 - d_accuracy: 0.5597 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3563 - g_loss: 0.8426 - d_accuracy: 0.5691Epoch 13: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3554 - g_loss: 0.8433 - d_accuracy: 0.5703 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3547 - g_loss: 0.8446 - d_accuracy: 0.5613Epoch 14: D Accuracy = 0.5809 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3533 - g_loss: 0.8449 - d_accuracy: 0.5620 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3550 - g_loss: 0.8420 - d_accuracy: 0.5645Epoch 15: D Accuracy = 0.6471 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3537 - g_loss: 0.8419 - d_accuracy: 0.5674 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3482 - g_loss: 0.8486 - d_accuracy: 0.5690Epoch 16: D Accuracy = 0.5662 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3478 - g_loss: 0.8502 - d_accuracy: 0.5689 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3441 - g_loss: 0.8503 - d_accuracy: 0.5682Epoch 17: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3450 - g_loss: 0.8487 - d_accuracy: 0.5692 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8637 - d_accuracy: 0.5842Epoch 18: D Accuracy = 0.5662 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3329 - g_loss: 0.8646 - d_accuracy: 0.5835 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8616 - d_accuracy: 0.5853Epoch 19: D Accuracy = 0.5147 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3309 - g_loss: 0.8604 - d_accuracy: 0.5828 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3205 - g_loss: 0.8688 - d_accuracy: 0.5924Epoch 20: D Accuracy = 0.5882 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3206 - g_loss: 0.8693 - d_accuracy: 0.5922 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.8784 - d_accuracy: 0.6031Epoch 21: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3123 - g_loss: 0.8781 - d_accuracy: 0.6031 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.8864 - d_accuracy: 0.6066Epoch 22: D Accuracy = 0.5809 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3106 - g_loss: 0.8848 - d_accuracy: 0.6057 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2977 - g_loss: 0.8951 - d_accuracy: 0.6182Epoch 23: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2975 - g_loss: 0.8946 - d_accuracy: 0.6182 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2869 - g_loss: 0.9095 - d_accuracy: 0.6197Epoch 24: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2858 - g_loss: 0.9087 - d_accuracy: 0.6210 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2732 - g_loss: 0.9278 - d_accuracy: 0.6465Epoch 25: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2712 - g_loss: 0.9295 - d_accuracy: 0.6484 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2615 - g_loss: 0.9388 - d_accuracy: 0.6507Epoch 26: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2614 - g_loss: 0.9391 - d_accuracy: 0.6508 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 0.9606 - d_accuracy: 0.6664Epoch 27: D Accuracy = 0.6985 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2395 - g_loss: 0.9625 - d_accuracy: 0.6675 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2382 - g_loss: 0.9703 - d_accuracy: 0.6732Epoch 28: D Accuracy = 0.6176 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2398 - g_loss: 0.9675 - d_accuracy: 0.6712 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2276 - g_loss: 0.9851 - d_accuracy: 0.6742Epoch 29: D Accuracy = 0.6985 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2270 - g_loss: 0.9842 - d_accuracy: 0.6750 Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2256 - g_loss: 0.9979 - d_accuracy: 0.6798Epoch 30: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2243 - g_loss: 0.9978 - d_accuracy: 0.6807 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2181 - g_loss: 1.0052 - d_accuracy: 0.6852Epoch 31: D Accuracy = 0.7279 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2180 - g_loss: 1.0048 - d_accuracy: 0.6868 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2202 - g_loss: 1.0078 - d_accuracy: 0.6806Epoch 32: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2219 - g_loss: 1.0068 - d_accuracy: 0.6794 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.0101 - d_accuracy: 0.6851Epoch 33: D Accuracy = 0.7353 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2199 - g_loss: 1.0067 - d_accuracy: 0.6869 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2025 - g_loss: 1.0423 - d_accuracy: 0.6882Epoch 34: D Accuracy = 0.6985 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2004 - g_loss: 1.0487 - d_accuracy: 0.6886 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2116 - g_loss: 1.0255 - d_accuracy: 0.6824Epoch 35: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2124 - g_loss: 1.0229 - d_accuracy: 0.6825 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2017 - g_loss: 1.0459 - d_accuracy: 0.6878Epoch 36: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2012 - g_loss: 1.0507 - d_accuracy: 0.6877 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2070 - g_loss: 1.0352 - d_accuracy: 0.6874Epoch 37: D Accuracy = 0.7426 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2059 - g_loss: 1.0334 - d_accuracy: 0.6893 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2043 - g_loss: 1.0549 - d_accuracy: 0.6872Epoch 38: D Accuracy = 0.8015 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2011 - g_loss: 1.0563 - d_accuracy: 0.6913 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1962 - g_loss: 1.0569 - d_accuracy: 0.6912Epoch 39: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1962 - g_loss: 1.0513 - d_accuracy: 0.6915 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2066 - g_loss: 1.0510 - d_accuracy: 0.6844Epoch 40: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2074 - g_loss: 1.0489 - d_accuracy: 0.6836 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2113 - g_loss: 1.0555 - d_accuracy: 0.6804Epoch 41: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2102 - g_loss: 1.0558 - d_accuracy: 0.6824 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.0620 - d_accuracy: 0.6840Epoch 42: D Accuracy = 0.5735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2104 - g_loss: 1.0649 - d_accuracy: 0.6801 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2131 - g_loss: 1.0564 - d_accuracy: 0.6793Epoch 43: D Accuracy = 0.7132 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2109 - g_loss: 1.0586 - d_accuracy: 0.6805 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2300 - g_loss: 1.0361 - d_accuracy: 0.6595Epoch 44: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2296 - g_loss: 1.0370 - d_accuracy: 0.6598 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2357 - g_loss: 1.0346 - d_accuracy: 0.6668Epoch 45: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2387 - g_loss: 1.0346 - d_accuracy: 0.6651 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2447 - g_loss: 1.0185 - d_accuracy: 0.6583Epoch 46: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2456 - g_loss: 1.0168 - d_accuracy: 0.6587 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2323 - g_loss: 1.0269 - d_accuracy: 0.6705Epoch 47: D Accuracy = 0.7868 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2281 - g_loss: 1.0263 - d_accuracy: 0.6746 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 1.0225 - d_accuracy: 0.6468Epoch 48: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2653 - g_loss: 1.0241 - d_accuracy: 0.6452 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2505 - g_loss: 1.0157 - d_accuracy: 0.6478Epoch 49: D Accuracy = 0.6397 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2483 - g_loss: 1.0229 - d_accuracy: 0.6475 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2485 - g_loss: 1.0026 - d_accuracy: 0.6557Epoch 50: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2483 - g_loss: 0.9996 - d_accuracy: 0.6557 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2610 - g_loss: 1.0052 - d_accuracy: 0.6471Epoch 51: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2621 - g_loss: 1.0031 - d_accuracy: 0.6468 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2507 - g_loss: 1.0069 - d_accuracy: 0.6517Epoch 52: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2505 - g_loss: 1.0051 - d_accuracy: 0.6523 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2674 - g_loss: 0.9948 - d_accuracy: 0.6444Epoch 53: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2666 - g_loss: 0.9902 - d_accuracy: 0.6453 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2585 - g_loss: 1.0076 - d_accuracy: 0.6455Epoch 54: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2575 - g_loss: 1.0107 - d_accuracy: 0.6458 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2768 - g_loss: 0.9818 - d_accuracy: 0.6342Epoch 55: D Accuracy = 0.6985 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2757 - g_loss: 0.9823 - d_accuracy: 0.6365 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9770 - d_accuracy: 0.6344Epoch 56: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2757 - g_loss: 0.9752 - d_accuracy: 0.6359 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2799 - g_loss: 0.9884 - d_accuracy: 0.6288Epoch 57: D Accuracy = 0.5515 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2819 - g_loss: 0.9910 - d_accuracy: 0.6260 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2720 - g_loss: 0.9849 - d_accuracy: 0.6400Epoch 58: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2719 - g_loss: 0.9882 - d_accuracy: 0.6395 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2842 - g_loss: 0.9757 - d_accuracy: 0.6257Epoch 59: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2838 - g_loss: 0.9709 - d_accuracy: 0.6259 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2776 - g_loss: 0.9802 - d_accuracy: 0.6288Epoch 60: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2787 - g_loss: 0.9803 - d_accuracy: 0.6279 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9746 - d_accuracy: 0.6318Epoch 61: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2772 - g_loss: 0.9747 - d_accuracy: 0.6337 Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9644 - d_accuracy: 0.6097Epoch 62: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2988 - g_loss: 0.9670 - d_accuracy: 0.6097 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2929 - g_loss: 0.9555 - d_accuracy: 0.6165Epoch 63: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2928 - g_loss: 0.9557 - d_accuracy: 0.6160 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2979 - g_loss: 0.9540 - d_accuracy: 0.6157Epoch 64: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2978 - g_loss: 0.9548 - d_accuracy: 0.6149 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2911 - g_loss: 0.9528 - d_accuracy: 0.6255Epoch 65: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2917 - g_loss: 0.9520 - d_accuracy: 0.6249 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9501 - d_accuracy: 0.6152Epoch 66: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2926 - g_loss: 0.9477 - d_accuracy: 0.6176 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9562 - d_accuracy: 0.6168Epoch 67: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2951 - g_loss: 0.9559 - d_accuracy: 0.6184 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2915 - g_loss: 0.9505 - d_accuracy: 0.6275Epoch 68: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2929 - g_loss: 0.9469 - d_accuracy: 0.6261 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2993 - g_loss: 0.9518 - d_accuracy: 0.6149Epoch 69: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2982 - g_loss: 0.9538 - d_accuracy: 0.6152 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3012 - g_loss: 0.9466 - d_accuracy: 0.6172Epoch 70: D Accuracy = 0.5588 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3024 - g_loss: 0.9496 - d_accuracy: 0.6151 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3087 - g_loss: 0.9346 - d_accuracy: 0.6166Epoch 71: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3071 - g_loss: 0.9347 - d_accuracy: 0.6172 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2900 - g_loss: 0.9503 - d_accuracy: 0.6219Epoch 72: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2885 - g_loss: 0.9501 - d_accuracy: 0.6226 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3094 - g_loss: 0.9322 - d_accuracy: 0.6071Epoch 73: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3105 - g_loss: 0.9294 - d_accuracy: 0.6065 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.9366 - d_accuracy: 0.6072Epoch 74: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3079 - g_loss: 0.9384 - d_accuracy: 0.6076 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2924 - g_loss: 0.9477 - d_accuracy: 0.6232Epoch 75: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2953 - g_loss: 0.9463 - d_accuracy: 0.6222 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.9348 - d_accuracy: 0.6103Epoch 76: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3059 - g_loss: 0.9354 - d_accuracy: 0.6098 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3055 - g_loss: 0.9301 - d_accuracy: 0.6081Epoch 77: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3048 - g_loss: 0.9308 - d_accuracy: 0.6082 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9340 - d_accuracy: 0.6075Epoch 78: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2984 - g_loss: 0.9341 - d_accuracy: 0.6079 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3132 - g_loss: 0.9267 - d_accuracy: 0.6007Epoch 79: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3121 - g_loss: 0.9281 - d_accuracy: 0.6008 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9267 - d_accuracy: 0.6001Epoch 80: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3107 - g_loss: 0.9264 - d_accuracy: 0.6008 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3048 - g_loss: 0.9361 - d_accuracy: 0.6099Epoch 81: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3056 - g_loss: 0.9365 - d_accuracy: 0.6094 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.9284 - d_accuracy: 0.6072Epoch 82: D Accuracy = 0.5809 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3096 - g_loss: 0.9240 - d_accuracy: 0.6062 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9330 - d_accuracy: 0.6008Epoch 83: D Accuracy = 0.5662 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3071 - g_loss: 0.9377 - d_accuracy: 0.5996 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3064 - g_loss: 0.9243 - d_accuracy: 0.6063Epoch 84: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3050 - g_loss: 0.9235 - d_accuracy: 0.6091 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.9283 - d_accuracy: 0.6047Epoch 85: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3076 - g_loss: 0.9306 - d_accuracy: 0.6062 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9239 - d_accuracy: 0.6138Epoch 86: D Accuracy = 0.5882 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3035 - g_loss: 0.9218 - d_accuracy: 0.6129 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.9257 - d_accuracy: 0.6027Epoch 87: D Accuracy = 0.5662 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3078 - g_loss: 0.9252 - d_accuracy: 0.6014 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2981 - g_loss: 0.9278 - d_accuracy: 0.6162Epoch 88: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3000 - g_loss: 0.9248 - d_accuracy: 0.6160 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9286 - d_accuracy: 0.6036Epoch 89: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3015 - g_loss: 0.9265 - d_accuracy: 0.6060 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9280 - d_accuracy: 0.6065Epoch 90: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3051 - g_loss: 0.9244 - d_accuracy: 0.6069 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.9257 - d_accuracy: 0.6000Epoch 91: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3149 - g_loss: 0.9253 - d_accuracy: 0.6006 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3082 - g_loss: 0.9256 - d_accuracy: 0.5992Epoch 92: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3089 - g_loss: 0.9280 - d_accuracy: 0.5988 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9301 - d_accuracy: 0.6058Epoch 93: D Accuracy = 0.5956 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2998 - g_loss: 0.9290 - d_accuracy: 0.6055 Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9297 - d_accuracy: 0.6102Epoch 94: D Accuracy = 0.5662 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3036 - g_loss: 0.9299 - d_accuracy: 0.6087 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3089 - g_loss: 0.9209 - d_accuracy: 0.5995Epoch 95: D Accuracy = 0.5662 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3083 - g_loss: 0.9221 - d_accuracy: 0.5983 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3047 - g_loss: 0.9295 - d_accuracy: 0.6033Epoch 96: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3014 - g_loss: 0.9329 - d_accuracy: 0.6057 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3042 - g_loss: 0.9260 - d_accuracy: 0.6067Epoch 97: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3055 - g_loss: 0.9245 - d_accuracy: 0.6065 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.9217 - d_accuracy: 0.5973Epoch 98: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3099 - g_loss: 0.9245 - d_accuracy: 0.5986 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3162 - g_loss: 0.9161 - d_accuracy: 0.5989Epoch 99: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3151 - g_loss: 0.9187 - d_accuracy: 0.6014 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3076 - g_loss: 0.9210 - d_accuracy: 0.6075 Class 1 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.5147 27/27 [==============================] - 1s 43ms/step - d_loss: 1.3113 - g_loss: 0.9190 - d_accuracy: 0.6041 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 0.9249 - d_accuracy: 0.6017Epoch 101: D Accuracy = 0.6103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3059 - g_loss: 0.9280 - d_accuracy: 0.6020 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3094 - g_loss: 0.9205 - d_accuracy: 0.5957Epoch 102: D Accuracy = 0.5515 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3094 - g_loss: 0.9200 - d_accuracy: 0.5941 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.9166 - d_accuracy: 0.5933Epoch 103: D Accuracy = 0.5735 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3174 - g_loss: 0.9167 - d_accuracy: 0.5926 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3120 - g_loss: 0.9198 - d_accuracy: 0.6041Epoch 104: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3127 - g_loss: 0.9190 - d_accuracy: 0.6038 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3037 - g_loss: 0.9209 - d_accuracy: 0.6050Epoch 105: D Accuracy = 0.5662 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3039 - g_loss: 0.9205 - d_accuracy: 0.6036 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2918 - g_loss: 0.9365 - d_accuracy: 0.6146Epoch 106: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2923 - g_loss: 0.9377 - d_accuracy: 0.6142 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3117 - g_loss: 0.9171 - d_accuracy: 0.6033Epoch 107: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3116 - g_loss: 0.9171 - d_accuracy: 0.6033 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9228 - d_accuracy: 0.5987Epoch 108: D Accuracy = 0.5515 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3118 - g_loss: 0.9251 - d_accuracy: 0.5970 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9316 - d_accuracy: 0.6169Epoch 109: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2957 - g_loss: 0.9330 - d_accuracy: 0.6172 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9224 - d_accuracy: 0.6027Epoch 110: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3039 - g_loss: 0.9225 - d_accuracy: 0.6045 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9208 - d_accuracy: 0.6009Epoch 111: D Accuracy = 0.5441 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3129 - g_loss: 0.9200 - d_accuracy: 0.5989 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9292 - d_accuracy: 0.5959Epoch 112: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3053 - g_loss: 0.9342 - d_accuracy: 0.5972 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3118 - g_loss: 0.9145 - d_accuracy: 0.5995Epoch 113: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3113 - g_loss: 0.9141 - d_accuracy: 0.6012 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9203 - d_accuracy: 0.6065Epoch 114: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3100 - g_loss: 0.9205 - d_accuracy: 0.6088 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9246 - d_accuracy: 0.6031Epoch 115: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3014 - g_loss: 0.9282 - d_accuracy: 0.6042 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2984 - g_loss: 0.9282 - d_accuracy: 0.6087Epoch 116: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2974 - g_loss: 0.9286 - d_accuracy: 0.6106 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3133 - g_loss: 0.9143 - d_accuracy: 0.5978Epoch 117: D Accuracy = 0.5662 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3125 - g_loss: 0.9138 - d_accuracy: 0.5967 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9143 - d_accuracy: 0.5988Epoch 118: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3107 - g_loss: 0.9135 - d_accuracy: 0.5997 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.9216 - d_accuracy: 0.5983Epoch 119: D Accuracy = 0.5441 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3103 - g_loss: 0.9224 - d_accuracy: 0.5963 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2969 - g_loss: 0.9307 - d_accuracy: 0.6117Epoch 120: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2946 - g_loss: 0.9318 - d_accuracy: 0.6138 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.9145 - d_accuracy: 0.6003Epoch 121: D Accuracy = 0.4926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.9139 - d_accuracy: 0.5964 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.9121 - d_accuracy: 0.5935Epoch 122: D Accuracy = 0.5294 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.9091 - d_accuracy: 0.5912 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.9183 - d_accuracy: 0.6028Epoch 123: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3062 - g_loss: 0.9193 - d_accuracy: 0.6044 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.9161 - d_accuracy: 0.6007Epoch 124: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3082 - g_loss: 0.9151 - d_accuracy: 0.6011 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.9163 - d_accuracy: 0.6027Epoch 125: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3080 - g_loss: 0.9178 - d_accuracy: 0.6038 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2992 - g_loss: 0.9243 - d_accuracy: 0.6073Epoch 126: D Accuracy = 0.5809 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3000 - g_loss: 0.9221 - d_accuracy: 0.6064 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3088 - g_loss: 0.9181 - d_accuracy: 0.6012Epoch 127: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3095 - g_loss: 0.9183 - d_accuracy: 0.6012 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2992 - g_loss: 0.9260 - d_accuracy: 0.6069Epoch 128: D Accuracy = 0.5735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3003 - g_loss: 0.9262 - d_accuracy: 0.6057 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3040 - g_loss: 0.9254 - d_accuracy: 0.6077Epoch 129: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3051 - g_loss: 0.9237 - d_accuracy: 0.6075 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3032 - g_loss: 0.9231 - d_accuracy: 0.6065Epoch 130: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3045 - g_loss: 0.9236 - d_accuracy: 0.6064 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9240 - d_accuracy: 0.6068Epoch 131: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2992 - g_loss: 0.9241 - d_accuracy: 0.6064 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2929 - g_loss: 0.9324 - d_accuracy: 0.6220Epoch 132: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2922 - g_loss: 0.9351 - d_accuracy: 0.6221 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3007 - g_loss: 0.9242 - d_accuracy: 0.6017Epoch 133: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3010 - g_loss: 0.9234 - d_accuracy: 0.6020 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2954 - g_loss: 0.9286 - d_accuracy: 0.6118Epoch 134: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2960 - g_loss: 0.9290 - d_accuracy: 0.6112 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 0.9142 - d_accuracy: 0.6051Epoch 135: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3061 - g_loss: 0.9135 - d_accuracy: 0.6045 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9253 - d_accuracy: 0.6026Epoch 136: D Accuracy = 0.5515 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3063 - g_loss: 0.9229 - d_accuracy: 0.6008 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2923 - g_loss: 0.9274 - d_accuracy: 0.6156Epoch 137: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2923 - g_loss: 0.9251 - d_accuracy: 0.6162 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2900 - g_loss: 0.9391 - d_accuracy: 0.6160Epoch 138: D Accuracy = 0.6397 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2888 - g_loss: 0.9396 - d_accuracy: 0.6168 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3064 - g_loss: 0.9204 - d_accuracy: 0.6076 Epoch 139: Generator loss improved from 0.7807 to 0.7630. Saving weights. Epoch 139: D Accuracy = 0.6397 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3073 - g_loss: 0.9148 - d_accuracy: 0.6088 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.9159 - d_accuracy: 0.5974Epoch 140: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3145 - g_loss: 0.9138 - d_accuracy: 0.5974 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2872 - g_loss: 0.9369 - d_accuracy: 0.6197Epoch 141: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2850 - g_loss: 0.9383 - d_accuracy: 0.6215 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3125 - g_loss: 0.9168 - d_accuracy: 0.5974Epoch 142: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3117 - g_loss: 0.9154 - d_accuracy: 0.5984 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3037 - g_loss: 0.9201 - d_accuracy: 0.6094Epoch 143: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3033 - g_loss: 0.9196 - d_accuracy: 0.6115 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3143 - g_loss: 0.9112 - d_accuracy: 0.6008Epoch 144: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3146 - g_loss: 0.9109 - d_accuracy: 0.6019 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9179 - d_accuracy: 0.6026Epoch 145: D Accuracy = 0.5441 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3090 - g_loss: 0.9159 - d_accuracy: 0.6005 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2924 - g_loss: 0.9279 - d_accuracy: 0.6129Epoch 146: D Accuracy = 0.5809 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2948 - g_loss: 0.9256 - d_accuracy: 0.6118 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9218 - d_accuracy: 0.6137Epoch 147: D Accuracy = 0.6103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3015 - g_loss: 0.9193 - d_accuracy: 0.6136 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2962 - g_loss: 0.9293 - d_accuracy: 0.6058Epoch 148: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2947 - g_loss: 0.9308 - d_accuracy: 0.6078 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9238 - d_accuracy: 0.6079Epoch 149: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2997 - g_loss: 0.9225 - d_accuracy: 0.6088 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2962 - g_loss: 0.9262 - d_accuracy: 0.6133Epoch 150: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2967 - g_loss: 0.9242 - d_accuracy: 0.6137 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9354 - d_accuracy: 0.6169Epoch 151: D Accuracy = 0.5735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2928 - g_loss: 0.9338 - d_accuracy: 0.6153 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9223 - d_accuracy: 0.6074Epoch 152: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2992 - g_loss: 0.9259 - d_accuracy: 0.6101 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3021 - g_loss: 0.9187 - d_accuracy: 0.6085Epoch 153: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3021 - g_loss: 0.9165 - d_accuracy: 0.6091 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3041 - g_loss: 0.9228 - d_accuracy: 0.6011Epoch 154: D Accuracy = 0.6397 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3027 - g_loss: 0.9237 - d_accuracy: 0.6025 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2993 - g_loss: 0.9288 - d_accuracy: 0.6053Epoch 155: D Accuracy = 0.5662 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3011 - g_loss: 0.9293 - d_accuracy: 0.6039 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2989 - g_loss: 0.9237 - d_accuracy: 0.6073Epoch 156: D Accuracy = 0.5368 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3010 - g_loss: 0.9195 - d_accuracy: 0.6047 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2987 - g_loss: 0.9263 - d_accuracy: 0.6093Epoch 157: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2984 - g_loss: 0.9290 - d_accuracy: 0.6088 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2992 - g_loss: 0.9211 - d_accuracy: 0.6100Epoch 158: D Accuracy = 0.5588 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3020 - g_loss: 0.9181 - d_accuracy: 0.6081 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9271 - d_accuracy: 0.6107Epoch 159: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3014 - g_loss: 0.9280 - d_accuracy: 0.6105 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9264 - d_accuracy: 0.6052Epoch 160: D Accuracy = 0.5662 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3022 - g_loss: 0.9250 - d_accuracy: 0.6038 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3037 - g_loss: 0.9240 - d_accuracy: 0.6075Epoch 161: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3044 - g_loss: 0.9228 - d_accuracy: 0.6081 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.9248 - d_accuracy: 0.6058Epoch 162: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3027 - g_loss: 0.9266 - d_accuracy: 0.6062 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2916 - g_loss: 0.9305 - d_accuracy: 0.6141Epoch 163: D Accuracy = 0.5956 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2928 - g_loss: 0.9264 - d_accuracy: 0.6134
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9321 - d_accuracy: 0.6183Epoch 164: D Accuracy = 0.6397 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2885 - g_loss: 0.9323 - d_accuracy: 0.6191 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9241 - d_accuracy: 0.6073Epoch 165: D Accuracy = 0.5809 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3008 - g_loss: 0.9215 - d_accuracy: 0.6064 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2978 - g_loss: 0.9285 - d_accuracy: 0.6144Epoch 166: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2965 - g_loss: 0.9319 - d_accuracy: 0.6148 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2943 - g_loss: 0.9305 - d_accuracy: 0.6159Epoch 167: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2944 - g_loss: 0.9271 - d_accuracy: 0.6162 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9308 - d_accuracy: 0.6092Epoch 168: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2953 - g_loss: 0.9360 - d_accuracy: 0.6098 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2870 - g_loss: 0.9323 - d_accuracy: 0.6215Epoch 169: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2869 - g_loss: 0.9313 - d_accuracy: 0.6217 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3030 - g_loss: 0.9241 - d_accuracy: 0.5997Epoch 170: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3009 - g_loss: 0.9260 - d_accuracy: 0.6006 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2966 - g_loss: 0.9257 - d_accuracy: 0.6129Epoch 171: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2977 - g_loss: 0.9223 - d_accuracy: 0.6125 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9365 - d_accuracy: 0.6167Epoch 172: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2897 - g_loss: 0.9357 - d_accuracy: 0.6162 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9326 - d_accuracy: 0.6160Epoch 173: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2923 - g_loss: 0.9331 - d_accuracy: 0.6164 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9207 - d_accuracy: 0.6043Epoch 174: D Accuracy = 0.5809 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3033 - g_loss: 0.9205 - d_accuracy: 0.6034 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2942 - g_loss: 0.9322 - d_accuracy: 0.6142 Epoch 175: Generator loss improved from 0.7630 to 0.7544. Saving weights. Epoch 175: D Accuracy = 0.5368 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2973 - g_loss: 0.9258 - d_accuracy: 0.6114 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2909 - g_loss: 0.9328 - d_accuracy: 0.6157Epoch 176: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2885 - g_loss: 0.9367 - d_accuracy: 0.6182 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9313 - d_accuracy: 0.6160Epoch 177: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2892 - g_loss: 0.9332 - d_accuracy: 0.6168 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2940 - g_loss: 0.9311 - d_accuracy: 0.6123Epoch 178: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2944 - g_loss: 0.9292 - d_accuracy: 0.6122 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2933 - g_loss: 0.9326 - d_accuracy: 0.6122Epoch 179: D Accuracy = 0.6397 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2932 - g_loss: 0.9289 - d_accuracy: 0.6132 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9322 - d_accuracy: 0.6159Epoch 180: D Accuracy = 0.6103 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2942 - g_loss: 0.9337 - d_accuracy: 0.6157 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9340 - d_accuracy: 0.6185Epoch 181: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2873 - g_loss: 0.9340 - d_accuracy: 0.6185 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2969 - g_loss: 0.9330 - d_accuracy: 0.6102Epoch 182: D Accuracy = 0.5882 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2975 - g_loss: 0.9360 - d_accuracy: 0.6094 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2966 - g_loss: 0.9252 - d_accuracy: 0.6133Epoch 183: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2976 - g_loss: 0.9200 - d_accuracy: 0.6132 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2946 - g_loss: 0.9347 - d_accuracy: 0.6127Epoch 184: D Accuracy = 0.5809 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2955 - g_loss: 0.9335 - d_accuracy: 0.6115 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2940 - g_loss: 0.9296 - d_accuracy: 0.6150Epoch 185: D Accuracy = 0.6471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2918 - g_loss: 0.9306 - d_accuracy: 0.6161 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2925 - g_loss: 0.9318 - d_accuracy: 0.6081Epoch 186: D Accuracy = 0.5662 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2939 - g_loss: 0.9305 - d_accuracy: 0.6066 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2851 - g_loss: 0.9385 - d_accuracy: 0.6228Epoch 187: D Accuracy = 0.5809 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2872 - g_loss: 0.9399 - d_accuracy: 0.6213 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2873 - g_loss: 0.9379 - d_accuracy: 0.6184Epoch 188: D Accuracy = 0.6544 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2861 - g_loss: 0.9390 - d_accuracy: 0.6197 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9367 - d_accuracy: 0.6139Epoch 189: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2898 - g_loss: 0.9398 - d_accuracy: 0.6159 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 0.9418 - d_accuracy: 0.6229Epoch 190: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2740 - g_loss: 0.9445 - d_accuracy: 0.6238 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2931 - g_loss: 0.9275 - d_accuracy: 0.6144Epoch 191: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2912 - g_loss: 0.9267 - d_accuracy: 0.6160 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 0.9359 - d_accuracy: 0.6175Epoch 192: D Accuracy = 0.5735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2855 - g_loss: 0.9366 - d_accuracy: 0.6159 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2854 - g_loss: 0.9376 - d_accuracy: 0.6210Epoch 193: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2846 - g_loss: 0.9375 - d_accuracy: 0.6204 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2955 - g_loss: 0.9349 - d_accuracy: 0.6144Epoch 194: D Accuracy = 0.6471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2946 - g_loss: 0.9375 - d_accuracy: 0.6156 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2830 - g_loss: 0.9355 - d_accuracy: 0.6244Epoch 195: D Accuracy = 0.6397 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2816 - g_loss: 0.9370 - d_accuracy: 0.6249
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2749 - g_loss: 0.9452 - d_accuracy: 0.6295Epoch 196: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2739 - g_loss: 0.9415 - d_accuracy: 0.6312 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9312 - d_accuracy: 0.6109Epoch 197: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2968 - g_loss: 0.9299 - d_accuracy: 0.6106 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2860 - g_loss: 0.9406 - d_accuracy: 0.6203Epoch 198: D Accuracy = 0.5515 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2869 - g_loss: 0.9443 - d_accuracy: 0.6178 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 0.9463 - d_accuracy: 0.6325Epoch 199: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2687 - g_loss: 0.9506 - d_accuracy: 0.6325 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2961 - g_loss: 0.9329 - d_accuracy: 0.6177 Class 1 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.5956 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2963 - g_loss: 0.9307 - d_accuracy: 0.6169 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2870 - g_loss: 0.9404 - d_accuracy: 0.6147Epoch 201: D Accuracy = 0.5882 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2880 - g_loss: 0.9433 - d_accuracy: 0.6137 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2881 - g_loss: 0.9382 - d_accuracy: 0.6138Epoch 202: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2873 - g_loss: 0.9385 - d_accuracy: 0.6152 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9348 - d_accuracy: 0.6140Epoch 203: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2859 - g_loss: 0.9334 - d_accuracy: 0.6165 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9498 - d_accuracy: 0.6325Epoch 204: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2705 - g_loss: 0.9486 - d_accuracy: 0.6325 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2910 - g_loss: 0.9428 - d_accuracy: 0.6139Epoch 205: D Accuracy = 0.5662 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2928 - g_loss: 0.9411 - d_accuracy: 0.6121 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2760 - g_loss: 0.9432 - d_accuracy: 0.6295Epoch 206: D Accuracy = 0.5147 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2800 - g_loss: 0.9415 - d_accuracy: 0.6254 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9403 - d_accuracy: 0.6231Epoch 207: D Accuracy = 0.5662 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2857 - g_loss: 0.9404 - d_accuracy: 0.6211 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2814 - g_loss: 0.9450 - d_accuracy: 0.6197Epoch 208: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2823 - g_loss: 0.9491 - d_accuracy: 0.6193 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2899 - g_loss: 0.9327 - d_accuracy: 0.6201Epoch 209: D Accuracy = 0.5588 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2921 - g_loss: 0.9297 - d_accuracy: 0.6179 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2804 - g_loss: 0.9446 - d_accuracy: 0.6300Epoch 210: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2803 - g_loss: 0.9494 - d_accuracy: 0.6285 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2750 - g_loss: 0.9459 - d_accuracy: 0.6283Epoch 211: D Accuracy = 0.6985 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2726 - g_loss: 0.9488 - d_accuracy: 0.6308 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2742 - g_loss: 0.9484 - d_accuracy: 0.6256Epoch 212: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2741 - g_loss: 0.9450 - d_accuracy: 0.6256 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9420 - d_accuracy: 0.6342Epoch 213: D Accuracy = 0.6471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2799 - g_loss: 0.9400 - d_accuracy: 0.6347 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9545 - d_accuracy: 0.6186Epoch 214: D Accuracy = 0.5735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2747 - g_loss: 0.9573 - d_accuracy: 0.6170 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9499 - d_accuracy: 0.6283Epoch 215: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2750 - g_loss: 0.9472 - d_accuracy: 0.6289 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2816 - g_loss: 0.9451 - d_accuracy: 0.6194Epoch 216: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2817 - g_loss: 0.9467 - d_accuracy: 0.6186 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9425 - d_accuracy: 0.6219Epoch 217: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2783 - g_loss: 0.9413 - d_accuracy: 0.6214 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9494 - d_accuracy: 0.6174Epoch 218: D Accuracy = 0.5294 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2818 - g_loss: 0.9483 - d_accuracy: 0.6143 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9500 - d_accuracy: 0.6183Epoch 219: D Accuracy = 0.7279 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2788 - g_loss: 0.9541 - d_accuracy: 0.6222 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2808 - g_loss: 0.9404 - d_accuracy: 0.6229Epoch 220: D Accuracy = 0.7059 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2794 - g_loss: 0.9406 - d_accuracy: 0.6259 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2853 - g_loss: 0.9374 - d_accuracy: 0.6157Epoch 221: D Accuracy = 0.7059 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2832 - g_loss: 0.9362 - d_accuracy: 0.6189 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 0.9519 - d_accuracy: 0.6261Epoch 222: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2746 - g_loss: 0.9538 - d_accuracy: 0.6269 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2750 - g_loss: 0.9458 - d_accuracy: 0.6312Epoch 223: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2729 - g_loss: 0.9452 - d_accuracy: 0.6334 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9461 - d_accuracy: 0.6177Epoch 224: D Accuracy = 0.5809 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2892 - g_loss: 0.9482 - d_accuracy: 0.6164 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9560 - d_accuracy: 0.6315Epoch 225: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2707 - g_loss: 0.9550 - d_accuracy: 0.6331 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9470 - d_accuracy: 0.6255Epoch 226: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2747 - g_loss: 0.9477 - d_accuracy: 0.6270 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2834 - g_loss: 0.9447 - d_accuracy: 0.6236Epoch 227: D Accuracy = 0.6471 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2835 - g_loss: 0.9424 - d_accuracy: 0.6245 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2647 - g_loss: 0.9605 - d_accuracy: 0.6336Epoch 228: D Accuracy = 0.5515 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2663 - g_loss: 0.9635 - d_accuracy: 0.6306 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9455 - d_accuracy: 0.6237Epoch 229: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2730 - g_loss: 0.9432 - d_accuracy: 0.6259 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9476 - d_accuracy: 0.6274Epoch 230: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2828 - g_loss: 0.9460 - d_accuracy: 0.6260 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2706 - g_loss: 0.9532 - d_accuracy: 0.6341Epoch 231: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2696 - g_loss: 0.9543 - d_accuracy: 0.6340 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2723 - g_loss: 0.9484 - d_accuracy: 0.6258Epoch 232: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2732 - g_loss: 0.9482 - d_accuracy: 0.6252 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2730 - g_loss: 0.9540 - d_accuracy: 0.6313Epoch 233: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2722 - g_loss: 0.9525 - d_accuracy: 0.6321 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2596 - g_loss: 0.9638 - d_accuracy: 0.6377Epoch 234: D Accuracy = 0.5809 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2623 - g_loss: 0.9640 - d_accuracy: 0.6357 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2782 - g_loss: 0.9560 - d_accuracy: 0.6216Epoch 235: D Accuracy = 0.6691 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2770 - g_loss: 0.9543 - d_accuracy: 0.6233 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 0.9575 - d_accuracy: 0.6359Epoch 236: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2757 - g_loss: 0.9616 - d_accuracy: 0.6352 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9419 - d_accuracy: 0.6291Epoch 237: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2782 - g_loss: 0.9408 - d_accuracy: 0.6300 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9628 - d_accuracy: 0.6384Epoch 238: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2688 - g_loss: 0.9647 - d_accuracy: 0.6371 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2638 - g_loss: 0.9629 - d_accuracy: 0.6362Epoch 239: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2646 - g_loss: 0.9605 - d_accuracy: 0.6348 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2698 - g_loss: 0.9585 - d_accuracy: 0.6310Epoch 240: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2688 - g_loss: 0.9633 - d_accuracy: 0.6300 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2743 - g_loss: 0.9522 - d_accuracy: 0.6221Epoch 241: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2742 - g_loss: 0.9555 - d_accuracy: 0.6222 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2665 - g_loss: 0.9557 - d_accuracy: 0.6362Epoch 242: D Accuracy = 0.6544 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2667 - g_loss: 0.9558 - d_accuracy: 0.6369 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9508 - d_accuracy: 0.6369Epoch 243: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2733 - g_loss: 0.9482 - d_accuracy: 0.6357 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 0.9566 - d_accuracy: 0.6288Epoch 244: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2723 - g_loss: 0.9588 - d_accuracy: 0.6274 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2725 - g_loss: 0.9556 - d_accuracy: 0.6279Epoch 245: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2716 - g_loss: 0.9602 - d_accuracy: 0.6297 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2663 - g_loss: 0.9529 - d_accuracy: 0.6354Epoch 246: D Accuracy = 0.5882 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2667 - g_loss: 0.9522 - d_accuracy: 0.6337 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9596 - d_accuracy: 0.6330Epoch 247: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2665 - g_loss: 0.9615 - d_accuracy: 0.6338 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2693 - g_loss: 0.9555 - d_accuracy: 0.6325Epoch 248: D Accuracy = 0.5221 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2734 - g_loss: 0.9490 - d_accuracy: 0.6285 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2755 - g_loss: 0.9572 - d_accuracy: 0.6287Epoch 249: D Accuracy = 0.7059 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2727 - g_loss: 0.9594 - d_accuracy: 0.6315 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9595 - d_accuracy: 0.6407Epoch 250: D Accuracy = 0.7206 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2600 - g_loss: 0.9565 - d_accuracy: 0.6435 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9667 - d_accuracy: 0.6386Epoch 251: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2652 - g_loss: 0.9632 - d_accuracy: 0.6384 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9642 - d_accuracy: 0.6293Epoch 252: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2646 - g_loss: 0.9661 - d_accuracy: 0.6294 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2678 - g_loss: 0.9632 - d_accuracy: 0.6296Epoch 253: D Accuracy = 0.5735 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2692 - g_loss: 0.9622 - d_accuracy: 0.6276 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2659 - g_loss: 0.9664 - d_accuracy: 0.6330Epoch 254: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2664 - g_loss: 0.9681 - d_accuracy: 0.6317 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2607 - g_loss: 0.9672 - d_accuracy: 0.6396Epoch 255: D Accuracy = 0.6397 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2611 - g_loss: 0.9665 - d_accuracy: 0.6396 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2519 - g_loss: 0.9722 - d_accuracy: 0.6446Epoch 256: D Accuracy = 0.6765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2505 - g_loss: 0.9757 - d_accuracy: 0.6457 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2529 - g_loss: 0.9755 - d_accuracy: 0.6506Epoch 257: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2511 - g_loss: 0.9754 - d_accuracy: 0.6518 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9680 - d_accuracy: 0.6400Epoch 258: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2598 - g_loss: 0.9699 - d_accuracy: 0.6402 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2695 - g_loss: 0.9602 - d_accuracy: 0.6319Epoch 259: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2701 - g_loss: 0.9611 - d_accuracy: 0.6319 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9587 - d_accuracy: 0.6355Epoch 260: D Accuracy = 0.7353 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2624 - g_loss: 0.9599 - d_accuracy: 0.6390 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9610 - d_accuracy: 0.6320Epoch 261: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2697 - g_loss: 0.9558 - d_accuracy: 0.6333 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2605 - g_loss: 0.9709 - d_accuracy: 0.6391Epoch 262: D Accuracy = 0.6176 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2603 - g_loss: 0.9706 - d_accuracy: 0.6383 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9749 - d_accuracy: 0.6407Epoch 263: D Accuracy = 0.6029 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2579 - g_loss: 0.9760 - d_accuracy: 0.6393
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9554 - d_accuracy: 0.6312Epoch 264: D Accuracy = 0.5221 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2743 - g_loss: 0.9515 - d_accuracy: 0.6273 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9755 - d_accuracy: 0.6409Epoch 265: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2568 - g_loss: 0.9766 - d_accuracy: 0.6403 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2638 - g_loss: 0.9661 - d_accuracy: 0.6388Epoch 266: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2622 - g_loss: 0.9684 - d_accuracy: 0.6412 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9710 - d_accuracy: 0.6444Epoch 267: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2569 - g_loss: 0.9705 - d_accuracy: 0.6456 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2505 - g_loss: 0.9782 - d_accuracy: 0.6498Epoch 268: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2512 - g_loss: 0.9768 - d_accuracy: 0.6481 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2568 - g_loss: 0.9722 - d_accuracy: 0.6492Epoch 269: D Accuracy = 0.5588 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2619 - g_loss: 0.9718 - d_accuracy: 0.6459 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9616 - d_accuracy: 0.6406Epoch 270: D Accuracy = 0.6324 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2666 - g_loss: 0.9598 - d_accuracy: 0.6403 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2583 - g_loss: 0.9685 - d_accuracy: 0.6382Epoch 271: D Accuracy = 0.6103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2594 - g_loss: 0.9624 - d_accuracy: 0.6372 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 0.9680 - d_accuracy: 0.6399Epoch 272: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2598 - g_loss: 0.9692 - d_accuracy: 0.6412 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2683 - g_loss: 0.9572 - d_accuracy: 0.6345Epoch 273: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2684 - g_loss: 0.9552 - d_accuracy: 0.6347 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 0.9740 - d_accuracy: 0.6412Epoch 274: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2568 - g_loss: 0.9762 - d_accuracy: 0.6414 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2653 - g_loss: 0.9649 - d_accuracy: 0.6299Epoch 275: D Accuracy = 0.6471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2650 - g_loss: 0.9632 - d_accuracy: 0.6305 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2611 - g_loss: 0.9680 - d_accuracy: 0.6405Epoch 276: D Accuracy = 0.6250 27/27 [==============================] - 1s 40ms/step - d_loss: 1.2620 - g_loss: 0.9630 - d_accuracy: 0.6399 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2587 - g_loss: 0.9757 - d_accuracy: 0.6392Epoch 277: D Accuracy = 0.6985 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2569 - g_loss: 0.9787 - d_accuracy: 0.6413 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2495 - g_loss: 0.9745 - d_accuracy: 0.6492Epoch 278: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2485 - g_loss: 0.9715 - d_accuracy: 0.6518 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2598 - g_loss: 0.9753 - d_accuracy: 0.6389Epoch 279: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2619 - g_loss: 0.9722 - d_accuracy: 0.6384 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9740 - d_accuracy: 0.6460Epoch 280: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2519 - g_loss: 0.9773 - d_accuracy: 0.6473 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2489 - g_loss: 0.9780 - d_accuracy: 0.6544Epoch 281: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2447 - g_loss: 0.9795 - d_accuracy: 0.6578 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2549 - g_loss: 0.9713 - d_accuracy: 0.6414Epoch 282: D Accuracy = 0.6618 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2548 - g_loss: 0.9698 - d_accuracy: 0.6421 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2556 - g_loss: 0.9756 - d_accuracy: 0.6420Epoch 283: D Accuracy = 0.6103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2564 - g_loss: 0.9795 - d_accuracy: 0.6408 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9767 - d_accuracy: 0.6379Epoch 284: D Accuracy = 0.5662 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2570 - g_loss: 0.9750 - d_accuracy: 0.6353 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2494 - g_loss: 0.9850 - d_accuracy: 0.6462Epoch 285: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2501 - g_loss: 0.9879 - d_accuracy: 0.6462 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2454 - g_loss: 0.9819 - d_accuracy: 0.6503Epoch 286: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2468 - g_loss: 0.9838 - d_accuracy: 0.6492 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2601 - g_loss: 0.9740 - d_accuracy: 0.6342Epoch 287: D Accuracy = 0.5735 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2610 - g_loss: 0.9742 - d_accuracy: 0.6321 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2532 - g_loss: 0.9764 - d_accuracy: 0.6382Epoch 288: D Accuracy = 0.5368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2557 - g_loss: 0.9787 - d_accuracy: 0.6346 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9735 - d_accuracy: 0.6443Epoch 289: D Accuracy = 0.7059 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2518 - g_loss: 0.9757 - d_accuracy: 0.6465 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2556 - g_loss: 0.9758 - d_accuracy: 0.6487Epoch 290: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2561 - g_loss: 0.9754 - d_accuracy: 0.6476 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 0.9833 - d_accuracy: 0.6524Epoch 291: D Accuracy = 0.5956 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2480 - g_loss: 0.9844 - d_accuracy: 0.6504 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2528 - g_loss: 0.9814 - d_accuracy: 0.6379Epoch 292: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2505 - g_loss: 0.9853 - d_accuracy: 0.6388 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2495 - g_loss: 0.9864 - d_accuracy: 0.6473Epoch 293: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2514 - g_loss: 0.9876 - d_accuracy: 0.6457 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2475 - g_loss: 0.9838 - d_accuracy: 0.6460Epoch 294: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2489 - g_loss: 0.9835 - d_accuracy: 0.6445 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2405 - g_loss: 0.9874 - d_accuracy: 0.6574Epoch 295: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2406 - g_loss: 0.9900 - d_accuracy: 0.6565
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2404 - g_loss: 0.9901 - d_accuracy: 0.6516Epoch 296: D Accuracy = 0.7574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2384 - g_loss: 0.9893 - d_accuracy: 0.6554 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 0.9843 - d_accuracy: 0.6536Epoch 297: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2450 - g_loss: 0.9842 - d_accuracy: 0.6526 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 0.9829 - d_accuracy: 0.6416Epoch 298: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2443 - g_loss: 0.9777 - d_accuracy: 0.6432 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2436 - g_loss: 0.9876 - d_accuracy: 0.6559Epoch 299: D Accuracy = 0.7059 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2429 - g_loss: 0.9904 - d_accuracy: 0.6577 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2341 - g_loss: 0.9936 - d_accuracy: 0.6558 Class 1 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.7132 27/27 [==============================] - 1s 40ms/step - d_loss: 1.2327 - g_loss: 0.9944 - d_accuracy: 0.6578 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2454 - g_loss: 0.9918 - d_accuracy: 0.6448Epoch 301: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2462 - g_loss: 0.9951 - d_accuracy: 0.6439 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2364 - g_loss: 0.9927 - d_accuracy: 0.6522Epoch 302: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2380 - g_loss: 0.9883 - d_accuracy: 0.6517 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2440 - g_loss: 0.9933 - d_accuracy: 0.6461Epoch 303: D Accuracy = 0.5809 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2474 - g_loss: 0.9899 - d_accuracy: 0.6438 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 0.9919 - d_accuracy: 0.6603Epoch 304: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2378 - g_loss: 0.9883 - d_accuracy: 0.6590 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 0.9925 - d_accuracy: 0.6459Epoch 305: D Accuracy = 0.6765 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2467 - g_loss: 0.9902 - d_accuracy: 0.6470 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2456 - g_loss: 0.9869 - d_accuracy: 0.6503Epoch 306: D Accuracy = 0.6397 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2451 - g_loss: 0.9864 - d_accuracy: 0.6499 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2443 - g_loss: 0.9873 - d_accuracy: 0.6524Epoch 307: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2445 - g_loss: 0.9861 - d_accuracy: 0.6509 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2493 - g_loss: 0.9829 - d_accuracy: 0.6462Epoch 308: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2482 - g_loss: 0.9815 - d_accuracy: 0.6470 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2529 - g_loss: 0.9796 - d_accuracy: 0.6410Epoch 309: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2521 - g_loss: 0.9746 - d_accuracy: 0.6420 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2398 - g_loss: 0.9928 - d_accuracy: 0.6535Epoch 310: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2387 - g_loss: 0.9929 - d_accuracy: 0.6543 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2438 - g_loss: 0.9902 - d_accuracy: 0.6438Epoch 311: D Accuracy = 0.6103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2440 - g_loss: 0.9939 - d_accuracy: 0.6426 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 0.9881 - d_accuracy: 0.6528Epoch 312: D Accuracy = 0.6324 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2446 - g_loss: 0.9811 - d_accuracy: 0.6520 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2499 - g_loss: 0.9850 - d_accuracy: 0.6411Epoch 313: D Accuracy = 0.6691 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2495 - g_loss: 0.9817 - d_accuracy: 0.6421 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2415 - g_loss: 0.9972 - d_accuracy: 0.6528Epoch 314: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2414 - g_loss: 1.0040 - d_accuracy: 0.6515 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9823 - d_accuracy: 0.6442Epoch 315: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2567 - g_loss: 0.9767 - d_accuracy: 0.6424 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2422 - g_loss: 0.9966 - d_accuracy: 0.6460Epoch 316: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2432 - g_loss: 0.9908 - d_accuracy: 0.6455 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 1.0005 - d_accuracy: 0.6522Epoch 317: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2381 - g_loss: 1.0036 - d_accuracy: 0.6536 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2377 - g_loss: 0.9935 - d_accuracy: 0.6504Epoch 318: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2373 - g_loss: 0.9913 - d_accuracy: 0.6508 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2383 - g_loss: 0.9913 - d_accuracy: 0.6525Epoch 319: D Accuracy = 0.7353 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2365 - g_loss: 0.9890 - d_accuracy: 0.6555 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 0.9912 - d_accuracy: 0.6515Epoch 320: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2453 - g_loss: 0.9867 - d_accuracy: 0.6508 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 0.9995 - d_accuracy: 0.6533Epoch 321: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2375 - g_loss: 1.0064 - d_accuracy: 0.6538 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2495 - g_loss: 0.9853 - d_accuracy: 0.6482Epoch 322: D Accuracy = 0.5515 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2554 - g_loss: 0.9786 - d_accuracy: 0.6447 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2415 - g_loss: 0.9947 - d_accuracy: 0.6480Epoch 323: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2390 - g_loss: 1.0013 - d_accuracy: 0.6493 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2370 - g_loss: 0.9945 - d_accuracy: 0.6607Epoch 324: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2361 - g_loss: 0.9997 - d_accuracy: 0.6600 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9922 - d_accuracy: 0.6457Epoch 325: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2418 - g_loss: 0.9934 - d_accuracy: 0.6476 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2441 - g_loss: 0.9930 - d_accuracy: 0.6462Epoch 326: D Accuracy = 0.6691 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2447 - g_loss: 0.9900 - d_accuracy: 0.6470 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 1.0061 - d_accuracy: 0.6623Epoch 327: D Accuracy = 0.7132 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2269 - g_loss: 1.0065 - d_accuracy: 0.6641 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2284 - g_loss: 1.0081 - d_accuracy: 0.6639Epoch 328: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2281 - g_loss: 1.0084 - d_accuracy: 0.6646 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2387 - g_loss: 1.0001 - d_accuracy: 0.6555Epoch 329: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2389 - g_loss: 1.0030 - d_accuracy: 0.6552 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2346 - g_loss: 0.9989 - d_accuracy: 0.6469Epoch 330: D Accuracy = 0.6765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2351 - g_loss: 0.9936 - d_accuracy: 0.6479 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2286 - g_loss: 1.0073 - d_accuracy: 0.6612Epoch 331: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2293 - g_loss: 1.0104 - d_accuracy: 0.6594 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0007 - d_accuracy: 0.6580Epoch 332: D Accuracy = 0.6985 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2268 - g_loss: 1.0022 - d_accuracy: 0.6594 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 1.0071 - d_accuracy: 0.6621Epoch 333: D Accuracy = 0.6029 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2325 - g_loss: 1.0098 - d_accuracy: 0.6600 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0038 - d_accuracy: 0.6549Epoch 334: D Accuracy = 0.7574 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2267 - g_loss: 1.0042 - d_accuracy: 0.6586 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2307 - g_loss: 1.0072 - d_accuracy: 0.6532Epoch 335: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2304 - g_loss: 1.0023 - d_accuracy: 0.6543 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2275 - g_loss: 1.0103 - d_accuracy: 0.6690Epoch 336: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2275 - g_loss: 1.0084 - d_accuracy: 0.6688 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2365 - g_loss: 1.0020 - d_accuracy: 0.6593Epoch 337: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2390 - g_loss: 0.9962 - d_accuracy: 0.6581 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 1.0070 - d_accuracy: 0.6686Epoch 338: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2228 - g_loss: 1.0038 - d_accuracy: 0.6705 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2333 - g_loss: 1.0071 - d_accuracy: 0.6646Epoch 339: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2324 - g_loss: 1.0138 - d_accuracy: 0.6637 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2324 - g_loss: 1.0001 - d_accuracy: 0.6615Epoch 340: D Accuracy = 0.7426 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2304 - g_loss: 1.0026 - d_accuracy: 0.6644 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2229 - g_loss: 1.0188 - d_accuracy: 0.6667Epoch 341: D Accuracy = 0.7206 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2213 - g_loss: 1.0186 - d_accuracy: 0.6687 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2231 - g_loss: 1.0180 - d_accuracy: 0.6705Epoch 342: D Accuracy = 0.6544 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2242 - g_loss: 1.0159 - d_accuracy: 0.6699 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2230 - g_loss: 1.0137 - d_accuracy: 0.6658Epoch 343: D Accuracy = 0.5735 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2260 - g_loss: 1.0101 - d_accuracy: 0.6625 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 1.0063 - d_accuracy: 0.6567Epoch 344: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2394 - g_loss: 1.0028 - d_accuracy: 0.6553 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2295 - g_loss: 1.0194 - d_accuracy: 0.6567Epoch 345: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2308 - g_loss: 1.0176 - d_accuracy: 0.6572 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2350 - g_loss: 1.0100 - d_accuracy: 0.6552Epoch 346: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2373 - g_loss: 1.0097 - d_accuracy: 0.6544 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2281 - g_loss: 1.0120 - d_accuracy: 0.6609Epoch 347: D Accuracy = 0.6765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2273 - g_loss: 1.0108 - d_accuracy: 0.6615 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 1.0126 - d_accuracy: 0.6549Epoch 348: D Accuracy = 0.7132 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2288 - g_loss: 1.0140 - d_accuracy: 0.6570 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2236 - g_loss: 1.0127 - d_accuracy: 0.6683Epoch 349: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2250 - g_loss: 1.0099 - d_accuracy: 0.6686 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 1.0159 - d_accuracy: 0.6636Epoch 350: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2289 - g_loss: 1.0192 - d_accuracy: 0.6630 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2296 - g_loss: 1.0068 - d_accuracy: 0.6650Epoch 351: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2301 - g_loss: 1.0102 - d_accuracy: 0.6646 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2194 - g_loss: 1.0173 - d_accuracy: 0.6651Epoch 352: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2207 - g_loss: 1.0186 - d_accuracy: 0.6629 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 1.0084 - d_accuracy: 0.6552Epoch 353: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2343 - g_loss: 1.0040 - d_accuracy: 0.6554 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2165 - g_loss: 1.0305 - d_accuracy: 0.6655Epoch 354: D Accuracy = 0.6103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2183 - g_loss: 1.0365 - d_accuracy: 0.6636 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2248 - g_loss: 1.0135 - d_accuracy: 0.6660Epoch 355: D Accuracy = 0.6691 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2245 - g_loss: 1.0148 - d_accuracy: 0.6661 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2250 - g_loss: 1.0155 - d_accuracy: 0.6622Epoch 356: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2239 - g_loss: 1.0204 - d_accuracy: 0.6627 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2197 - g_loss: 1.0202 - d_accuracy: 0.6620Epoch 357: D Accuracy = 0.6912 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2187 - g_loss: 1.0191 - d_accuracy: 0.6631 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2147 - g_loss: 1.0216 - d_accuracy: 0.6692Epoch 358: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2136 - g_loss: 1.0226 - d_accuracy: 0.6687 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2230 - g_loss: 1.0238 - d_accuracy: 0.6634Epoch 359: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2247 - g_loss: 1.0202 - d_accuracy: 0.6615 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2250 - g_loss: 1.0167 - d_accuracy: 0.6612Epoch 360: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2273 - g_loss: 1.0121 - d_accuracy: 0.6601 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2368 - g_loss: 1.0102 - d_accuracy: 0.6523Epoch 361: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2378 - g_loss: 1.0051 - d_accuracy: 0.6521 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2197 - g_loss: 1.0186 - d_accuracy: 0.6696Epoch 362: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2212 - g_loss: 1.0127 - d_accuracy: 0.6703 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2137 - g_loss: 1.0243 - d_accuracy: 0.6670Epoch 363: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2133 - g_loss: 1.0208 - d_accuracy: 0.6699
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2135 - g_loss: 1.0287 - d_accuracy: 0.6683Epoch 364: D Accuracy = 0.7353 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2109 - g_loss: 1.0303 - d_accuracy: 0.6707 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2199 - g_loss: 1.0253 - d_accuracy: 0.6714Epoch 365: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2204 - g_loss: 1.0209 - d_accuracy: 0.6710 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2050 - g_loss: 1.0338 - d_accuracy: 0.6773Epoch 366: D Accuracy = 0.7132 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2029 - g_loss: 1.0320 - d_accuracy: 0.6786 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2123 - g_loss: 1.0373 - d_accuracy: 0.6709Epoch 367: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2134 - g_loss: 1.0371 - d_accuracy: 0.6706 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2199 - g_loss: 1.0294 - d_accuracy: 0.6667Epoch 368: D Accuracy = 0.6691 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2180 - g_loss: 1.0302 - d_accuracy: 0.6668 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2115 - g_loss: 1.0291 - d_accuracy: 0.6727Epoch 369: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2117 - g_loss: 1.0319 - d_accuracy: 0.6718 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0298 - d_accuracy: 0.6749Epoch 370: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2069 - g_loss: 1.0276 - d_accuracy: 0.6757 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2240 - g_loss: 1.0214 - d_accuracy: 0.6610Epoch 371: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2241 - g_loss: 1.0180 - d_accuracy: 0.6623 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2265 - g_loss: 1.0267 - d_accuracy: 0.6606Epoch 372: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2301 - g_loss: 1.0235 - d_accuracy: 0.6586 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2110 - g_loss: 1.0277 - d_accuracy: 0.6651Epoch 373: D Accuracy = 0.5956 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2130 - g_loss: 1.0267 - d_accuracy: 0.6627 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2160 - g_loss: 1.0283 - d_accuracy: 0.6642Epoch 374: D Accuracy = 0.6691 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2145 - g_loss: 1.0305 - d_accuracy: 0.6644 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 1.0144 - d_accuracy: 0.6600Epoch 375: D Accuracy = 0.5735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2278 - g_loss: 1.0116 - d_accuracy: 0.6569 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2136 - g_loss: 1.0409 - d_accuracy: 0.6721Epoch 376: D Accuracy = 0.6471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2127 - g_loss: 1.0445 - d_accuracy: 0.6712 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2085 - g_loss: 1.0348 - d_accuracy: 0.6764Epoch 377: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2097 - g_loss: 1.0380 - d_accuracy: 0.6764 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2129 - g_loss: 1.0248 - d_accuracy: 0.6738Epoch 378: D Accuracy = 0.6544 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2113 - g_loss: 1.0284 - d_accuracy: 0.6731 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2159 - g_loss: 1.0244 - d_accuracy: 0.6745Epoch 379: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2156 - g_loss: 1.0212 - d_accuracy: 0.6748 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2020 - g_loss: 1.0379 - d_accuracy: 0.6815Epoch 380: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1992 - g_loss: 1.0377 - d_accuracy: 0.6834 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2078 - g_loss: 1.0383 - d_accuracy: 0.6731Epoch 381: D Accuracy = 0.6618 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2076 - g_loss: 1.0457 - d_accuracy: 0.6727 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2156 - g_loss: 1.0320 - d_accuracy: 0.6738Epoch 382: D Accuracy = 0.6176 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2162 - g_loss: 1.0373 - d_accuracy: 0.6718 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2287 - g_loss: 1.0110 - d_accuracy: 0.6593Epoch 383: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2283 - g_loss: 1.0062 - d_accuracy: 0.6599 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1996 - g_loss: 1.0387 - d_accuracy: 0.6806Epoch 384: D Accuracy = 0.7132 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1979 - g_loss: 1.0381 - d_accuracy: 0.6818 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1983 - g_loss: 1.0463 - d_accuracy: 0.6824Epoch 385: D Accuracy = 0.6985 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1972 - g_loss: 1.0502 - d_accuracy: 0.6830 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2085 - g_loss: 1.0362 - d_accuracy: 0.6737Epoch 386: D Accuracy = 0.7059 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2072 - g_loss: 1.0340 - d_accuracy: 0.6749 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.0407 - d_accuracy: 0.6790Epoch 387: D Accuracy = 0.6912 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2075 - g_loss: 1.0397 - d_accuracy: 0.6794 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2149 - g_loss: 1.0355 - d_accuracy: 0.6704Epoch 388: D Accuracy = 0.7206 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2128 - g_loss: 1.0411 - d_accuracy: 0.6721 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1985 - g_loss: 1.0479 - d_accuracy: 0.6865Epoch 389: D Accuracy = 0.7426 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1966 - g_loss: 1.0477 - d_accuracy: 0.6885 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2046 - g_loss: 1.0408 - d_accuracy: 0.6774Epoch 390: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2038 - g_loss: 1.0446 - d_accuracy: 0.6774 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2072 - g_loss: 1.0402 - d_accuracy: 0.6734Epoch 391: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2073 - g_loss: 1.0460 - d_accuracy: 0.6725 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1975 - g_loss: 1.0468 - d_accuracy: 0.6835Epoch 392: D Accuracy = 0.7132 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1971 - g_loss: 1.0507 - d_accuracy: 0.6846 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2169 - g_loss: 1.0302 - d_accuracy: 0.6683Epoch 393: D Accuracy = 0.6103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2186 - g_loss: 1.0296 - d_accuracy: 0.6662 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2038 - g_loss: 1.0448 - d_accuracy: 0.6710Epoch 394: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2041 - g_loss: 1.0451 - d_accuracy: 0.6696 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2067 - g_loss: 1.0327 - d_accuracy: 0.6730Epoch 395: D Accuracy = 0.7206 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2049 - g_loss: 1.0324 - d_accuracy: 0.6747
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2090 - g_loss: 1.0467 - d_accuracy: 0.6745Epoch 396: D Accuracy = 0.7353 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2089 - g_loss: 1.0467 - d_accuracy: 0.6767 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1954 - g_loss: 1.0467 - d_accuracy: 0.6766Epoch 397: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1975 - g_loss: 1.0437 - d_accuracy: 0.6760 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2041 - g_loss: 1.0496 - d_accuracy: 0.6738Epoch 398: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2039 - g_loss: 1.0565 - d_accuracy: 0.6718 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1978 - g_loss: 1.0456 - d_accuracy: 0.6818Epoch 399: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1998 - g_loss: 1.0450 - d_accuracy: 0.6806 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1991 - g_loss: 1.0533 - d_accuracy: 0.6803 Class 1 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.6618 27/27 [==============================] - 1s 48ms/step - d_loss: 1.2012 - g_loss: 1.0494 - d_accuracy: 0.6797 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2045 - g_loss: 1.0531 - d_accuracy: 0.6785Epoch 401: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2054 - g_loss: 1.0584 - d_accuracy: 0.6776 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1981 - g_loss: 1.0463 - d_accuracy: 0.6766Epoch 402: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1975 - g_loss: 1.0463 - d_accuracy: 0.6772 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2011 - g_loss: 1.0518 - d_accuracy: 0.6768Epoch 403: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2015 - g_loss: 1.0537 - d_accuracy: 0.6778 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2026 - g_loss: 1.0440 - d_accuracy: 0.6745Epoch 404: D Accuracy = 0.7500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1992 - g_loss: 1.0451 - d_accuracy: 0.6772 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2039 - g_loss: 1.0509 - d_accuracy: 0.6743Epoch 405: D Accuracy = 0.6838 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2039 - g_loss: 1.0526 - d_accuracy: 0.6747 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1981 - g_loss: 1.0475 - d_accuracy: 0.6838Epoch 406: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1981 - g_loss: 1.0452 - d_accuracy: 0.6835 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2156 - g_loss: 1.0404 - d_accuracy: 0.6671Epoch 407: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2159 - g_loss: 1.0432 - d_accuracy: 0.6682 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.0460 - d_accuracy: 0.6773Epoch 408: D Accuracy = 0.5809 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2068 - g_loss: 1.0473 - d_accuracy: 0.6739 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2020 - g_loss: 1.0546 - d_accuracy: 0.6762Epoch 409: D Accuracy = 0.6103 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2034 - g_loss: 1.0589 - d_accuracy: 0.6739 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1938 - g_loss: 1.0548 - d_accuracy: 0.6850Epoch 410: D Accuracy = 0.6397 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1943 - g_loss: 1.0610 - d_accuracy: 0.6834 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1942 - g_loss: 1.0510 - d_accuracy: 0.6786Epoch 411: D Accuracy = 0.6985 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1935 - g_loss: 1.0479 - d_accuracy: 0.6794 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1910 - g_loss: 1.0634 - d_accuracy: 0.6884Epoch 412: D Accuracy = 0.6176 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1945 - g_loss: 1.0618 - d_accuracy: 0.6859 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1877 - g_loss: 1.0629 - d_accuracy: 0.6864Epoch 413: D Accuracy = 0.6544 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1880 - g_loss: 1.0694 - d_accuracy: 0.6853 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1935 - g_loss: 1.0554 - d_accuracy: 0.6831Epoch 414: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1930 - g_loss: 1.0550 - d_accuracy: 0.6844 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1902 - g_loss: 1.0583 - d_accuracy: 0.6860Epoch 415: D Accuracy = 0.7059 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1913 - g_loss: 1.0529 - d_accuracy: 0.6867 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1909 - g_loss: 1.0588 - d_accuracy: 0.6913Epoch 416: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1912 - g_loss: 1.0622 - d_accuracy: 0.6913 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.0586 - d_accuracy: 0.6847Epoch 417: D Accuracy = 0.6544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1954 - g_loss: 1.0622 - d_accuracy: 0.6836 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1880 - g_loss: 1.0652 - d_accuracy: 0.6935Epoch 418: D Accuracy = 0.7353 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1852 - g_loss: 1.0659 - d_accuracy: 0.6950 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1987 - g_loss: 1.0535 - d_accuracy: 0.6797Epoch 419: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1976 - g_loss: 1.0540 - d_accuracy: 0.6796 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2061 - g_loss: 1.0473 - d_accuracy: 0.6763Epoch 420: D Accuracy = 0.6471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2083 - g_loss: 1.0421 - d_accuracy: 0.6753 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.0652 - d_accuracy: 0.6873Epoch 421: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1911 - g_loss: 1.0639 - d_accuracy: 0.6864 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1950 - g_loss: 1.0616 - d_accuracy: 0.6844Epoch 422: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1963 - g_loss: 1.0617 - d_accuracy: 0.6831 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1821 - g_loss: 1.0702 - d_accuracy: 0.6909Epoch 423: D Accuracy = 0.7868 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1796 - g_loss: 1.0687 - d_accuracy: 0.6943 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1946 - g_loss: 1.0593 - d_accuracy: 0.6845Epoch 424: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1956 - g_loss: 1.0629 - d_accuracy: 0.6816 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1896 - g_loss: 1.0608 - d_accuracy: 0.6838Epoch 425: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1922 - g_loss: 1.0623 - d_accuracy: 0.6814 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.0685 - d_accuracy: 0.6876Epoch 426: D Accuracy = 0.7206 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1896 - g_loss: 1.0667 - d_accuracy: 0.6887 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.0682 - d_accuracy: 0.6848Epoch 427: D Accuracy = 0.6544 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1932 - g_loss: 1.0656 - d_accuracy: 0.6837 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1857 - g_loss: 1.0621 - d_accuracy: 0.6869Epoch 428: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1840 - g_loss: 1.0578 - d_accuracy: 0.6899 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1854 - g_loss: 1.0708 - d_accuracy: 0.6907Epoch 429: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1852 - g_loss: 1.0684 - d_accuracy: 0.6909 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1882 - g_loss: 1.0640 - d_accuracy: 0.6858Epoch 430: D Accuracy = 0.5956 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1907 - g_loss: 1.0597 - d_accuracy: 0.6826 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1871 - g_loss: 1.0696 - d_accuracy: 0.6888Epoch 431: D Accuracy = 0.6838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1878 - g_loss: 1.0687 - d_accuracy: 0.6886 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2010 - g_loss: 1.0569 - d_accuracy: 0.6808Epoch 432: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2027 - g_loss: 1.0598 - d_accuracy: 0.6789 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1802 - g_loss: 1.0716 - d_accuracy: 0.6914Epoch 433: D Accuracy = 0.6912 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1799 - g_loss: 1.0731 - d_accuracy: 0.6914 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1835 - g_loss: 1.0737 - d_accuracy: 0.6854Epoch 434: D Accuracy = 0.7132 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1810 - g_loss: 1.0769 - d_accuracy: 0.6864 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1829 - g_loss: 1.0710 - d_accuracy: 0.6925Epoch 435: D Accuracy = 0.6691 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1826 - g_loss: 1.0717 - d_accuracy: 0.6916 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1822 - g_loss: 1.0741 - d_accuracy: 0.6897Epoch 436: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1822 - g_loss: 1.0724 - d_accuracy: 0.6897 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1865 - g_loss: 1.0757 - d_accuracy: 0.6837Epoch 437: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1831 - g_loss: 1.0839 - d_accuracy: 0.6847 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1928 - g_loss: 1.0669 - d_accuracy: 0.6821Epoch 438: D Accuracy = 0.6397 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1970 - g_loss: 1.0616 - d_accuracy: 0.6806 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1923 - g_loss: 1.0704 - d_accuracy: 0.6858Epoch 439: D Accuracy = 0.6912 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1902 - g_loss: 1.0762 - d_accuracy: 0.6859 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1902 - g_loss: 1.0760 - d_accuracy: 0.6881Epoch 440: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1895 - g_loss: 1.0776 - d_accuracy: 0.6884 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.0706 - d_accuracy: 0.6784Epoch 441: D Accuracy = 0.6985 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1975 - g_loss: 1.0699 - d_accuracy: 0.6791 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1867 - g_loss: 1.0707 - d_accuracy: 0.6925Epoch 442: D Accuracy = 0.7794 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1827 - g_loss: 1.0732 - d_accuracy: 0.6956 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1875 - g_loss: 1.0728 - d_accuracy: 0.6883Epoch 443: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1892 - g_loss: 1.0734 - d_accuracy: 0.6868 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.0702 - d_accuracy: 0.6832Epoch 444: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1898 - g_loss: 1.0667 - d_accuracy: 0.6827 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.0807 - d_accuracy: 0.6873Epoch 445: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1821 - g_loss: 1.0832 - d_accuracy: 0.6859 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1998 - g_loss: 1.0530 - d_accuracy: 0.6750Epoch 446: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2009 - g_loss: 1.0483 - d_accuracy: 0.6747 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1738 - g_loss: 1.0849 - d_accuracy: 0.7028Epoch 447: D Accuracy = 0.7574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1720 - g_loss: 1.0834 - d_accuracy: 0.7048 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1754 - g_loss: 1.0873 - d_accuracy: 0.6926Epoch 448: D Accuracy = 0.6765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1753 - g_loss: 1.0883 - d_accuracy: 0.6920 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1767 - g_loss: 1.0828 - d_accuracy: 0.6902Epoch 449: D Accuracy = 0.6471 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1782 - g_loss: 1.0845 - d_accuracy: 0.6887 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.0699 - d_accuracy: 0.6935Epoch 450: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1766 - g_loss: 1.0705 - d_accuracy: 0.6963 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1745 - g_loss: 1.0851 - d_accuracy: 0.6962Epoch 451: D Accuracy = 0.7426 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1722 - g_loss: 1.0881 - d_accuracy: 0.6979 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1945 - g_loss: 1.0735 - d_accuracy: 0.6837Epoch 452: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1933 - g_loss: 1.0754 - d_accuracy: 0.6847 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1655 - g_loss: 1.0894 - d_accuracy: 0.7064Epoch 453: D Accuracy = 0.7132 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1646 - g_loss: 1.0880 - d_accuracy: 0.7066 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1830 - g_loss: 1.0734 - d_accuracy: 0.6885Epoch 454: D Accuracy = 0.6912 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1823 - g_loss: 1.0731 - d_accuracy: 0.6886 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1697 - g_loss: 1.0938 - d_accuracy: 0.6990Epoch 455: D Accuracy = 0.6985 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1694 - g_loss: 1.0940 - d_accuracy: 0.6990 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1690 - g_loss: 1.0973 - d_accuracy: 0.6936Epoch 456: D Accuracy = 0.6912 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1695 - g_loss: 1.0976 - d_accuracy: 0.6935 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1806 - g_loss: 1.0821 - d_accuracy: 0.6901Epoch 457: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1837 - g_loss: 1.0771 - d_accuracy: 0.6880 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1810 - g_loss: 1.0799 - d_accuracy: 0.6943Epoch 458: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1817 - g_loss: 1.0816 - d_accuracy: 0.6918 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1875 - g_loss: 1.0727 - d_accuracy: 0.6843Epoch 459: D Accuracy = 0.5662 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1921 - g_loss: 1.0719 - d_accuracy: 0.6801 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1744 - g_loss: 1.0848 - d_accuracy: 0.7004Epoch 460: D Accuracy = 0.6691 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1747 - g_loss: 1.0844 - d_accuracy: 0.6993 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1680 - g_loss: 1.0985 - d_accuracy: 0.7013Epoch 461: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1714 - g_loss: 1.1003 - d_accuracy: 0.6983 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1688 - g_loss: 1.0889 - d_accuracy: 0.6962Epoch 462: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1711 - g_loss: 1.0839 - d_accuracy: 0.6934 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1667 - g_loss: 1.0881 - d_accuracy: 0.7010Epoch 463: D Accuracy = 0.6618 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1682 - g_loss: 1.0855 - d_accuracy: 0.6996
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1819 - g_loss: 1.0777 - d_accuracy: 0.6940Epoch 464: D Accuracy = 0.6985 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1823 - g_loss: 1.0718 - d_accuracy: 0.6941 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1687 - g_loss: 1.0972 - d_accuracy: 0.7003Epoch 465: D Accuracy = 0.7868 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1658 - g_loss: 1.0984 - d_accuracy: 0.7034 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1694 - g_loss: 1.0982 - d_accuracy: 0.7000Epoch 466: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1709 - g_loss: 1.0966 - d_accuracy: 0.7007 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1729 - g_loss: 1.0966 - d_accuracy: 0.6896Epoch 467: D Accuracy = 0.6029 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1743 - g_loss: 1.1022 - d_accuracy: 0.6865 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1697 - g_loss: 1.0950 - d_accuracy: 0.6993Epoch 468: D Accuracy = 0.6985 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1692 - g_loss: 1.0939 - d_accuracy: 0.6993 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1678 - g_loss: 1.1055 - d_accuracy: 0.6963Epoch 469: D Accuracy = 0.6471 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1686 - g_loss: 1.1094 - d_accuracy: 0.6945 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1662 - g_loss: 1.1000 - d_accuracy: 0.7004Epoch 470: D Accuracy = 0.6985 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1668 - g_loss: 1.1061 - d_accuracy: 0.7003 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1746 - g_loss: 1.0875 - d_accuracy: 0.6962Epoch 471: D Accuracy = 0.7353 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1724 - g_loss: 1.0883 - d_accuracy: 0.6976 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.0943 - d_accuracy: 0.6880Epoch 472: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1851 - g_loss: 1.0967 - d_accuracy: 0.6845 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1749 - g_loss: 1.0952 - d_accuracy: 0.6906Epoch 473: D Accuracy = 0.6471 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1753 - g_loss: 1.1006 - d_accuracy: 0.6891 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1750 - g_loss: 1.0882 - d_accuracy: 0.6912Epoch 474: D Accuracy = 0.7206 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1746 - g_loss: 1.0863 - d_accuracy: 0.6922 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1681 - g_loss: 1.1058 - d_accuracy: 0.7005Epoch 475: D Accuracy = 0.8088 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1652 - g_loss: 1.1073 - d_accuracy: 0.7044 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1722 - g_loss: 1.1016 - d_accuracy: 0.6916Epoch 476: D Accuracy = 0.7132 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1718 - g_loss: 1.1004 - d_accuracy: 0.6924 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1681 - g_loss: 1.0959 - d_accuracy: 0.7011Epoch 477: D Accuracy = 0.7353 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1670 - g_loss: 1.0895 - d_accuracy: 0.7024 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1534 - g_loss: 1.1190 - d_accuracy: 0.7069Epoch 478: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1492 - g_loss: 1.1304 - d_accuracy: 0.7084 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1559 - g_loss: 1.1047 - d_accuracy: 0.7133Epoch 479: D Accuracy = 0.8088 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1532 - g_loss: 1.1039 - d_accuracy: 0.7167 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1668 - g_loss: 1.1049 - d_accuracy: 0.6969Epoch 480: D Accuracy = 0.7721 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1636 - g_loss: 1.1083 - d_accuracy: 0.6995 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1632 - g_loss: 1.1110 - d_accuracy: 0.6951Epoch 481: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1621 - g_loss: 1.1190 - d_accuracy: 0.6955 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1587 - g_loss: 1.1073 - d_accuracy: 0.7068Epoch 482: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1592 - g_loss: 1.1130 - d_accuracy: 0.7052 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1632 - g_loss: 1.1023 - d_accuracy: 0.7039Epoch 483: D Accuracy = 0.7426 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1623 - g_loss: 1.1002 - d_accuracy: 0.7053 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1562 - g_loss: 1.1154 - d_accuracy: 0.6996Epoch 484: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1602 - g_loss: 1.1158 - d_accuracy: 0.6956 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1696 - g_loss: 1.1046 - d_accuracy: 0.6948Epoch 485: D Accuracy = 0.7426 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1678 - g_loss: 1.1082 - d_accuracy: 0.6965 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1624 - g_loss: 1.1080 - d_accuracy: 0.6955Epoch 486: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1633 - g_loss: 1.1059 - d_accuracy: 0.6948 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1664 - g_loss: 1.1051 - d_accuracy: 0.6947Epoch 487: D Accuracy = 0.7059 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1659 - g_loss: 1.1038 - d_accuracy: 0.6951 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1573 - g_loss: 1.1163 - d_accuracy: 0.7041Epoch 488: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1577 - g_loss: 1.1133 - d_accuracy: 0.7034 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1473 - g_loss: 1.1282 - d_accuracy: 0.7092Epoch 489: D Accuracy = 0.6985 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1467 - g_loss: 1.1307 - d_accuracy: 0.7088 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1669 - g_loss: 1.1079 - d_accuracy: 0.6984Epoch 490: D Accuracy = 0.6544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1710 - g_loss: 1.1064 - d_accuracy: 0.6969 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1575 - g_loss: 1.1119 - d_accuracy: 0.7021Epoch 491: D Accuracy = 0.6324 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1596 - g_loss: 1.1176 - d_accuracy: 0.6996 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.1062 - d_accuracy: 0.6943Epoch 492: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1661 - g_loss: 1.1035 - d_accuracy: 0.6939 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1710 - g_loss: 1.1050 - d_accuracy: 0.6949Epoch 493: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1708 - g_loss: 1.1074 - d_accuracy: 0.6945 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1627 - g_loss: 1.1063 - d_accuracy: 0.7047Epoch 494: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1632 - g_loss: 1.1068 - d_accuracy: 0.7040 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1531 - g_loss: 1.1226 - d_accuracy: 0.7082Epoch 495: D Accuracy = 0.6838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1518 - g_loss: 1.1278 - d_accuracy: 0.7073
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1513 - g_loss: 1.1276 - d_accuracy: 0.7061Epoch 496: D Accuracy = 0.6691 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1532 - g_loss: 1.1345 - d_accuracy: 0.7047 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1625 - g_loss: 1.1197 - d_accuracy: 0.6988Epoch 497: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1599 - g_loss: 1.1235 - d_accuracy: 0.7001 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1588 - g_loss: 1.1145 - d_accuracy: 0.7063Epoch 498: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1609 - g_loss: 1.1140 - d_accuracy: 0.7053 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1661 - g_loss: 1.1103 - d_accuracy: 0.6991Epoch 499: D Accuracy = 0.6838 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1666 - g_loss: 1.1090 - d_accuracy: 0.6985 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1526 - g_loss: 1.1186 - d_accuracy: 0.7095 Class 1 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.7279 27/27 [==============================] - 1s 41ms/step - d_loss: 1.1530 - g_loss: 1.1165 - d_accuracy: 0.7102 Training DCGAN for class 2... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.5292 - g_loss: 0.8825 - d_accuracy: 0.5242WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0164s vs `on_train_batch_end` time: 0.0187s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.2750 - d_accuracy: 0.7545 Epoch 1: Generator loss improved from inf to 1.5355. Saving weights. Epoch 1: D Accuracy = 0.8786 27/27 [==============================] - 2s 36ms/step - d_loss: 1.0801 - g_loss: 1.2843 - d_accuracy: 0.7589 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6382 - g_loss: 2.2302 - d_accuracy: 0.9349Epoch 2: D Accuracy = 0.9429 27/27 [==============================] - 1s 34ms/step - d_loss: 0.6348 - g_loss: 2.2465 - d_accuracy: 0.9352 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6287 - g_loss: 2.9021 - d_accuracy: 0.9183 Epoch 3: Generator loss improved from 1.5355 to 1.3840. Saving weights. Epoch 3: D Accuracy = 0.7429 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6477 - g_loss: 2.8478 - d_accuracy: 0.9120 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.3593 - d_accuracy: 0.7258Epoch 4: D Accuracy = 0.7714 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1618 - g_loss: 1.3655 - d_accuracy: 0.7274 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9604 - g_loss: 1.5604 - d_accuracy: 0.8084Epoch 5: D Accuracy = 0.8357 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9590 - g_loss: 1.5548 - d_accuracy: 0.8094 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7436 - g_loss: 2.0290 - d_accuracy: 0.8945Epoch 6: D Accuracy = 0.8786 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7446 - g_loss: 2.0346 - d_accuracy: 0.8939 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6041 - g_loss: 2.6206 - d_accuracy: 0.9409Epoch 7: D Accuracy = 0.9286 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6036 - g_loss: 2.6347 - d_accuracy: 0.9405 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7999 - g_loss: 2.2633 - d_accuracy: 0.8709Epoch 8: D Accuracy = 0.9786 27/27 [==============================] - 1s 37ms/step - d_loss: 0.7894 - g_loss: 2.2879 - d_accuracy: 0.8747 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7524 - g_loss: 2.7148 - d_accuracy: 0.8757 Epoch 9: Generator loss improved from 1.3840 to 1.1727. Saving weights. Epoch 9: D Accuracy = 0.6000 27/27 [==============================] - 1s 38ms/step - d_loss: 0.7780 - g_loss: 2.6598 - d_accuracy: 0.8658 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.6341 - g_loss: 1.0384 - d_accuracy: 0.5305 Epoch 10: Generator loss improved from 1.1727 to 0.8790. Saving weights. Epoch 10: D Accuracy = 0.5071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.6337 - g_loss: 1.0327 - d_accuracy: 0.5297 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4173 - g_loss: 1.0238 - d_accuracy: 0.5816Epoch 11: D Accuracy = 0.5929 27/27 [==============================] - 1s 34ms/step - d_loss: 1.4177 - g_loss: 1.0247 - d_accuracy: 0.5820 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3822 - g_loss: 0.9727 - d_accuracy: 0.5880Epoch 12: D Accuracy = 0.6143 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3797 - g_loss: 0.9726 - d_accuracy: 0.5889 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3307 - g_loss: 0.9797 - d_accuracy: 0.6072Epoch 13: D Accuracy = 0.6143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3287 - g_loss: 0.9802 - d_accuracy: 0.6075 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3351 - g_loss: 0.9561 - d_accuracy: 0.5986Epoch 14: D Accuracy = 0.5643 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3361 - g_loss: 0.9563 - d_accuracy: 0.5974 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.9411 - d_accuracy: 0.6015Epoch 15: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3355 - g_loss: 0.9445 - d_accuracy: 0.6015 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3335 - g_loss: 0.9226 - d_accuracy: 0.5945 Epoch 16: Generator loss improved from 0.8790 to 0.8395. Saving weights. Epoch 16: D Accuracy = 0.5714 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3344 - g_loss: 0.9196 - d_accuracy: 0.5937 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3152 - g_loss: 0.9331 - d_accuracy: 0.6042Epoch 17: D Accuracy = 0.5643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3160 - g_loss: 0.9326 - d_accuracy: 0.6028 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9415 - d_accuracy: 0.6162Epoch 18: D Accuracy = 0.6571 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2988 - g_loss: 0.9450 - d_accuracy: 0.6177 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2790 - g_loss: 0.9634 - d_accuracy: 0.6327Epoch 19: D Accuracy = 0.6214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2803 - g_loss: 0.9629 - d_accuracy: 0.6323 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2655 - g_loss: 0.9762 - d_accuracy: 0.6466Epoch 20: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2648 - g_loss: 0.9762 - d_accuracy: 0.6470 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2505 - g_loss: 0.9985 - d_accuracy: 0.6499Epoch 21: D Accuracy = 0.6643 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2492 - g_loss: 1.0005 - d_accuracy: 0.6504 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2434 - g_loss: 1.0109 - d_accuracy: 0.6629Epoch 22: D Accuracy = 0.6714 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2435 - g_loss: 1.0126 - d_accuracy: 0.6632 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2262 - g_loss: 1.0322 - d_accuracy: 0.6677Epoch 23: D Accuracy = 0.6929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2253 - g_loss: 1.0362 - d_accuracy: 0.6686 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2057 - g_loss: 1.0506 - d_accuracy: 0.6879Epoch 24: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2087 - g_loss: 1.0473 - d_accuracy: 0.6847 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1710 - g_loss: 1.0960 - d_accuracy: 0.7028Epoch 25: D Accuracy = 0.7071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1692 - g_loss: 1.0967 - d_accuracy: 0.7030 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1634 - g_loss: 1.1221 - d_accuracy: 0.7058Epoch 26: D Accuracy = 0.7214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1615 - g_loss: 1.1275 - d_accuracy: 0.7064 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1379 - g_loss: 1.1614 - d_accuracy: 0.7227Epoch 27: D Accuracy = 0.6857 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1391 - g_loss: 1.1631 - d_accuracy: 0.7214 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1152 - g_loss: 1.1824 - d_accuracy: 0.7349Epoch 28: D Accuracy = 0.7357 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1159 - g_loss: 1.1826 - d_accuracy: 0.7349 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0961 - g_loss: 1.2268 - d_accuracy: 0.7442Epoch 29: D Accuracy = 0.7643 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0946 - g_loss: 1.2293 - d_accuracy: 0.7449 Epoch 30/500
26/27 [===========================>..] - ETA: 0s - d_loss: 1.0932 - g_loss: 1.2421 - d_accuracy: 0.7455Epoch 30: D Accuracy = 0.7143 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0945 - g_loss: 1.2472 - d_accuracy: 0.7433 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0964 - g_loss: 1.2584 - d_accuracy: 0.7362Epoch 31: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0949 - g_loss: 1.2572 - d_accuracy: 0.7385 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1067 - g_loss: 1.2448 - d_accuracy: 0.7354Epoch 32: D Accuracy = 0.8000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1031 - g_loss: 1.2494 - d_accuracy: 0.7377 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1048 - g_loss: 1.2500 - d_accuracy: 0.7379Epoch 33: D Accuracy = 0.8071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1021 - g_loss: 1.2546 - d_accuracy: 0.7404 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1166 - g_loss: 1.2684 - d_accuracy: 0.7197Epoch 34: D Accuracy = 0.6571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1159 - g_loss: 1.2838 - d_accuracy: 0.7174 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1062 - g_loss: 1.2516 - d_accuracy: 0.7367Epoch 35: D Accuracy = 0.7571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1041 - g_loss: 1.2525 - d_accuracy: 0.7374 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1223 - g_loss: 1.2375 - d_accuracy: 0.7335Epoch 36: D Accuracy = 0.7857 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1219 - g_loss: 1.2333 - d_accuracy: 0.7354 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1289 - g_loss: 1.2348 - d_accuracy: 0.7212Epoch 37: D Accuracy = 0.7071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1295 - g_loss: 1.2397 - d_accuracy: 0.7207 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1339 - g_loss: 1.2087 - d_accuracy: 0.7240Epoch 38: D Accuracy = 0.7286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1345 - g_loss: 1.2031 - d_accuracy: 0.7242 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1522 - g_loss: 1.2105 - d_accuracy: 0.7062Epoch 39: D Accuracy = 0.6929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1564 - g_loss: 1.1980 - d_accuracy: 0.7057 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1536 - g_loss: 1.1958 - d_accuracy: 0.7048Epoch 40: D Accuracy = 0.7214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1512 - g_loss: 1.2050 - d_accuracy: 0.7054 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1827 - g_loss: 1.1659 - d_accuracy: 0.6879Epoch 41: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1832 - g_loss: 1.1623 - d_accuracy: 0.6889 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1821 - g_loss: 1.1524 - d_accuracy: 0.6889Epoch 42: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1810 - g_loss: 1.1613 - d_accuracy: 0.6875 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2003 - g_loss: 1.1336 - d_accuracy: 0.6871Epoch 43: D Accuracy = 0.6929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1991 - g_loss: 1.1359 - d_accuracy: 0.6873 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1855 - g_loss: 1.1350 - d_accuracy: 0.6879Epoch 44: D Accuracy = 0.6857 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1864 - g_loss: 1.1342 - d_accuracy: 0.6878 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2109 - g_loss: 1.1222 - d_accuracy: 0.6782Epoch 45: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2090 - g_loss: 1.1299 - d_accuracy: 0.6771 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2058 - g_loss: 1.1131 - d_accuracy: 0.6808Epoch 46: D Accuracy = 0.6357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2087 - g_loss: 1.1067 - d_accuracy: 0.6792 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2233 - g_loss: 1.1084 - d_accuracy: 0.6747Epoch 47: D Accuracy = 0.6857 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2232 - g_loss: 1.1088 - d_accuracy: 0.6751 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2243 - g_loss: 1.0931 - d_accuracy: 0.6747Epoch 48: D Accuracy = 0.6929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2267 - g_loss: 1.0893 - d_accuracy: 0.6753 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2165 - g_loss: 1.0926 - d_accuracy: 0.6723Epoch 49: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2164 - g_loss: 1.0958 - d_accuracy: 0.6725 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0999 - d_accuracy: 0.6744Epoch 50: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2171 - g_loss: 1.0965 - d_accuracy: 0.6733 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2156 - g_loss: 1.0857 - d_accuracy: 0.6742Epoch 51: D Accuracy = 0.6357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2185 - g_loss: 1.0815 - d_accuracy: 0.6728 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2307 - g_loss: 1.0844 - d_accuracy: 0.6675Epoch 52: D Accuracy = 0.5929 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2361 - g_loss: 1.0769 - d_accuracy: 0.6648 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2148 - g_loss: 1.0947 - d_accuracy: 0.6728Epoch 53: D Accuracy = 0.6643 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2161 - g_loss: 1.1001 - d_accuracy: 0.6724 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2386 - g_loss: 1.0658 - d_accuracy: 0.6587Epoch 54: D Accuracy = 0.6214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2394 - g_loss: 1.0600 - d_accuracy: 0.6574 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2275 - g_loss: 1.0710 - d_accuracy: 0.6674Epoch 55: D Accuracy = 0.6643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2264 - g_loss: 1.0732 - d_accuracy: 0.6673 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2281 - g_loss: 1.0596 - d_accuracy: 0.6708Epoch 56: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2272 - g_loss: 1.0586 - d_accuracy: 0.6711 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2497 - g_loss: 1.0538 - d_accuracy: 0.6526Epoch 57: D Accuracy = 0.6714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2491 - g_loss: 1.0526 - d_accuracy: 0.6533 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 1.0605 - d_accuracy: 0.6661Epoch 58: D Accuracy = 0.6929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2309 - g_loss: 1.0642 - d_accuracy: 0.6671 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2375 - g_loss: 1.0562 - d_accuracy: 0.6597Epoch 59: D Accuracy = 0.6786 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2370 - g_loss: 1.0567 - d_accuracy: 0.6604 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2461 - g_loss: 1.0487 - d_accuracy: 0.6545Epoch 60: D Accuracy = 0.7214 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2453 - g_loss: 1.0426 - d_accuracy: 0.6569 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 1.0488 - d_accuracy: 0.6498Epoch 61: D Accuracy = 0.6143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2429 - g_loss: 1.0456 - d_accuracy: 0.6485 Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 1.0394 - d_accuracy: 0.6484Epoch 62: D Accuracy = 0.6286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2590 - g_loss: 1.0349 - d_accuracy: 0.6477 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2484 - g_loss: 1.0355 - d_accuracy: 0.6506Epoch 63: D Accuracy = 0.6214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2480 - g_loss: 1.0355 - d_accuracy: 0.6496 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2531 - g_loss: 1.0429 - d_accuracy: 0.6535Epoch 64: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2528 - g_loss: 1.0407 - d_accuracy: 0.6537 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 1.0379 - d_accuracy: 0.6456Epoch 65: D Accuracy = 0.6571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2552 - g_loss: 1.0384 - d_accuracy: 0.6460 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2633 - g_loss: 1.0210 - d_accuracy: 0.6434Epoch 66: D Accuracy = 0.6571 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2631 - g_loss: 1.0209 - d_accuracy: 0.6439 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2624 - g_loss: 1.0235 - d_accuracy: 0.6466Epoch 67: D Accuracy = 0.6929 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2627 - g_loss: 1.0211 - d_accuracy: 0.6483 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 1.0154 - d_accuracy: 0.6461Epoch 68: D Accuracy = 0.7143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2649 - g_loss: 1.0128 - d_accuracy: 0.6485 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 1.0079 - d_accuracy: 0.6372Epoch 69: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2750 - g_loss: 1.0040 - d_accuracy: 0.6361 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2627 - g_loss: 1.0193 - d_accuracy: 0.6490Epoch 70: D Accuracy = 0.7071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2619 - g_loss: 1.0207 - d_accuracy: 0.6511 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2625 - g_loss: 1.0076 - d_accuracy: 0.6429Epoch 71: D Accuracy = 0.6500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2631 - g_loss: 1.0065 - d_accuracy: 0.6431 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2701 - g_loss: 1.0066 - d_accuracy: 0.6429Epoch 72: D Accuracy = 0.6643 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2697 - g_loss: 1.0075 - d_accuracy: 0.6437 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2670 - g_loss: 1.0128 - d_accuracy: 0.6384Epoch 73: D Accuracy = 0.6071 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2686 - g_loss: 1.0079 - d_accuracy: 0.6373 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2681 - g_loss: 1.0083 - d_accuracy: 0.6367Epoch 74: D Accuracy = 0.5929 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2694 - g_loss: 1.0081 - d_accuracy: 0.6351 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2724 - g_loss: 0.9968 - d_accuracy: 0.6316Epoch 75: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2729 - g_loss: 0.9943 - d_accuracy: 0.6305 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 1.0103 - d_accuracy: 0.6336Epoch 76: D Accuracy = 0.7214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2683 - g_loss: 1.0133 - d_accuracy: 0.6368 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2891 - g_loss: 0.9930 - d_accuracy: 0.6324Epoch 77: D Accuracy = 0.6214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2915 - g_loss: 0.9887 - d_accuracy: 0.6320 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2782 - g_loss: 0.9919 - d_accuracy: 0.6228Epoch 78: D Accuracy = 0.5571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2802 - g_loss: 0.9881 - d_accuracy: 0.6204 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2796 - g_loss: 0.9927 - d_accuracy: 0.6274Epoch 79: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2806 - g_loss: 0.9905 - d_accuracy: 0.6264 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2826 - g_loss: 0.9957 - d_accuracy: 0.6208Epoch 80: D Accuracy = 0.6357 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2822 - g_loss: 0.9969 - d_accuracy: 0.6213 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2794 - g_loss: 0.9879 - d_accuracy: 0.6317 Epoch 81: Generator loss improved from 0.8395 to 0.7640. Saving weights. Epoch 81: D Accuracy = 0.6214 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2826 - g_loss: 0.9799 - d_accuracy: 0.6313 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2810 - g_loss: 0.9964 - d_accuracy: 0.6300Epoch 82: D Accuracy = 0.6500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2805 - g_loss: 0.9963 - d_accuracy: 0.6307 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9863 - d_accuracy: 0.6335Epoch 83: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2782 - g_loss: 0.9875 - d_accuracy: 0.6323 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2814 - g_loss: 0.9799 - d_accuracy: 0.6316Epoch 84: D Accuracy = 0.6429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2815 - g_loss: 0.9794 - d_accuracy: 0.6320 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2769 - g_loss: 0.9854 - d_accuracy: 0.6237Epoch 85: D Accuracy = 0.5786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2784 - g_loss: 0.9826 - d_accuracy: 0.6221 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2773 - g_loss: 0.9924 - d_accuracy: 0.6331Epoch 86: D Accuracy = 0.5429 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2805 - g_loss: 0.9966 - d_accuracy: 0.6299 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2880 - g_loss: 0.9829 - d_accuracy: 0.6294Epoch 87: D Accuracy = 0.6429 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2881 - g_loss: 0.9808 - d_accuracy: 0.6299 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2832 - g_loss: 0.9909 - d_accuracy: 0.6218Epoch 88: D Accuracy = 0.6286 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2838 - g_loss: 0.9938 - d_accuracy: 0.6220 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9804 - d_accuracy: 0.6292Epoch 89: D Accuracy = 0.5929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2817 - g_loss: 0.9796 - d_accuracy: 0.6279 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9693 - d_accuracy: 0.6204Epoch 90: D Accuracy = 0.5357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2999 - g_loss: 0.9621 - d_accuracy: 0.6174 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3008 - g_loss: 0.9763 - d_accuracy: 0.6106Epoch 91: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2980 - g_loss: 0.9797 - d_accuracy: 0.6122 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9808 - d_accuracy: 0.6170Epoch 92: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2901 - g_loss: 0.9846 - d_accuracy: 0.6164 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2796 - g_loss: 0.9826 - d_accuracy: 0.6279Epoch 93: D Accuracy = 0.6571 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2787 - g_loss: 0.9859 - d_accuracy: 0.6290
Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9666 - d_accuracy: 0.6293Epoch 94: D Accuracy = 0.6429 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2879 - g_loss: 0.9650 - d_accuracy: 0.6298 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2891 - g_loss: 0.9783 - d_accuracy: 0.6148Epoch 95: D Accuracy = 0.6357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2881 - g_loss: 0.9788 - d_accuracy: 0.6156 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.9740 - d_accuracy: 0.6207Epoch 96: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2928 - g_loss: 0.9764 - d_accuracy: 0.6200 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9789 - d_accuracy: 0.6274Epoch 97: D Accuracy = 0.5643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2833 - g_loss: 0.9760 - d_accuracy: 0.6251 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2934 - g_loss: 0.9685 - d_accuracy: 0.6167Epoch 98: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2939 - g_loss: 0.9631 - d_accuracy: 0.6163 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3047 - g_loss: 0.9628 - d_accuracy: 0.6094Epoch 99: D Accuracy = 0.6500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3044 - g_loss: 0.9579 - d_accuracy: 0.6109 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9760 - d_accuracy: 0.6216 Class 2 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.6571 27/27 [==============================] - 1s 45ms/step - d_loss: 1.2871 - g_loss: 0.9740 - d_accuracy: 0.6228 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9735 - d_accuracy: 0.6324Epoch 101: D Accuracy = 0.6286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2780 - g_loss: 0.9753 - d_accuracy: 0.6322 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2973 - g_loss: 0.9667 - d_accuracy: 0.6171Epoch 102: D Accuracy = 0.6500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2975 - g_loss: 0.9660 - d_accuracy: 0.6183 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2914 - g_loss: 0.9648 - d_accuracy: 0.6212Epoch 103: D Accuracy = 0.6357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2891 - g_loss: 0.9714 - d_accuracy: 0.6217 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9647 - d_accuracy: 0.6174Epoch 104: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2894 - g_loss: 0.9662 - d_accuracy: 0.6170 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2845 - g_loss: 0.9741 - d_accuracy: 0.6274Epoch 105: D Accuracy = 0.6143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2859 - g_loss: 0.9782 - d_accuracy: 0.6269 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9622 - d_accuracy: 0.6178Epoch 106: D Accuracy = 0.5857 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2971 - g_loss: 0.9593 - d_accuracy: 0.6166 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2783 - g_loss: 0.9787 - d_accuracy: 0.6285Epoch 107: D Accuracy = 0.6714 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2773 - g_loss: 0.9786 - d_accuracy: 0.6300 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2982 - g_loss: 0.9678 - d_accuracy: 0.6116Epoch 108: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2990 - g_loss: 0.9718 - d_accuracy: 0.6114 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9585 - d_accuracy: 0.6155Epoch 109: D Accuracy = 0.6929 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2950 - g_loss: 0.9592 - d_accuracy: 0.6183 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9677 - d_accuracy: 0.6229Epoch 110: D Accuracy = 0.5929 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2893 - g_loss: 0.9703 - d_accuracy: 0.6219 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2936 - g_loss: 0.9628 - d_accuracy: 0.6182Epoch 111: D Accuracy = 0.5714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2954 - g_loss: 0.9630 - d_accuracy: 0.6166 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9681 - d_accuracy: 0.6214Epoch 112: D Accuracy = 0.5929 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2897 - g_loss: 0.9686 - d_accuracy: 0.6203 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9553 - d_accuracy: 0.6231Epoch 113: D Accuracy = 0.6643 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2921 - g_loss: 0.9564 - d_accuracy: 0.6246 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2934 - g_loss: 0.9626 - d_accuracy: 0.6122Epoch 114: D Accuracy = 0.5929 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2946 - g_loss: 0.9645 - d_accuracy: 0.6115 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9504 - d_accuracy: 0.6049Epoch 115: D Accuracy = 0.6214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3052 - g_loss: 0.9490 - d_accuracy: 0.6055 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2914 - g_loss: 0.9648 - d_accuracy: 0.6208Epoch 116: D Accuracy = 0.5429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2946 - g_loss: 0.9692 - d_accuracy: 0.6180 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3114 - g_loss: 0.9514 - d_accuracy: 0.6007Epoch 117: D Accuracy = 0.5071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3138 - g_loss: 0.9547 - d_accuracy: 0.5973 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9546 - d_accuracy: 0.6034Epoch 118: D Accuracy = 0.5214 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3027 - g_loss: 0.9525 - d_accuracy: 0.6004 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2859 - g_loss: 0.9576 - d_accuracy: 0.6287Epoch 119: D Accuracy = 0.6286 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2859 - g_loss: 0.9593 - d_accuracy: 0.6287 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2951 - g_loss: 0.9603 - d_accuracy: 0.6182Epoch 120: D Accuracy = 0.6143 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2958 - g_loss: 0.9569 - d_accuracy: 0.6181 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9606 - d_accuracy: 0.6212Epoch 121: D Accuracy = 0.6357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2911 - g_loss: 0.9673 - d_accuracy: 0.6217 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9549 - d_accuracy: 0.6209Epoch 122: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2965 - g_loss: 0.9591 - d_accuracy: 0.6201 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9438 - d_accuracy: 0.6086Epoch 123: D Accuracy = 0.6357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3029 - g_loss: 0.9421 - d_accuracy: 0.6096 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9657 - d_accuracy: 0.6263Epoch 124: D Accuracy = 0.6286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2824 - g_loss: 0.9655 - d_accuracy: 0.6264 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2906 - g_loss: 0.9597 - d_accuracy: 0.6201Epoch 125: D Accuracy = 0.5714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2933 - g_loss: 0.9582 - d_accuracy: 0.6184 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3010 - g_loss: 0.9536 - d_accuracy: 0.6059Epoch 126: D Accuracy = 0.6643 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2991 - g_loss: 0.9571 - d_accuracy: 0.6080 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3051 - g_loss: 0.9506 - d_accuracy: 0.6019Epoch 127: D Accuracy = 0.6214 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3060 - g_loss: 0.9525 - d_accuracy: 0.6026 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9551 - d_accuracy: 0.6235Epoch 128: D Accuracy = 0.6357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2903 - g_loss: 0.9558 - d_accuracy: 0.6240 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9536 - d_accuracy: 0.6201Epoch 129: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2872 - g_loss: 0.9521 - d_accuracy: 0.6214 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9562 - d_accuracy: 0.6162Epoch 130: D Accuracy = 0.6214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2927 - g_loss: 0.9551 - d_accuracy: 0.6164 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9605 - d_accuracy: 0.6125Epoch 131: D Accuracy = 0.6786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2964 - g_loss: 0.9610 - d_accuracy: 0.6149 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2915 - g_loss: 0.9587 - d_accuracy: 0.6221Epoch 132: D Accuracy = 0.5357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2931 - g_loss: 0.9578 - d_accuracy: 0.6190 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2837 - g_loss: 0.9622 - d_accuracy: 0.6193Epoch 133: D Accuracy = 0.5714 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2837 - g_loss: 0.9624 - d_accuracy: 0.6175 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9569 - d_accuracy: 0.6217Epoch 134: D Accuracy = 0.6071 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2898 - g_loss: 0.9541 - d_accuracy: 0.6212 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3035 - g_loss: 0.9511 - d_accuracy: 0.6127Epoch 135: D Accuracy = 0.5929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3032 - g_loss: 0.9518 - d_accuracy: 0.6120 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3014 - g_loss: 0.9518 - d_accuracy: 0.6065Epoch 136: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3009 - g_loss: 0.9534 - d_accuracy: 0.6066 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9560 - d_accuracy: 0.6153Epoch 137: D Accuracy = 0.6286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2917 - g_loss: 0.9576 - d_accuracy: 0.6158 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3033 - g_loss: 0.9471 - d_accuracy: 0.6133Epoch 138: D Accuracy = 0.6214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3013 - g_loss: 0.9536 - d_accuracy: 0.6136 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9477 - d_accuracy: 0.6096Epoch 139: D Accuracy = 0.5929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3035 - g_loss: 0.9472 - d_accuracy: 0.6090 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2974 - g_loss: 0.9507 - d_accuracy: 0.6095Epoch 140: D Accuracy = 0.6214 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2970 - g_loss: 0.9531 - d_accuracy: 0.6100 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2933 - g_loss: 0.9505 - d_accuracy: 0.6140Epoch 141: D Accuracy = 0.6286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2926 - g_loss: 0.9507 - d_accuracy: 0.6145 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3005 - g_loss: 0.9512 - d_accuracy: 0.6156Epoch 142: D Accuracy = 0.6357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2985 - g_loss: 0.9531 - d_accuracy: 0.6163 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9492 - d_accuracy: 0.6057Epoch 143: D Accuracy = 0.5571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3050 - g_loss: 0.9506 - d_accuracy: 0.6040 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.9511 - d_accuracy: 0.6234Epoch 144: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2900 - g_loss: 0.9546 - d_accuracy: 0.6262 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9527 - d_accuracy: 0.6231Epoch 145: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2850 - g_loss: 0.9530 - d_accuracy: 0.6251 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2976 - g_loss: 0.9520 - d_accuracy: 0.6152Epoch 146: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2963 - g_loss: 0.9516 - d_accuracy: 0.6182 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3024 - g_loss: 0.9481 - d_accuracy: 0.6120Epoch 147: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3026 - g_loss: 0.9479 - d_accuracy: 0.6119 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2992 - g_loss: 0.9510 - d_accuracy: 0.6139Epoch 148: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2979 - g_loss: 0.9547 - d_accuracy: 0.6152 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9532 - d_accuracy: 0.6125Epoch 149: D Accuracy = 0.5571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2989 - g_loss: 0.9519 - d_accuracy: 0.6105 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3007 - g_loss: 0.9532 - d_accuracy: 0.6081Epoch 150: D Accuracy = 0.6214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3008 - g_loss: 0.9551 - d_accuracy: 0.6086 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 0.9481 - d_accuracy: 0.6148Epoch 151: D Accuracy = 0.5571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3000 - g_loss: 0.9440 - d_accuracy: 0.6128 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9615 - d_accuracy: 0.6151Epoch 152: D Accuracy = 0.6143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2859 - g_loss: 0.9609 - d_accuracy: 0.6150 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9566 - d_accuracy: 0.6151Epoch 153: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2951 - g_loss: 0.9595 - d_accuracy: 0.6148 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9553 - d_accuracy: 0.6164Epoch 154: D Accuracy = 0.5929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2897 - g_loss: 0.9566 - d_accuracy: 0.6156 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2962 - g_loss: 0.9508 - d_accuracy: 0.6118Epoch 155: D Accuracy = 0.5857 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2952 - g_loss: 0.9549 - d_accuracy: 0.6109 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9488 - d_accuracy: 0.6075Epoch 156: D Accuracy = 0.6214 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2967 - g_loss: 0.9481 - d_accuracy: 0.6080 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9505 - d_accuracy: 0.6168Epoch 157: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2933 - g_loss: 0.9513 - d_accuracy: 0.6162 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2990 - g_loss: 0.9518 - d_accuracy: 0.6109Epoch 158: D Accuracy = 0.5929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3020 - g_loss: 0.9467 - d_accuracy: 0.6103 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9501 - d_accuracy: 0.6133Epoch 159: D Accuracy = 0.5429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2992 - g_loss: 0.9497 - d_accuracy: 0.6108 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2850 - g_loss: 0.9635 - d_accuracy: 0.6189Epoch 160: D Accuracy = 0.5786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2861 - g_loss: 0.9596 - d_accuracy: 0.6175 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2977 - g_loss: 0.9531 - d_accuracy: 0.6107Epoch 161: D Accuracy = 0.6143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2981 - g_loss: 0.9512 - d_accuracy: 0.6108 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2942 - g_loss: 0.9528 - d_accuracy: 0.6189Epoch 162: D Accuracy = 0.5857 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2933 - g_loss: 0.9576 - d_accuracy: 0.6177 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2921 - g_loss: 0.9505 - d_accuracy: 0.6169Epoch 163: D Accuracy = 0.6357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2900 - g_loss: 0.9573 - d_accuracy: 0.6175
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9391 - d_accuracy: 0.6110Epoch 164: D Accuracy = 0.6071 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3013 - g_loss: 0.9390 - d_accuracy: 0.6109 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9488 - d_accuracy: 0.6124Epoch 165: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2940 - g_loss: 0.9477 - d_accuracy: 0.6147 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9587 - d_accuracy: 0.6193Epoch 166: D Accuracy = 0.6286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2831 - g_loss: 0.9578 - d_accuracy: 0.6197 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2982 - g_loss: 0.9499 - d_accuracy: 0.6131Epoch 167: D Accuracy = 0.6286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2994 - g_loss: 0.9492 - d_accuracy: 0.6137 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2925 - g_loss: 0.9516 - d_accuracy: 0.6157Epoch 168: D Accuracy = 0.5500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2942 - g_loss: 0.9500 - d_accuracy: 0.6134 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2936 - g_loss: 0.9542 - d_accuracy: 0.6167Epoch 169: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2923 - g_loss: 0.9593 - d_accuracy: 0.6176 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9529 - d_accuracy: 0.6175Epoch 170: D Accuracy = 0.5643 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2901 - g_loss: 0.9486 - d_accuracy: 0.6156 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2946 - g_loss: 0.9549 - d_accuracy: 0.6153Epoch 171: D Accuracy = 0.6786 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2925 - g_loss: 0.9550 - d_accuracy: 0.6175 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2895 - g_loss: 0.9531 - d_accuracy: 0.6189Epoch 172: D Accuracy = 0.5143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2923 - g_loss: 0.9525 - d_accuracy: 0.6151 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3070 - g_loss: 0.9467 - d_accuracy: 0.5997Epoch 173: D Accuracy = 0.5857 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3086 - g_loss: 0.9489 - d_accuracy: 0.5992 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2930 - g_loss: 0.9479 - d_accuracy: 0.6194Epoch 174: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2935 - g_loss: 0.9460 - d_accuracy: 0.6188 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9507 - d_accuracy: 0.6209Epoch 175: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2940 - g_loss: 0.9455 - d_accuracy: 0.6204 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2991 - g_loss: 0.9455 - d_accuracy: 0.6110Epoch 176: D Accuracy = 0.6286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2988 - g_loss: 0.9456 - d_accuracy: 0.6116 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2934 - g_loss: 0.9478 - d_accuracy: 0.6092Epoch 177: D Accuracy = 0.6286 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2918 - g_loss: 0.9479 - d_accuracy: 0.6099 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9574 - d_accuracy: 0.6165Epoch 178: D Accuracy = 0.5786 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2909 - g_loss: 0.9634 - d_accuracy: 0.6151 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9556 - d_accuracy: 0.6218Epoch 179: D Accuracy = 0.5929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2892 - g_loss: 0.9556 - d_accuracy: 0.6208 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2981 - g_loss: 0.9457 - d_accuracy: 0.6128Epoch 180: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2962 - g_loss: 0.9498 - d_accuracy: 0.6123 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2900 - g_loss: 0.9590 - d_accuracy: 0.6157Epoch 181: D Accuracy = 0.5571 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2903 - g_loss: 0.9679 - d_accuracy: 0.6136 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9446 - d_accuracy: 0.6157Epoch 182: D Accuracy = 0.5857 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9435 - d_accuracy: 0.6147 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2939 - g_loss: 0.9524 - d_accuracy: 0.6152Epoch 183: D Accuracy = 0.5857 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2963 - g_loss: 0.9488 - d_accuracy: 0.6141 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2957 - g_loss: 0.9524 - d_accuracy: 0.6068Epoch 184: D Accuracy = 0.5857 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2945 - g_loss: 0.9573 - d_accuracy: 0.6060 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3033 - g_loss: 0.9382 - d_accuracy: 0.6061Epoch 185: D Accuracy = 0.6429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3019 - g_loss: 0.9399 - d_accuracy: 0.6074 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 0.9619 - d_accuracy: 0.6225Epoch 186: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2838 - g_loss: 0.9663 - d_accuracy: 0.6219 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9487 - d_accuracy: 0.6205Epoch 187: D Accuracy = 0.6714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2867 - g_loss: 0.9506 - d_accuracy: 0.6223 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2870 - g_loss: 0.9586 - d_accuracy: 0.6166Epoch 188: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2841 - g_loss: 0.9579 - d_accuracy: 0.6201 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2825 - g_loss: 0.9572 - d_accuracy: 0.6288Epoch 189: D Accuracy = 0.6214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2822 - g_loss: 0.9622 - d_accuracy: 0.6285 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2916 - g_loss: 0.9513 - d_accuracy: 0.6137Epoch 190: D Accuracy = 0.6357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2912 - g_loss: 0.9496 - d_accuracy: 0.6145 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9517 - d_accuracy: 0.6159Epoch 191: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2884 - g_loss: 0.9554 - d_accuracy: 0.6156 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2872 - g_loss: 0.9537 - d_accuracy: 0.6155Epoch 192: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2864 - g_loss: 0.9536 - d_accuracy: 0.6152 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2860 - g_loss: 0.9560 - d_accuracy: 0.6207Epoch 193: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2866 - g_loss: 0.9566 - d_accuracy: 0.6200 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2823 - g_loss: 0.9588 - d_accuracy: 0.6258Epoch 194: D Accuracy = 0.5929 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2832 - g_loss: 0.9589 - d_accuracy: 0.6247 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2840 - g_loss: 0.9581 - d_accuracy: 0.6237Epoch 195: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2832 - g_loss: 0.9576 - d_accuracy: 0.6256
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2846 - g_loss: 0.9577 - d_accuracy: 0.6299Epoch 196: D Accuracy = 0.5357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2870 - g_loss: 0.9580 - d_accuracy: 0.6266 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2725 - g_loss: 0.9677 - d_accuracy: 0.6284Epoch 197: D Accuracy = 0.5643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2718 - g_loss: 0.9733 - d_accuracy: 0.6261 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2765 - g_loss: 0.9594 - d_accuracy: 0.6266Epoch 198: D Accuracy = 0.6500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2739 - g_loss: 0.9652 - d_accuracy: 0.6275 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2826 - g_loss: 0.9601 - d_accuracy: 0.6286Epoch 199: D Accuracy = 0.6571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2820 - g_loss: 0.9624 - d_accuracy: 0.6297 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9615 - d_accuracy: 0.6215 Class 2 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.5929 27/27 [==============================] - 1s 44ms/step - d_loss: 1.2811 - g_loss: 0.9620 - d_accuracy: 0.6205 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9509 - d_accuracy: 0.6160Epoch 201: D Accuracy = 0.6286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2970 - g_loss: 0.9454 - d_accuracy: 0.6165 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2920 - g_loss: 0.9532 - d_accuracy: 0.6158Epoch 202: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2932 - g_loss: 0.9493 - d_accuracy: 0.6155 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2834 - g_loss: 0.9632 - d_accuracy: 0.6196Epoch 203: D Accuracy = 0.6286 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2807 - g_loss: 0.9642 - d_accuracy: 0.6200 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9666 - d_accuracy: 0.6249Epoch 204: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2803 - g_loss: 0.9663 - d_accuracy: 0.6260 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2717 - g_loss: 0.9647 - d_accuracy: 0.6317Epoch 205: D Accuracy = 0.5786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2725 - g_loss: 0.9635 - d_accuracy: 0.6298 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2854 - g_loss: 0.9585 - d_accuracy: 0.6218Epoch 206: D Accuracy = 0.6714 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2839 - g_loss: 0.9586 - d_accuracy: 0.6236 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9589 - d_accuracy: 0.6226Epoch 207: D Accuracy = 0.7214 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2779 - g_loss: 0.9607 - d_accuracy: 0.6262 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9652 - d_accuracy: 0.6254Epoch 208: D Accuracy = 0.5857 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2771 - g_loss: 0.9614 - d_accuracy: 0.6240 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2743 - g_loss: 0.9628 - d_accuracy: 0.6264Epoch 209: D Accuracy = 0.6714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2731 - g_loss: 0.9649 - d_accuracy: 0.6280 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9510 - d_accuracy: 0.6140Epoch 210: D Accuracy = 0.5714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2894 - g_loss: 0.9500 - d_accuracy: 0.6125 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2757 - g_loss: 0.9665 - d_accuracy: 0.6238Epoch 211: D Accuracy = 0.6286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2748 - g_loss: 0.9677 - d_accuracy: 0.6240 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9705 - d_accuracy: 0.6307Epoch 212: D Accuracy = 0.6214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2792 - g_loss: 0.9781 - d_accuracy: 0.6303 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2803 - g_loss: 0.9553 - d_accuracy: 0.6228Epoch 213: D Accuracy = 0.6357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2803 - g_loss: 0.9534 - d_accuracy: 0.6233 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2771 - g_loss: 0.9648 - d_accuracy: 0.6276Epoch 214: D Accuracy = 0.6143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2784 - g_loss: 0.9633 - d_accuracy: 0.6272 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9660 - d_accuracy: 0.6378Epoch 215: D Accuracy = 0.6429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2674 - g_loss: 0.9657 - d_accuracy: 0.6380 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2760 - g_loss: 0.9633 - d_accuracy: 0.6347Epoch 216: D Accuracy = 0.5714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2798 - g_loss: 0.9615 - d_accuracy: 0.6325 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2764 - g_loss: 0.9591 - d_accuracy: 0.6360Epoch 217: D Accuracy = 0.6571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2771 - g_loss: 0.9578 - d_accuracy: 0.6368 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2757 - g_loss: 0.9598 - d_accuracy: 0.6297Epoch 218: D Accuracy = 0.5929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2764 - g_loss: 0.9615 - d_accuracy: 0.6284 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9765 - d_accuracy: 0.6400Epoch 219: D Accuracy = 0.6357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2636 - g_loss: 0.9749 - d_accuracy: 0.6399 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 0.9692 - d_accuracy: 0.6407Epoch 220: D Accuracy = 0.6143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2654 - g_loss: 0.9690 - d_accuracy: 0.6397 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 0.9746 - d_accuracy: 0.6398Epoch 221: D Accuracy = 0.7071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2710 - g_loss: 0.9727 - d_accuracy: 0.6422 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2781 - g_loss: 0.9717 - d_accuracy: 0.6241Epoch 222: D Accuracy = 0.5571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2799 - g_loss: 0.9783 - d_accuracy: 0.6217 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2681 - g_loss: 0.9706 - d_accuracy: 0.6377Epoch 223: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2670 - g_loss: 0.9651 - d_accuracy: 0.6392 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2698 - g_loss: 0.9687 - d_accuracy: 0.6314Epoch 224: D Accuracy = 0.6929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2690 - g_loss: 0.9678 - d_accuracy: 0.6336 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2819 - g_loss: 0.9687 - d_accuracy: 0.6236Epoch 225: D Accuracy = 0.6071 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2848 - g_loss: 0.9644 - d_accuracy: 0.6230 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9646 - d_accuracy: 0.6200Epoch 226: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2796 - g_loss: 0.9696 - d_accuracy: 0.6211 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2724 - g_loss: 0.9705 - d_accuracy: 0.6375Epoch 227: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2722 - g_loss: 0.9685 - d_accuracy: 0.6390 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9824 - d_accuracy: 0.6447Epoch 228: D Accuracy = 0.6286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2576 - g_loss: 0.9794 - d_accuracy: 0.6441 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2757 - g_loss: 0.9784 - d_accuracy: 0.6309Epoch 229: D Accuracy = 0.5143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2785 - g_loss: 0.9816 - d_accuracy: 0.6267 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2694 - g_loss: 0.9714 - d_accuracy: 0.6322Epoch 230: D Accuracy = 0.6286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2690 - g_loss: 0.9731 - d_accuracy: 0.6321 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 0.9688 - d_accuracy: 0.6300Epoch 231: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2720 - g_loss: 0.9684 - d_accuracy: 0.6309 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9859 - d_accuracy: 0.6445Epoch 232: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2537 - g_loss: 0.9853 - d_accuracy: 0.6470 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 0.9751 - d_accuracy: 0.6373Epoch 233: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2681 - g_loss: 0.9702 - d_accuracy: 0.6342 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2538 - g_loss: 0.9875 - d_accuracy: 0.6399Epoch 234: D Accuracy = 0.6286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2531 - g_loss: 0.9911 - d_accuracy: 0.6395 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9774 - d_accuracy: 0.6338Epoch 235: D Accuracy = 0.6286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2650 - g_loss: 0.9801 - d_accuracy: 0.6336 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2651 - g_loss: 0.9813 - d_accuracy: 0.6356Epoch 236: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2664 - g_loss: 0.9812 - d_accuracy: 0.6346 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2720 - g_loss: 0.9744 - d_accuracy: 0.6302Epoch 237: D Accuracy = 0.5571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2751 - g_loss: 0.9723 - d_accuracy: 0.6275 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2726 - g_loss: 0.9656 - d_accuracy: 0.6306Epoch 238: D Accuracy = 0.6429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2730 - g_loss: 0.9607 - d_accuracy: 0.6310 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2609 - g_loss: 0.9816 - d_accuracy: 0.6411Epoch 239: D Accuracy = 0.6214 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2613 - g_loss: 0.9801 - d_accuracy: 0.6404 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 0.9714 - d_accuracy: 0.6295Epoch 240: D Accuracy = 0.6214 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2715 - g_loss: 0.9663 - d_accuracy: 0.6292 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2667 - g_loss: 0.9793 - d_accuracy: 0.6351Epoch 241: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2691 - g_loss: 0.9780 - d_accuracy: 0.6338 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2627 - g_loss: 0.9804 - d_accuracy: 0.6412Epoch 242: D Accuracy = 0.6357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2611 - g_loss: 0.9880 - d_accuracy: 0.6410 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2535 - g_loss: 0.9815 - d_accuracy: 0.6471Epoch 243: D Accuracy = 0.6429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2523 - g_loss: 0.9845 - d_accuracy: 0.6469 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2619 - g_loss: 0.9724 - d_accuracy: 0.6363Epoch 244: D Accuracy = 0.6643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2611 - g_loss: 0.9740 - d_accuracy: 0.6373 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2647 - g_loss: 0.9821 - d_accuracy: 0.6343Epoch 245: D Accuracy = 0.6214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2638 - g_loss: 0.9824 - d_accuracy: 0.6338 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2687 - g_loss: 0.9816 - d_accuracy: 0.6389Epoch 246: D Accuracy = 0.6143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2710 - g_loss: 0.9842 - d_accuracy: 0.6380 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 0.9878 - d_accuracy: 0.6489Epoch 247: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2442 - g_loss: 0.9933 - d_accuracy: 0.6525 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9762 - d_accuracy: 0.6354Epoch 248: D Accuracy = 0.5857 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2633 - g_loss: 0.9728 - d_accuracy: 0.6336 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2592 - g_loss: 0.9837 - d_accuracy: 0.6399Epoch 249: D Accuracy = 0.5929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2601 - g_loss: 0.9792 - d_accuracy: 0.6382 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 0.9865 - d_accuracy: 0.6486Epoch 250: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2554 - g_loss: 0.9880 - d_accuracy: 0.6517 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2536 - g_loss: 0.9889 - d_accuracy: 0.6418Epoch 251: D Accuracy = 0.6643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2532 - g_loss: 0.9861 - d_accuracy: 0.6426 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2583 - g_loss: 0.9816 - d_accuracy: 0.6420Epoch 252: D Accuracy = 0.6929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2562 - g_loss: 0.9786 - d_accuracy: 0.6438 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9769 - d_accuracy: 0.6276Epoch 253: D Accuracy = 0.7143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2673 - g_loss: 0.9783 - d_accuracy: 0.6307 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2581 - g_loss: 0.9862 - d_accuracy: 0.6427Epoch 254: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2586 - g_loss: 0.9875 - d_accuracy: 0.6414 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2646 - g_loss: 0.9822 - d_accuracy: 0.6314Epoch 255: D Accuracy = 0.5643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2671 - g_loss: 0.9811 - d_accuracy: 0.6290 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2774 - g_loss: 0.9770 - d_accuracy: 0.6289Epoch 256: D Accuracy = 0.6357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2784 - g_loss: 0.9732 - d_accuracy: 0.6291 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 0.9893 - d_accuracy: 0.6471Epoch 257: D Accuracy = 0.6857 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2543 - g_loss: 0.9947 - d_accuracy: 0.6484 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9750 - d_accuracy: 0.6336Epoch 258: D Accuracy = 0.5786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2689 - g_loss: 0.9714 - d_accuracy: 0.6316 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2567 - g_loss: 0.9868 - d_accuracy: 0.6473Epoch 259: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2561 - g_loss: 0.9883 - d_accuracy: 0.6474 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 0.9883 - d_accuracy: 0.6526Epoch 260: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2480 - g_loss: 0.9851 - d_accuracy: 0.6507 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9951 - d_accuracy: 0.6394Epoch 261: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2539 - g_loss: 1.0001 - d_accuracy: 0.6380 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2612 - g_loss: 0.9826 - d_accuracy: 0.6356Epoch 262: D Accuracy = 0.5786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2628 - g_loss: 0.9875 - d_accuracy: 0.6335 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2509 - g_loss: 0.9900 - d_accuracy: 0.6521Epoch 263: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2506 - g_loss: 0.9900 - d_accuracy: 0.6520
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9787 - d_accuracy: 0.6340Epoch 264: D Accuracy = 0.5786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2677 - g_loss: 0.9842 - d_accuracy: 0.6320 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2483 - g_loss: 0.9978 - d_accuracy: 0.6488Epoch 265: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2494 - g_loss: 0.9976 - d_accuracy: 0.6473 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2465 - g_loss: 1.0044 - d_accuracy: 0.6462Epoch 266: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2472 - g_loss: 1.0102 - d_accuracy: 0.6446 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2554 - g_loss: 0.9923 - d_accuracy: 0.6414Epoch 267: D Accuracy = 0.6429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2553 - g_loss: 0.9959 - d_accuracy: 0.6415 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2425 - g_loss: 0.9957 - d_accuracy: 0.6556Epoch 268: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2441 - g_loss: 0.9917 - d_accuracy: 0.6554 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2464 - g_loss: 0.9983 - d_accuracy: 0.6470Epoch 269: D Accuracy = 0.6143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2464 - g_loss: 1.0040 - d_accuracy: 0.6459 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2465 - g_loss: 0.9998 - d_accuracy: 0.6502Epoch 270: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2488 - g_loss: 0.9950 - d_accuracy: 0.6487 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 0.9983 - d_accuracy: 0.6539Epoch 271: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2395 - g_loss: 0.9939 - d_accuracy: 0.6548 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2591 - g_loss: 0.9970 - d_accuracy: 0.6426Epoch 272: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2638 - g_loss: 0.9979 - d_accuracy: 0.6393 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 0.9861 - d_accuracy: 0.6371Epoch 273: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2674 - g_loss: 0.9918 - d_accuracy: 0.6360 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2508 - g_loss: 0.9996 - d_accuracy: 0.6503Epoch 274: D Accuracy = 0.6214 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2522 - g_loss: 1.0005 - d_accuracy: 0.6493 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2462 - g_loss: 1.0025 - d_accuracy: 0.6498Epoch 275: D Accuracy = 0.6929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2452 - g_loss: 1.0018 - d_accuracy: 0.6513 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2426 - g_loss: 0.9984 - d_accuracy: 0.6519Epoch 276: D Accuracy = 0.5857 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2446 - g_loss: 0.9955 - d_accuracy: 0.6495 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2481 - g_loss: 0.9967 - d_accuracy: 0.6434Epoch 277: D Accuracy = 0.6500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2479 - g_loss: 0.9946 - d_accuracy: 0.6437 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2487 - g_loss: 0.9953 - d_accuracy: 0.6496Epoch 278: D Accuracy = 0.6571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2484 - g_loss: 0.9968 - d_accuracy: 0.6499 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 1.0055 - d_accuracy: 0.6551Epoch 279: D Accuracy = 0.6714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2367 - g_loss: 1.0024 - d_accuracy: 0.6557 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2470 - g_loss: 1.0033 - d_accuracy: 0.6504Epoch 280: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2470 - g_loss: 1.0069 - d_accuracy: 0.6488 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2473 - g_loss: 1.0042 - d_accuracy: 0.6480Epoch 281: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2473 - g_loss: 1.0073 - d_accuracy: 0.6484 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2472 - g_loss: 0.9916 - d_accuracy: 0.6482Epoch 282: D Accuracy = 0.7071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2442 - g_loss: 0.9928 - d_accuracy: 0.6503 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 1.0041 - d_accuracy: 0.6558Epoch 283: D Accuracy = 0.6786 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2404 - g_loss: 1.0018 - d_accuracy: 0.6566 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9967 - d_accuracy: 0.6461Epoch 284: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2534 - g_loss: 0.9950 - d_accuracy: 0.6472 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2394 - g_loss: 1.0013 - d_accuracy: 0.6530Epoch 285: D Accuracy = 0.5714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2417 - g_loss: 1.0032 - d_accuracy: 0.6501 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2350 - g_loss: 1.0015 - d_accuracy: 0.6616Epoch 286: D Accuracy = 0.6214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2353 - g_loss: 1.0011 - d_accuracy: 0.6602 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2347 - g_loss: 1.0106 - d_accuracy: 0.6569Epoch 287: D Accuracy = 0.6357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2353 - g_loss: 1.0120 - d_accuracy: 0.6562 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 1.0095 - d_accuracy: 0.6545Epoch 288: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2383 - g_loss: 1.0098 - d_accuracy: 0.6525 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 1.0072 - d_accuracy: 0.6492Epoch 289: D Accuracy = 0.6429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2372 - g_loss: 1.0059 - d_accuracy: 0.6490 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2384 - g_loss: 1.0098 - d_accuracy: 0.6560Epoch 290: D Accuracy = 0.7071 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2370 - g_loss: 1.0072 - d_accuracy: 0.6578 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2429 - g_loss: 1.0063 - d_accuracy: 0.6524Epoch 291: D Accuracy = 0.5286 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2459 - g_loss: 1.0075 - d_accuracy: 0.6480 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2494 - g_loss: 0.9977 - d_accuracy: 0.6453Epoch 292: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2481 - g_loss: 1.0027 - d_accuracy: 0.6457 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2401 - g_loss: 1.0111 - d_accuracy: 0.6544Epoch 293: D Accuracy = 0.6214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2394 - g_loss: 1.0200 - d_accuracy: 0.6532 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 1.0132 - d_accuracy: 0.6602Epoch 294: D Accuracy = 0.6857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2277 - g_loss: 1.0126 - d_accuracy: 0.6611 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2494 - g_loss: 1.0016 - d_accuracy: 0.6529Epoch 295: D Accuracy = 0.6286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2521 - g_loss: 1.0022 - d_accuracy: 0.6520
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2405 - g_loss: 1.0123 - d_accuracy: 0.6548Epoch 296: D Accuracy = 0.6571 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2392 - g_loss: 1.0126 - d_accuracy: 0.6549 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2527 - g_loss: 1.0063 - d_accuracy: 0.6386Epoch 297: D Accuracy = 0.6214 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2544 - g_loss: 0.9996 - d_accuracy: 0.6380 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2450 - g_loss: 1.0051 - d_accuracy: 0.6534Epoch 298: D Accuracy = 0.6214 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2484 - g_loss: 0.9983 - d_accuracy: 0.6522 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2492 - g_loss: 0.9961 - d_accuracy: 0.6457Epoch 299: D Accuracy = 0.6286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2500 - g_loss: 0.9910 - d_accuracy: 0.6451 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2441 - g_loss: 1.0122 - d_accuracy: 0.6436 Class 2 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.6357 27/27 [==============================] - 1s 40ms/step - d_loss: 1.2427 - g_loss: 1.0193 - d_accuracy: 0.6433 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 1.0060 - d_accuracy: 0.6533Epoch 301: D Accuracy = 0.6714 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2410 - g_loss: 1.0045 - d_accuracy: 0.6540 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2470 - g_loss: 0.9998 - d_accuracy: 0.6475Epoch 302: D Accuracy = 0.6786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2447 - g_loss: 0.9977 - d_accuracy: 0.6486 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2304 - g_loss: 1.0201 - d_accuracy: 0.6644Epoch 303: D Accuracy = 0.6429 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2300 - g_loss: 1.0172 - d_accuracy: 0.6637 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.0283 - d_accuracy: 0.6649Epoch 304: D Accuracy = 0.6857 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2231 - g_loss: 1.0294 - d_accuracy: 0.6656 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 1.0020 - d_accuracy: 0.6509Epoch 305: D Accuracy = 0.6214 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2465 - g_loss: 1.0051 - d_accuracy: 0.6499 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.0059 - d_accuracy: 0.6641Epoch 306: D Accuracy = 0.6857 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2344 - g_loss: 1.0046 - d_accuracy: 0.6649 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2411 - g_loss: 1.0023 - d_accuracy: 0.6558Epoch 307: D Accuracy = 0.6357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2407 - g_loss: 0.9999 - d_accuracy: 0.6551 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2370 - g_loss: 1.0154 - d_accuracy: 0.6538Epoch 308: D Accuracy = 0.6571 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2375 - g_loss: 1.0140 - d_accuracy: 0.6539 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 1.0136 - d_accuracy: 0.6537Epoch 309: D Accuracy = 0.5571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2384 - g_loss: 1.0132 - d_accuracy: 0.6503 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 1.0098 - d_accuracy: 0.6580Epoch 310: D Accuracy = 0.6643 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2395 - g_loss: 1.0068 - d_accuracy: 0.6582 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.0237 - d_accuracy: 0.6677Epoch 311: D Accuracy = 0.5643 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2264 - g_loss: 1.0248 - d_accuracy: 0.6641 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2400 - g_loss: 1.0083 - d_accuracy: 0.6585Epoch 312: D Accuracy = 0.7214 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2371 - g_loss: 1.0097 - d_accuracy: 0.6608 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 1.0246 - d_accuracy: 0.6665Epoch 313: D Accuracy = 0.7071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2202 - g_loss: 1.0253 - d_accuracy: 0.6680 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2261 - g_loss: 1.0210 - d_accuracy: 0.6684Epoch 314: D Accuracy = 0.6357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2278 - g_loss: 1.0164 - d_accuracy: 0.6672 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2277 - g_loss: 1.0270 - d_accuracy: 0.6658Epoch 315: D Accuracy = 0.6643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2252 - g_loss: 1.0286 - d_accuracy: 0.6658 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2422 - g_loss: 1.0076 - d_accuracy: 0.6525Epoch 316: D Accuracy = 0.6357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2421 - g_loss: 1.0080 - d_accuracy: 0.6519 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2290 - g_loss: 1.0226 - d_accuracy: 0.6589Epoch 317: D Accuracy = 0.7429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2255 - g_loss: 1.0259 - d_accuracy: 0.6619 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0217 - d_accuracy: 0.6680Epoch 318: D Accuracy = 0.5857 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2328 - g_loss: 1.0244 - d_accuracy: 0.6650 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 1.0183 - d_accuracy: 0.6572Epoch 319: D Accuracy = 0.6786 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2316 - g_loss: 1.0157 - d_accuracy: 0.6580 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2286 - g_loss: 1.0163 - d_accuracy: 0.6654Epoch 320: D Accuracy = 0.6429 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2299 - g_loss: 1.0105 - d_accuracy: 0.6646 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2272 - g_loss: 1.0286 - d_accuracy: 0.6574Epoch 321: D Accuracy = 0.6357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2259 - g_loss: 1.0338 - d_accuracy: 0.6566 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2350 - g_loss: 1.0152 - d_accuracy: 0.6592Epoch 322: D Accuracy = 0.6214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2373 - g_loss: 1.0117 - d_accuracy: 0.6578 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2375 - g_loss: 1.0142 - d_accuracy: 0.6629Epoch 323: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2372 - g_loss: 1.0131 - d_accuracy: 0.6643 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2259 - g_loss: 1.0224 - d_accuracy: 0.6736Epoch 324: D Accuracy = 0.5857 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2294 - g_loss: 1.0172 - d_accuracy: 0.6705 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 1.0224 - d_accuracy: 0.6550Epoch 325: D Accuracy = 0.6571 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2329 - g_loss: 1.0242 - d_accuracy: 0.6551 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2247 - g_loss: 1.0302 - d_accuracy: 0.6589Epoch 326: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2259 - g_loss: 1.0340 - d_accuracy: 0.6568 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2260 - g_loss: 1.0297 - d_accuracy: 0.6648Epoch 327: D Accuracy = 0.6143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2271 - g_loss: 1.0343 - d_accuracy: 0.6630 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 1.0178 - d_accuracy: 0.6623Epoch 328: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2306 - g_loss: 1.0129 - d_accuracy: 0.6616 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2299 - g_loss: 1.0238 - d_accuracy: 0.6613Epoch 329: D Accuracy = 0.6786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2296 - g_loss: 1.0217 - d_accuracy: 0.6619 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 1.0133 - d_accuracy: 0.6531Epoch 330: D Accuracy = 0.6571 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2355 - g_loss: 1.0098 - d_accuracy: 0.6532 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2308 - g_loss: 1.0172 - d_accuracy: 0.6614Epoch 331: D Accuracy = 0.6143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2318 - g_loss: 1.0154 - d_accuracy: 0.6597 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2283 - g_loss: 1.0269 - d_accuracy: 0.6691Epoch 332: D Accuracy = 0.6214 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2287 - g_loss: 1.0335 - d_accuracy: 0.6674 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2311 - g_loss: 1.0204 - d_accuracy: 0.6574Epoch 333: D Accuracy = 0.6143 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2312 - g_loss: 1.0230 - d_accuracy: 0.6559 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2155 - g_loss: 1.0290 - d_accuracy: 0.6722Epoch 334: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2164 - g_loss: 1.0306 - d_accuracy: 0.6699 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2191 - g_loss: 1.0299 - d_accuracy: 0.6732Epoch 335: D Accuracy = 0.6500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2178 - g_loss: 1.0357 - d_accuracy: 0.6724 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2011 - g_loss: 1.0422 - d_accuracy: 0.6769Epoch 336: D Accuracy = 0.7143 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2019 - g_loss: 1.0357 - d_accuracy: 0.6783 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2098 - g_loss: 1.0432 - d_accuracy: 0.6748Epoch 337: D Accuracy = 0.7429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2069 - g_loss: 1.0404 - d_accuracy: 0.6772 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2349 - g_loss: 1.0323 - d_accuracy: 0.6575Epoch 338: D Accuracy = 0.6857 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2350 - g_loss: 1.0313 - d_accuracy: 0.6585 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2356 - g_loss: 1.0183 - d_accuracy: 0.6579Epoch 339: D Accuracy = 0.6357 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2383 - g_loss: 1.0161 - d_accuracy: 0.6572 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2165 - g_loss: 1.0404 - d_accuracy: 0.6708Epoch 340: D Accuracy = 0.6714 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2157 - g_loss: 1.0447 - d_accuracy: 0.6709 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2115 - g_loss: 1.0370 - d_accuracy: 0.6766Epoch 341: D Accuracy = 0.7571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2079 - g_loss: 1.0406 - d_accuracy: 0.6795 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 1.0348 - d_accuracy: 0.6687Epoch 342: D Accuracy = 0.6714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2215 - g_loss: 1.0374 - d_accuracy: 0.6688 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2255 - g_loss: 1.0244 - d_accuracy: 0.6703Epoch 343: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2243 - g_loss: 1.0207 - d_accuracy: 0.6731 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0425 - d_accuracy: 0.6747Epoch 344: D Accuracy = 0.6929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2147 - g_loss: 1.0377 - d_accuracy: 0.6753 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.0426 - d_accuracy: 0.6660Epoch 345: D Accuracy = 0.7429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2171 - g_loss: 1.0452 - d_accuracy: 0.6687 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.0348 - d_accuracy: 0.6716Epoch 346: D Accuracy = 0.6286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2151 - g_loss: 1.0372 - d_accuracy: 0.6700 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2214 - g_loss: 1.0318 - d_accuracy: 0.6686Epoch 347: D Accuracy = 0.6857 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2192 - g_loss: 1.0359 - d_accuracy: 0.6692 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2092 - g_loss: 1.0422 - d_accuracy: 0.6780Epoch 348: D Accuracy = 0.6643 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2102 - g_loss: 1.0418 - d_accuracy: 0.6775 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2090 - g_loss: 1.0424 - d_accuracy: 0.6847Epoch 349: D Accuracy = 0.8000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2053 - g_loss: 1.0422 - d_accuracy: 0.6888 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2172 - g_loss: 1.0332 - d_accuracy: 0.6679Epoch 350: D Accuracy = 0.7214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2173 - g_loss: 1.0271 - d_accuracy: 0.6698 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2268 - g_loss: 1.0315 - d_accuracy: 0.6656Epoch 351: D Accuracy = 0.6500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2296 - g_loss: 1.0249 - d_accuracy: 0.6650 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2240 - g_loss: 1.0452 - d_accuracy: 0.6656Epoch 352: D Accuracy = 0.7286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2218 - g_loss: 1.0488 - d_accuracy: 0.6678 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2273 - g_loss: 1.0345 - d_accuracy: 0.6613Epoch 353: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2270 - g_loss: 1.0335 - d_accuracy: 0.6619 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2097 - g_loss: 1.0425 - d_accuracy: 0.6794Epoch 354: D Accuracy = 0.7500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2070 - g_loss: 1.0435 - d_accuracy: 0.6819 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2163 - g_loss: 1.0332 - d_accuracy: 0.6666Epoch 355: D Accuracy = 0.6857 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2155 - g_loss: 1.0311 - d_accuracy: 0.6673 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.0466 - d_accuracy: 0.6777Epoch 356: D Accuracy = 0.7286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2087 - g_loss: 1.0489 - d_accuracy: 0.6796 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.0388 - d_accuracy: 0.6714Epoch 357: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2102 - g_loss: 1.0338 - d_accuracy: 0.6717 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2170 - g_loss: 1.0437 - d_accuracy: 0.6675Epoch 358: D Accuracy = 0.7071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2158 - g_loss: 1.0407 - d_accuracy: 0.6690 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2066 - g_loss: 1.0488 - d_accuracy: 0.6839Epoch 359: D Accuracy = 0.6143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2088 - g_loss: 1.0504 - d_accuracy: 0.6814 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2218 - g_loss: 1.0315 - d_accuracy: 0.6676Epoch 360: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2194 - g_loss: 1.0332 - d_accuracy: 0.6700 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2132 - g_loss: 1.0449 - d_accuracy: 0.6735Epoch 361: D Accuracy = 0.6500 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2151 - g_loss: 1.0438 - d_accuracy: 0.6727 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2138 - g_loss: 1.0400 - d_accuracy: 0.6744Epoch 362: D Accuracy = 0.6500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2145 - g_loss: 1.0398 - d_accuracy: 0.6735 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2182 - g_loss: 1.0384 - d_accuracy: 0.6670Epoch 363: D Accuracy = 0.6643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2192 - g_loss: 1.0355 - d_accuracy: 0.6669
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2153 - g_loss: 1.0468 - d_accuracy: 0.6705Epoch 364: D Accuracy = 0.6357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2153 - g_loss: 1.0469 - d_accuracy: 0.6693 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2108 - g_loss: 1.0432 - d_accuracy: 0.6735Epoch 365: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2091 - g_loss: 1.0419 - d_accuracy: 0.6744 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2036 - g_loss: 1.0574 - d_accuracy: 0.6772Epoch 366: D Accuracy = 0.7643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1998 - g_loss: 1.0607 - d_accuracy: 0.6803 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2171 - g_loss: 1.0375 - d_accuracy: 0.6700Epoch 367: D Accuracy = 0.7429 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2157 - g_loss: 1.0339 - d_accuracy: 0.6726 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2108 - g_loss: 1.0525 - d_accuracy: 0.6771Epoch 368: D Accuracy = 0.6714 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2133 - g_loss: 1.0499 - d_accuracy: 0.6769 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2171 - g_loss: 1.0402 - d_accuracy: 0.6695Epoch 369: D Accuracy = 0.7786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2129 - g_loss: 1.0390 - d_accuracy: 0.6734 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2061 - g_loss: 1.0464 - d_accuracy: 0.6781Epoch 370: D Accuracy = 0.7071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2048 - g_loss: 1.0499 - d_accuracy: 0.6791 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2098 - g_loss: 1.0568 - d_accuracy: 0.6694Epoch 371: D Accuracy = 0.7143 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2077 - g_loss: 1.0576 - d_accuracy: 0.6710 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0496 - d_accuracy: 0.6706Epoch 372: D Accuracy = 0.6143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2127 - g_loss: 1.0484 - d_accuracy: 0.6686 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.0463 - d_accuracy: 0.6693Epoch 373: D Accuracy = 0.6214 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2178 - g_loss: 1.0480 - d_accuracy: 0.6676 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.0534 - d_accuracy: 0.6757Epoch 374: D Accuracy = 0.6786 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2074 - g_loss: 1.0545 - d_accuracy: 0.6758 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2103 - g_loss: 1.0502 - d_accuracy: 0.6738Epoch 375: D Accuracy = 0.6143 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2111 - g_loss: 1.0583 - d_accuracy: 0.6717 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2188 - g_loss: 1.0433 - d_accuracy: 0.6664Epoch 376: D Accuracy = 0.6286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2192 - g_loss: 1.0476 - d_accuracy: 0.6650 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2065 - g_loss: 1.0434 - d_accuracy: 0.6743Epoch 377: D Accuracy = 0.6214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2085 - g_loss: 1.0440 - d_accuracy: 0.6725 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2035 - g_loss: 1.0594 - d_accuracy: 0.6790Epoch 378: D Accuracy = 0.6500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2032 - g_loss: 1.0680 - d_accuracy: 0.6780 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2099 - g_loss: 1.0482 - d_accuracy: 0.6809Epoch 379: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2083 - g_loss: 1.0528 - d_accuracy: 0.6816 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2048 - g_loss: 1.0537 - d_accuracy: 0.6755Epoch 380: D Accuracy = 0.6214 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2091 - g_loss: 1.0509 - d_accuracy: 0.6736 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2073 - g_loss: 1.0513 - d_accuracy: 0.6765Epoch 381: D Accuracy = 0.6357 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2106 - g_loss: 1.0469 - d_accuracy: 0.6750 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2086 - g_loss: 1.0511 - d_accuracy: 0.6794Epoch 382: D Accuracy = 0.6714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2079 - g_loss: 1.0580 - d_accuracy: 0.6791 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1998 - g_loss: 1.0591 - d_accuracy: 0.6831Epoch 383: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1991 - g_loss: 1.0650 - d_accuracy: 0.6830 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2041 - g_loss: 1.0518 - d_accuracy: 0.6743Epoch 384: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2032 - g_loss: 1.0513 - d_accuracy: 0.6744 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2109 - g_loss: 1.0495 - d_accuracy: 0.6720Epoch 385: D Accuracy = 0.6714 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2128 - g_loss: 1.0466 - d_accuracy: 0.6720 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1953 - g_loss: 1.0642 - d_accuracy: 0.6852Epoch 386: D Accuracy = 0.5857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1989 - g_loss: 1.0612 - d_accuracy: 0.6816 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1976 - g_loss: 1.0679 - d_accuracy: 0.6824Epoch 387: D Accuracy = 0.6286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2002 - g_loss: 1.0689 - d_accuracy: 0.6805 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1877 - g_loss: 1.0639 - d_accuracy: 0.6887Epoch 388: D Accuracy = 0.6929 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1868 - g_loss: 1.0634 - d_accuracy: 0.6889 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2016 - g_loss: 1.0614 - d_accuracy: 0.6760Epoch 389: D Accuracy = 0.5929 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2051 - g_loss: 1.0586 - d_accuracy: 0.6731 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2069 - g_loss: 1.0641 - d_accuracy: 0.6712Epoch 390: D Accuracy = 0.6429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2077 - g_loss: 1.0630 - d_accuracy: 0.6702 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2070 - g_loss: 1.0520 - d_accuracy: 0.6762Epoch 391: D Accuracy = 0.7429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2044 - g_loss: 1.0504 - d_accuracy: 0.6786 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2119 - g_loss: 1.0501 - d_accuracy: 0.6721Epoch 392: D Accuracy = 0.6857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2110 - g_loss: 1.0541 - d_accuracy: 0.6726 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2069 - g_loss: 1.0550 - d_accuracy: 0.6720Epoch 393: D Accuracy = 0.6643 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2063 - g_loss: 1.0628 - d_accuracy: 0.6718 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2060 - g_loss: 1.0571 - d_accuracy: 0.6766Epoch 394: D Accuracy = 0.6929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2065 - g_loss: 1.0603 - d_accuracy: 0.6771 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.0674 - d_accuracy: 0.6812Epoch 395: D Accuracy = 0.5571 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2026 - g_loss: 1.0709 - d_accuracy: 0.6768
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.0556 - d_accuracy: 0.6825Epoch 396: D Accuracy = 0.7286 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1964 - g_loss: 1.0584 - d_accuracy: 0.6842 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2018 - g_loss: 1.0570 - d_accuracy: 0.6712Epoch 397: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1999 - g_loss: 1.0618 - d_accuracy: 0.6722 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1923 - g_loss: 1.0679 - d_accuracy: 0.6881Epoch 398: D Accuracy = 0.7357 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1912 - g_loss: 1.0691 - d_accuracy: 0.6898 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2049 - g_loss: 1.0574 - d_accuracy: 0.6792Epoch 399: D Accuracy = 0.5857 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2086 - g_loss: 1.0584 - d_accuracy: 0.6759 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2088 - g_loss: 1.0516 - d_accuracy: 0.6744 Class 2 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.6357 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2109 - g_loss: 1.0468 - d_accuracy: 0.6731 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0630 - d_accuracy: 0.6666Epoch 401: D Accuracy = 0.6786 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2106 - g_loss: 1.0575 - d_accuracy: 0.6671 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1992 - g_loss: 1.0705 - d_accuracy: 0.6802Epoch 402: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2017 - g_loss: 1.0736 - d_accuracy: 0.6773 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2013 - g_loss: 1.0553 - d_accuracy: 0.6746Epoch 403: D Accuracy = 0.7286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2000 - g_loss: 1.0547 - d_accuracy: 0.6765 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1922 - g_loss: 1.0762 - d_accuracy: 0.6825Epoch 404: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1920 - g_loss: 1.0832 - d_accuracy: 0.6816 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1903 - g_loss: 1.0653 - d_accuracy: 0.6856Epoch 405: D Accuracy = 0.6714 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1916 - g_loss: 1.0641 - d_accuracy: 0.6851 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1914 - g_loss: 1.0750 - d_accuracy: 0.6849Epoch 406: D Accuracy = 0.7071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1904 - g_loss: 1.0750 - d_accuracy: 0.6857 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.0748 - d_accuracy: 0.6810Epoch 407: D Accuracy = 0.6571 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1944 - g_loss: 1.0821 - d_accuracy: 0.6802 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1986 - g_loss: 1.0510 - d_accuracy: 0.6843Epoch 408: D Accuracy = 0.7071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1988 - g_loss: 1.0451 - d_accuracy: 0.6851 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1976 - g_loss: 1.0722 - d_accuracy: 0.6828Epoch 409: D Accuracy = 0.5929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2017 - g_loss: 1.0713 - d_accuracy: 0.6796 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1853 - g_loss: 1.0770 - d_accuracy: 0.6897Epoch 410: D Accuracy = 0.7071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1838 - g_loss: 1.0801 - d_accuracy: 0.6903 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1887 - g_loss: 1.0694 - d_accuracy: 0.6870Epoch 411: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1932 - g_loss: 1.0626 - d_accuracy: 0.6841 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1970 - g_loss: 1.0717 - d_accuracy: 0.6821Epoch 412: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1967 - g_loss: 1.0707 - d_accuracy: 0.6840 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1856 - g_loss: 1.0804 - d_accuracy: 0.6859Epoch 413: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1877 - g_loss: 1.0798 - d_accuracy: 0.6849 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1986 - g_loss: 1.0755 - d_accuracy: 0.6835Epoch 414: D Accuracy = 0.7071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1979 - g_loss: 1.0762 - d_accuracy: 0.6843 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1801 - g_loss: 1.0847 - d_accuracy: 0.6866Epoch 415: D Accuracy = 0.6714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1813 - g_loss: 1.0811 - d_accuracy: 0.6861 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1861 - g_loss: 1.0766 - d_accuracy: 0.6902Epoch 416: D Accuracy = 0.6286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1883 - g_loss: 1.0738 - d_accuracy: 0.6880 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1831 - g_loss: 1.0834 - d_accuracy: 0.6938Epoch 417: D Accuracy = 0.7143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1809 - g_loss: 1.0829 - d_accuracy: 0.6946 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1762 - g_loss: 1.0904 - d_accuracy: 0.6953Epoch 418: D Accuracy = 0.6143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1809 - g_loss: 1.0905 - d_accuracy: 0.6925 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1949 - g_loss: 1.0671 - d_accuracy: 0.6808Epoch 419: D Accuracy = 0.6286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1973 - g_loss: 1.0630 - d_accuracy: 0.6790 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1887 - g_loss: 1.0873 - d_accuracy: 0.6849Epoch 420: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1863 - g_loss: 1.0911 - d_accuracy: 0.6855 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2066 - g_loss: 1.0562 - d_accuracy: 0.6764Epoch 421: D Accuracy = 0.6500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2071 - g_loss: 1.0545 - d_accuracy: 0.6755 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1952 - g_loss: 1.0787 - d_accuracy: 0.6780Epoch 422: D Accuracy = 0.6071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1990 - g_loss: 1.0753 - d_accuracy: 0.6755 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1873 - g_loss: 1.0834 - d_accuracy: 0.6884Epoch 423: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1870 - g_loss: 1.0843 - d_accuracy: 0.6906 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1975 - g_loss: 1.0710 - d_accuracy: 0.6772Epoch 424: D Accuracy = 0.6786 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1979 - g_loss: 1.0684 - d_accuracy: 0.6772 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1793 - g_loss: 1.0831 - d_accuracy: 0.6900Epoch 425: D Accuracy = 0.6929 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1774 - g_loss: 1.0835 - d_accuracy: 0.6901 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1995 - g_loss: 1.0724 - d_accuracy: 0.6796Epoch 426: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2055 - g_loss: 1.0660 - d_accuracy: 0.6770 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1886 - g_loss: 1.0711 - d_accuracy: 0.6831Epoch 427: D Accuracy = 0.6429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1893 - g_loss: 1.0724 - d_accuracy: 0.6817 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1874 - g_loss: 1.0859 - d_accuracy: 0.6887Epoch 428: D Accuracy = 0.6500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1870 - g_loss: 1.0912 - d_accuracy: 0.6873 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1971 - g_loss: 1.0802 - d_accuracy: 0.6798Epoch 429: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2016 - g_loss: 1.0791 - d_accuracy: 0.6769 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1747 - g_loss: 1.0835 - d_accuracy: 0.6943Epoch 430: D Accuracy = 0.7429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1713 - g_loss: 1.0861 - d_accuracy: 0.6961 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1842 - g_loss: 1.0813 - d_accuracy: 0.6895Epoch 431: D Accuracy = 0.6714 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1855 - g_loss: 1.0822 - d_accuracy: 0.6889 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.0758 - d_accuracy: 0.6926Epoch 432: D Accuracy = 0.7286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1828 - g_loss: 1.0711 - d_accuracy: 0.6939 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1750 - g_loss: 1.0889 - d_accuracy: 0.6904Epoch 433: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1753 - g_loss: 1.0867 - d_accuracy: 0.6912 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.0908 - d_accuracy: 0.6847Epoch 434: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1920 - g_loss: 1.0941 - d_accuracy: 0.6817 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1809 - g_loss: 1.0800 - d_accuracy: 0.6925Epoch 435: D Accuracy = 0.7214 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1793 - g_loss: 1.0804 - d_accuracy: 0.6936 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1891 - g_loss: 1.0877 - d_accuracy: 0.6901Epoch 436: D Accuracy = 0.7214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1892 - g_loss: 1.0799 - d_accuracy: 0.6912 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1760 - g_loss: 1.0940 - d_accuracy: 0.6943Epoch 437: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1753 - g_loss: 1.1005 - d_accuracy: 0.6937 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1789 - g_loss: 1.0905 - d_accuracy: 0.6867Epoch 438: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1776 - g_loss: 1.1020 - d_accuracy: 0.6854 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1822 - g_loss: 1.0811 - d_accuracy: 0.6954Epoch 439: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1811 - g_loss: 1.0850 - d_accuracy: 0.6948 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1862 - g_loss: 1.0844 - d_accuracy: 0.6904Epoch 440: D Accuracy = 0.7071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1873 - g_loss: 1.0811 - d_accuracy: 0.6910 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1927 - g_loss: 1.0864 - d_accuracy: 0.6835Epoch 441: D Accuracy = 0.6571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1945 - g_loss: 1.0848 - d_accuracy: 0.6825 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1782 - g_loss: 1.0855 - d_accuracy: 0.6934Epoch 442: D Accuracy = 0.7286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1777 - g_loss: 1.0826 - d_accuracy: 0.6946 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1682 - g_loss: 1.0965 - d_accuracy: 0.7056Epoch 443: D Accuracy = 0.7786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1679 - g_loss: 1.0898 - d_accuracy: 0.7082 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1817 - g_loss: 1.0919 - d_accuracy: 0.6900Epoch 444: D Accuracy = 0.5643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1866 - g_loss: 1.0902 - d_accuracy: 0.6855 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1821 - g_loss: 1.0866 - d_accuracy: 0.6885Epoch 445: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1820 - g_loss: 1.0856 - d_accuracy: 0.6890 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1806 - g_loss: 1.1005 - d_accuracy: 0.6875Epoch 446: D Accuracy = 0.7071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1803 - g_loss: 1.0989 - d_accuracy: 0.6882 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1872 - g_loss: 1.0817 - d_accuracy: 0.6884Epoch 447: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1877 - g_loss: 1.0768 - d_accuracy: 0.6901 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1856 - g_loss: 1.0849 - d_accuracy: 0.6914Epoch 448: D Accuracy = 0.7214 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1846 - g_loss: 1.0849 - d_accuracy: 0.6924 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1907 - g_loss: 1.0811 - d_accuracy: 0.6882Epoch 449: D Accuracy = 0.7143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1914 - g_loss: 1.0763 - d_accuracy: 0.6891 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1789 - g_loss: 1.0923 - d_accuracy: 0.6897Epoch 450: D Accuracy = 0.6929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1786 - g_loss: 1.0886 - d_accuracy: 0.6898 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1796 - g_loss: 1.0934 - d_accuracy: 0.6900Epoch 451: D Accuracy = 0.7071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1782 - g_loss: 1.0929 - d_accuracy: 0.6906 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1691 - g_loss: 1.1018 - d_accuracy: 0.7099Epoch 452: D Accuracy = 0.7571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1683 - g_loss: 1.1013 - d_accuracy: 0.7116 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1630 - g_loss: 1.1078 - d_accuracy: 0.7016Epoch 453: D Accuracy = 0.7214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1623 - g_loss: 1.1079 - d_accuracy: 0.7023 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1769 - g_loss: 1.1136 - d_accuracy: 0.6943Epoch 454: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1764 - g_loss: 1.1195 - d_accuracy: 0.6950 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1843 - g_loss: 1.0894 - d_accuracy: 0.6845Epoch 455: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1809 - g_loss: 1.0961 - d_accuracy: 0.6868 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1737 - g_loss: 1.0872 - d_accuracy: 0.6959Epoch 456: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1714 - g_loss: 1.0864 - d_accuracy: 0.6978 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1584 - g_loss: 1.1113 - d_accuracy: 0.7097Epoch 457: D Accuracy = 0.7286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1592 - g_loss: 1.1082 - d_accuracy: 0.7104 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1792 - g_loss: 1.0884 - d_accuracy: 0.6985Epoch 458: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1796 - g_loss: 1.0834 - d_accuracy: 0.7003 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1672 - g_loss: 1.1146 - d_accuracy: 0.7007Epoch 459: D Accuracy = 0.7714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1644 - g_loss: 1.1149 - d_accuracy: 0.7033 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1760 - g_loss: 1.0951 - d_accuracy: 0.6993Epoch 460: D Accuracy = 0.7214 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1761 - g_loss: 1.0910 - d_accuracy: 0.7001 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1745 - g_loss: 1.1029 - d_accuracy: 0.6958Epoch 461: D Accuracy = 0.6643 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1770 - g_loss: 1.0974 - d_accuracy: 0.6946 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1708 - g_loss: 1.1024 - d_accuracy: 0.7001Epoch 462: D Accuracy = 0.6571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1731 - g_loss: 1.1022 - d_accuracy: 0.6986 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1818 - g_loss: 1.1029 - d_accuracy: 0.6937Epoch 463: D Accuracy = 0.6857 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1825 - g_loss: 1.1088 - d_accuracy: 0.6934
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1717 - g_loss: 1.1042 - d_accuracy: 0.6917Epoch 464: D Accuracy = 0.7143 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1676 - g_loss: 1.1141 - d_accuracy: 0.6925 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1694 - g_loss: 1.0993 - d_accuracy: 0.6958Epoch 465: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1697 - g_loss: 1.0970 - d_accuracy: 0.6952 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1740 - g_loss: 1.1015 - d_accuracy: 0.6935Epoch 466: D Accuracy = 0.7714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1706 - g_loss: 1.1022 - d_accuracy: 0.6963 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1721 - g_loss: 1.1010 - d_accuracy: 0.6932Epoch 467: D Accuracy = 0.6357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1753 - g_loss: 1.0964 - d_accuracy: 0.6912 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1689 - g_loss: 1.1059 - d_accuracy: 0.7052Epoch 468: D Accuracy = 0.6143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1710 - g_loss: 1.1090 - d_accuracy: 0.7019 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1725 - g_loss: 1.1038 - d_accuracy: 0.6958Epoch 469: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1720 - g_loss: 1.1004 - d_accuracy: 0.6972 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1715 - g_loss: 1.1150 - d_accuracy: 0.6973Epoch 470: D Accuracy = 0.7571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1679 - g_loss: 1.1178 - d_accuracy: 0.6994 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1635 - g_loss: 1.1080 - d_accuracy: 0.7056Epoch 471: D Accuracy = 0.6643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1649 - g_loss: 1.1058 - d_accuracy: 0.7041 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1497 - g_loss: 1.1201 - d_accuracy: 0.7094Epoch 472: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1507 - g_loss: 1.1252 - d_accuracy: 0.7073 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1631 - g_loss: 1.1079 - d_accuracy: 0.7055Epoch 473: D Accuracy = 0.6571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1644 - g_loss: 1.1058 - d_accuracy: 0.7037 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.1061 - d_accuracy: 0.6881Epoch 474: D Accuracy = 0.6929 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1777 - g_loss: 1.1119 - d_accuracy: 0.6883 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1709 - g_loss: 1.1054 - d_accuracy: 0.6942Epoch 475: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1691 - g_loss: 1.1038 - d_accuracy: 0.6961 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1591 - g_loss: 1.1108 - d_accuracy: 0.7129Epoch 476: D Accuracy = 0.7786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1577 - g_loss: 1.1092 - d_accuracy: 0.7152 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1673 - g_loss: 1.1100 - d_accuracy: 0.6976Epoch 477: D Accuracy = 0.6643 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1690 - g_loss: 1.1102 - d_accuracy: 0.6964 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1764 - g_loss: 1.0927 - d_accuracy: 0.6912Epoch 478: D Accuracy = 0.7571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1739 - g_loss: 1.0893 - d_accuracy: 0.6936 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1735 - g_loss: 1.1133 - d_accuracy: 0.6927Epoch 479: D Accuracy = 0.7429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1719 - g_loss: 1.1102 - d_accuracy: 0.6945 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1734 - g_loss: 1.1139 - d_accuracy: 0.6855Epoch 480: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1705 - g_loss: 1.1200 - d_accuracy: 0.6878 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.1091 - d_accuracy: 0.7049Epoch 481: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1662 - g_loss: 1.1116 - d_accuracy: 0.7047 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1703 - g_loss: 1.1017 - d_accuracy: 0.6994Epoch 482: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1726 - g_loss: 1.0956 - d_accuracy: 0.6977 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1665 - g_loss: 1.1149 - d_accuracy: 0.7032Epoch 483: D Accuracy = 0.6571 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1679 - g_loss: 1.1119 - d_accuracy: 0.7015 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1707 - g_loss: 1.1148 - d_accuracy: 0.6968Epoch 484: D Accuracy = 0.6929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1705 - g_loss: 1.1126 - d_accuracy: 0.6967 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1795 - g_loss: 1.0978 - d_accuracy: 0.6911Epoch 485: D Accuracy = 0.6571 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1809 - g_loss: 1.0931 - d_accuracy: 0.6899 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.1045 - d_accuracy: 0.6981Epoch 486: D Accuracy = 0.7357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1641 - g_loss: 1.1071 - d_accuracy: 0.6995 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1756 - g_loss: 1.1105 - d_accuracy: 0.6960Epoch 487: D Accuracy = 0.7214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1755 - g_loss: 1.1088 - d_accuracy: 0.6969 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1640 - g_loss: 1.1015 - d_accuracy: 0.7075Epoch 488: D Accuracy = 0.7286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1633 - g_loss: 1.1021 - d_accuracy: 0.7083 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1674 - g_loss: 1.1170 - d_accuracy: 0.7013Epoch 489: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1655 - g_loss: 1.1195 - d_accuracy: 0.7012 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1613 - g_loss: 1.1336 - d_accuracy: 0.7041Epoch 490: D Accuracy = 0.7286 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1593 - g_loss: 1.1396 - d_accuracy: 0.7049 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1556 - g_loss: 1.1220 - d_accuracy: 0.7075Epoch 491: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1549 - g_loss: 1.1232 - d_accuracy: 0.7072 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1568 - g_loss: 1.1331 - d_accuracy: 0.6991Epoch 492: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1574 - g_loss: 1.1400 - d_accuracy: 0.6974 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1605 - g_loss: 1.1095 - d_accuracy: 0.7038Epoch 493: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1619 - g_loss: 1.1080 - d_accuracy: 0.7018 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1644 - g_loss: 1.1148 - d_accuracy: 0.7022Epoch 494: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1659 - g_loss: 1.1122 - d_accuracy: 0.7014 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1381 - g_loss: 1.1302 - d_accuracy: 0.7238Epoch 495: D Accuracy = 0.7929 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1360 - g_loss: 1.1302 - d_accuracy: 0.7263
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1600 - g_loss: 1.1244 - d_accuracy: 0.7038Epoch 496: D Accuracy = 0.7571 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1583 - g_loss: 1.1216 - d_accuracy: 0.7057 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1679 - g_loss: 1.1160 - d_accuracy: 0.6993Epoch 497: D Accuracy = 0.7214 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1674 - g_loss: 1.1136 - d_accuracy: 0.7001 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1655 - g_loss: 1.1167 - d_accuracy: 0.7032Epoch 498: D Accuracy = 0.8000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1620 - g_loss: 1.1196 - d_accuracy: 0.7067 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1589 - g_loss: 1.1220 - d_accuracy: 0.7061Epoch 499: D Accuracy = 0.7286 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1592 - g_loss: 1.1214 - d_accuracy: 0.7069 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1539 - g_loss: 1.1385 - d_accuracy: 0.7088 Class 2 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.6071 27/27 [==============================] - 1s 48ms/step - d_loss: 1.1564 - g_loss: 1.1519 - d_accuracy: 0.7052 Training DCGAN for class 3... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.4827 - g_loss: 1.1325 - d_accuracy: 0.5617WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0167s vs `on_train_batch_end` time: 0.0187s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.0844 - g_loss: 1.3002 - d_accuracy: 0.7607 Epoch 1: Generator loss improved from inf to 1.6538. Saving weights. Epoch 1: D Accuracy = 0.8211 27/27 [==============================] - 2s 36ms/step - d_loss: 1.0776 - g_loss: 1.3128 - d_accuracy: 0.7629 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1493 - g_loss: 1.3162 - d_accuracy: 0.7449 Epoch 2: Generator loss improved from 1.6538 to 1.2958. Saving weights. Epoch 2: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1506 - g_loss: 1.3155 - d_accuracy: 0.7434 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0766 - g_loss: 1.3651 - d_accuracy: 0.7658Epoch 3: D Accuracy = 0.7615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0755 - g_loss: 1.3719 - d_accuracy: 0.7656 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8992 - g_loss: 1.5744 - d_accuracy: 0.8405Epoch 4: D Accuracy = 0.8899 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8945 - g_loss: 1.5815 - d_accuracy: 0.8423 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0331 - g_loss: 1.5965 - d_accuracy: 0.7796 Epoch 5: Generator loss improved from 1.2958 to 0.7867. Saving weights. Epoch 5: D Accuracy = 0.4954 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0571 - g_loss: 1.5676 - d_accuracy: 0.7695 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.5270 - g_loss: 0.9487 - d_accuracy: 0.5313Epoch 6: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.5236 - g_loss: 0.9473 - d_accuracy: 0.5327 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4374 - g_loss: 0.9201 - d_accuracy: 0.5456Epoch 7: D Accuracy = 0.5138 27/27 [==============================] - 1s 35ms/step - d_loss: 1.4380 - g_loss: 0.9178 - d_accuracy: 0.5445 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4188 - g_loss: 0.8948 - d_accuracy: 0.5423Epoch 8: D Accuracy = 0.5413 27/27 [==============================] - 1s 37ms/step - d_loss: 1.4191 - g_loss: 0.8951 - d_accuracy: 0.5423 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3812 - g_loss: 0.8939 - d_accuracy: 0.5580Epoch 9: D Accuracy = 0.5505 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3802 - g_loss: 0.8927 - d_accuracy: 0.5577 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3701 - g_loss: 0.8809 - d_accuracy: 0.5556Epoch 10: D Accuracy = 0.5826 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3686 - g_loss: 0.8813 - d_accuracy: 0.5565 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3595 - g_loss: 0.8771 - d_accuracy: 0.5637Epoch 11: D Accuracy = 0.6193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3577 - g_loss: 0.8778 - d_accuracy: 0.5657 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3617 - g_loss: 0.8699 - d_accuracy: 0.5665Epoch 12: D Accuracy = 0.5917 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3615 - g_loss: 0.8696 - d_accuracy: 0.5674 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3569 - g_loss: 0.8728 - d_accuracy: 0.5662Epoch 13: D Accuracy = 0.5917 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3557 - g_loss: 0.8734 - d_accuracy: 0.5671 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3566 - g_loss: 0.8698 - d_accuracy: 0.5680Epoch 14: D Accuracy = 0.5780 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3568 - g_loss: 0.8690 - d_accuracy: 0.5683 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3546 - g_loss: 0.8668 - d_accuracy: 0.5634Epoch 15: D Accuracy = 0.5275 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3544 - g_loss: 0.8665 - d_accuracy: 0.5621 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3498 - g_loss: 0.8680 - d_accuracy: 0.5702Epoch 16: D Accuracy = 0.6193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3485 - g_loss: 0.8708 - d_accuracy: 0.5720 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3416 - g_loss: 0.8674 - d_accuracy: 0.5702Epoch 17: D Accuracy = 0.5826 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3410 - g_loss: 0.8671 - d_accuracy: 0.5706 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3457 - g_loss: 0.8640 - d_accuracy: 0.5652Epoch 18: D Accuracy = 0.5092 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3464 - g_loss: 0.8637 - d_accuracy: 0.5632 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3309 - g_loss: 0.8763 - d_accuracy: 0.5808Epoch 19: D Accuracy = 0.5963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3301 - g_loss: 0.8778 - d_accuracy: 0.5814 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3346 - g_loss: 0.8743 - d_accuracy: 0.5860Epoch 20: D Accuracy = 0.6376 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3331 - g_loss: 0.8750 - d_accuracy: 0.5878 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3282 - g_loss: 0.8813 - d_accuracy: 0.5860Epoch 21: D Accuracy = 0.5963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3282 - g_loss: 0.8794 - d_accuracy: 0.5864 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8921 - d_accuracy: 0.5976Epoch 22: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3202 - g_loss: 0.8912 - d_accuracy: 0.5966 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3144 - g_loss: 0.8962 - d_accuracy: 0.6056Epoch 23: D Accuracy = 0.5780 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3147 - g_loss: 0.8976 - d_accuracy: 0.6046 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3218 - g_loss: 0.8995 - d_accuracy: 0.5958Epoch 24: D Accuracy = 0.5872 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3222 - g_loss: 0.9010 - d_accuracy: 0.5955 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.9030 - d_accuracy: 0.5999Epoch 25: D Accuracy = 0.6101 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3122 - g_loss: 0.9053 - d_accuracy: 0.6002 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.8982 - d_accuracy: 0.5917Epoch 26: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3162 - g_loss: 0.8991 - d_accuracy: 0.5930 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3123 - g_loss: 0.9055 - d_accuracy: 0.6040Epoch 27: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3114 - g_loss: 0.9064 - d_accuracy: 0.6049 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3184 - g_loss: 0.8983 - d_accuracy: 0.5987Epoch 28: D Accuracy = 0.6193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3174 - g_loss: 0.8980 - d_accuracy: 0.5995 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3191 - g_loss: 0.9033 - d_accuracy: 0.6028Epoch 29: D Accuracy = 0.5963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3194 - g_loss: 0.9045 - d_accuracy: 0.6026 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.9036 - d_accuracy: 0.5997Epoch 30: D Accuracy = 0.5872 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3183 - g_loss: 0.9019 - d_accuracy: 0.5993
Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9068 - d_accuracy: 0.5948Epoch 31: D Accuracy = 0.6055 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3159 - g_loss: 0.9041 - d_accuracy: 0.5951 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3124 - g_loss: 0.9080 - d_accuracy: 0.5991Epoch 32: D Accuracy = 0.6881 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3082 - g_loss: 0.9106 - d_accuracy: 0.6023 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3130 - g_loss: 0.9034 - d_accuracy: 0.6063Epoch 33: D Accuracy = 0.5963 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3125 - g_loss: 0.9053 - d_accuracy: 0.6059 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3059 - g_loss: 0.9130 - d_accuracy: 0.6063Epoch 34: D Accuracy = 0.5459 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3071 - g_loss: 0.9114 - d_accuracy: 0.6041 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3142 - g_loss: 0.9068 - d_accuracy: 0.6012Epoch 35: D Accuracy = 0.5872 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3154 - g_loss: 0.9062 - d_accuracy: 0.6007 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9124 - d_accuracy: 0.6110Epoch 36: D Accuracy = 0.5826 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3082 - g_loss: 0.9118 - d_accuracy: 0.6100 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.9121 - d_accuracy: 0.6022Epoch 37: D Accuracy = 0.6147 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3173 - g_loss: 0.9095 - d_accuracy: 0.6026 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.9064 - d_accuracy: 0.6000Epoch 38: D Accuracy = 0.5872 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3180 - g_loss: 0.9083 - d_accuracy: 0.5996 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3031 - g_loss: 0.9169 - d_accuracy: 0.6178Epoch 39: D Accuracy = 0.5550 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3042 - g_loss: 0.9195 - d_accuracy: 0.6155 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9096 - d_accuracy: 0.6038Epoch 40: D Accuracy = 0.6239 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3090 - g_loss: 0.9106 - d_accuracy: 0.6045 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2982 - g_loss: 0.9211 - d_accuracy: 0.6147Epoch 41: D Accuracy = 0.5826 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2993 - g_loss: 0.9200 - d_accuracy: 0.6136 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3120 - g_loss: 0.9122 - d_accuracy: 0.6085Epoch 42: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3123 - g_loss: 0.9091 - d_accuracy: 0.6092 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3050 - g_loss: 0.9205 - d_accuracy: 0.6099Epoch 43: D Accuracy = 0.6239 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3050 - g_loss: 0.9212 - d_accuracy: 0.6104 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.9100 - d_accuracy: 0.6122Epoch 44: D Accuracy = 0.6147 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3138 - g_loss: 0.9090 - d_accuracy: 0.6123 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3066 - g_loss: 0.9142 - d_accuracy: 0.6033Epoch 45: D Accuracy = 0.6101 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3059 - g_loss: 0.9151 - d_accuracy: 0.6036 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3082 - g_loss: 0.9114 - d_accuracy: 0.6122Epoch 46: D Accuracy = 0.5917 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3085 - g_loss: 0.9100 - d_accuracy: 0.6115 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3089 - g_loss: 0.9183 - d_accuracy: 0.6038Epoch 47: D Accuracy = 0.5688 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3102 - g_loss: 0.9192 - d_accuracy: 0.6026 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3135 - g_loss: 0.9087 - d_accuracy: 0.6031Epoch 48: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3134 - g_loss: 0.9086 - d_accuracy: 0.6040 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9178 - d_accuracy: 0.6121Epoch 49: D Accuracy = 0.6468 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3034 - g_loss: 0.9195 - d_accuracy: 0.6133 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9164 - d_accuracy: 0.5987Epoch 50: D Accuracy = 0.6193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3100 - g_loss: 0.9165 - d_accuracy: 0.5995 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3155 - g_loss: 0.9111 - d_accuracy: 0.5965Epoch 51: D Accuracy = 0.6009 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3162 - g_loss: 0.9117 - d_accuracy: 0.5966 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.9073 - d_accuracy: 0.5960Epoch 52: D Accuracy = 0.5688 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3168 - g_loss: 0.9069 - d_accuracy: 0.5950 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.9084 - d_accuracy: 0.6062Epoch 53: D Accuracy = 0.6514 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3112 - g_loss: 0.9070 - d_accuracy: 0.6078 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.9062 - d_accuracy: 0.5993Epoch 54: D Accuracy = 0.5872 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3165 - g_loss: 0.9048 - d_accuracy: 0.5989 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.9070 - d_accuracy: 0.5983Epoch 55: D Accuracy = 0.5963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3122 - g_loss: 0.9072 - d_accuracy: 0.5983 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3139 - g_loss: 0.9060 - d_accuracy: 0.6068Epoch 56: D Accuracy = 0.5872 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3151 - g_loss: 0.9047 - d_accuracy: 0.6061 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.9055 - d_accuracy: 0.6027Epoch 57: D Accuracy = 0.5826 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3152 - g_loss: 0.9064 - d_accuracy: 0.6020 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.9032 - d_accuracy: 0.5999Epoch 58: D Accuracy = 0.6468 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3190 - g_loss: 0.9010 - d_accuracy: 0.6016 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3223 - g_loss: 0.8956 - d_accuracy: 0.5952Epoch 59: D Accuracy = 0.6330 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3219 - g_loss: 0.8946 - d_accuracy: 0.5966 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.8990 - d_accuracy: 0.5976Epoch 60: D Accuracy = 0.5367 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3202 - g_loss: 0.8978 - d_accuracy: 0.5954 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.8979 - d_accuracy: 0.5953Epoch 61: D Accuracy = 0.5642 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3227 - g_loss: 0.8977 - d_accuracy: 0.5942 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9084 - d_accuracy: 0.6088Epoch 62: D Accuracy = 0.5505 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3118 - g_loss: 0.9081 - d_accuracy: 0.6067 Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3280 - g_loss: 0.8876 - d_accuracy: 0.5955Epoch 63: D Accuracy = 0.5826 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3290 - g_loss: 0.8860 - d_accuracy: 0.5950 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8900 - d_accuracy: 0.5898Epoch 64: D Accuracy = 0.6239 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3275 - g_loss: 0.8907 - d_accuracy: 0.5910 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8966 - d_accuracy: 0.5994Epoch 65: D Accuracy = 0.5872 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3181 - g_loss: 0.8957 - d_accuracy: 0.5990 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8949 - d_accuracy: 0.5893Epoch 66: D Accuracy = 0.5596 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3217 - g_loss: 0.8945 - d_accuracy: 0.5882 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3240 - g_loss: 0.8878 - d_accuracy: 0.5912Epoch 67: D Accuracy = 0.5872 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3232 - g_loss: 0.8866 - d_accuracy: 0.5910 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3188 - g_loss: 0.9016 - d_accuracy: 0.5957Epoch 68: D Accuracy = 0.5826 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3195 - g_loss: 0.9014 - d_accuracy: 0.5952 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3202 - g_loss: 0.8969 - d_accuracy: 0.5966Epoch 69: D Accuracy = 0.5642 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3218 - g_loss: 0.8936 - d_accuracy: 0.5954 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3261 - g_loss: 0.8905 - d_accuracy: 0.5856Epoch 70: D Accuracy = 0.5734 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3263 - g_loss: 0.8921 - d_accuracy: 0.5852 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8894 - d_accuracy: 0.5913Epoch 71: D Accuracy = 0.6422 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3213 - g_loss: 0.8912 - d_accuracy: 0.5932 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8867 - d_accuracy: 0.5839Epoch 72: D Accuracy = 0.5963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3277 - g_loss: 0.8856 - d_accuracy: 0.5843 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.8856 - d_accuracy: 0.5875Epoch 73: D Accuracy = 0.6468 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3290 - g_loss: 0.8852 - d_accuracy: 0.5896 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8912 - d_accuracy: 0.5868Epoch 74: D Accuracy = 0.5505 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3248 - g_loss: 0.8923 - d_accuracy: 0.5855 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8801 - d_accuracy: 0.5854Epoch 75: D Accuracy = 0.5780 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3339 - g_loss: 0.8785 - d_accuracy: 0.5851 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3350 - g_loss: 0.8854 - d_accuracy: 0.5846Epoch 76: D Accuracy = 0.6284 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3345 - g_loss: 0.8870 - d_accuracy: 0.5862 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3326 - g_loss: 0.8855 - d_accuracy: 0.5862Epoch 77: D Accuracy = 0.5550 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3338 - g_loss: 0.8855 - d_accuracy: 0.5851 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8797 - d_accuracy: 0.5807Epoch 78: D Accuracy = 0.6330 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3327 - g_loss: 0.8791 - d_accuracy: 0.5826 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8877 - d_accuracy: 0.5875Epoch 79: D Accuracy = 0.5505 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3282 - g_loss: 0.8882 - d_accuracy: 0.5862 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3319 - g_loss: 0.8833 - d_accuracy: 0.5857Epoch 80: D Accuracy = 0.6376 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3308 - g_loss: 0.8827 - d_accuracy: 0.5875 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8787 - d_accuracy: 0.5797Epoch 81: D Accuracy = 0.6009 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3332 - g_loss: 0.8783 - d_accuracy: 0.5805 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3331 - g_loss: 0.8809 - d_accuracy: 0.5773 Epoch 82: Generator loss improved from 0.7867 to 0.7820. Saving weights. Epoch 82: D Accuracy = 0.5367 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3347 - g_loss: 0.8774 - d_accuracy: 0.5759 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8796 - d_accuracy: 0.5739Epoch 83: D Accuracy = 0.5963 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3368 - g_loss: 0.8784 - d_accuracy: 0.5747 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3381 - g_loss: 0.8739 - d_accuracy: 0.5746Epoch 84: D Accuracy = 0.5734 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3372 - g_loss: 0.8744 - d_accuracy: 0.5746 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3285 - g_loss: 0.8807 - d_accuracy: 0.5873Epoch 85: D Accuracy = 0.6239 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3283 - g_loss: 0.8806 - d_accuracy: 0.5886 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.8764 - d_accuracy: 0.5764Epoch 86: D Accuracy = 0.5596 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3354 - g_loss: 0.8794 - d_accuracy: 0.5758 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3377 - g_loss: 0.8726 - d_accuracy: 0.5746Epoch 87: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3376 - g_loss: 0.8712 - d_accuracy: 0.5744 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3428 - g_loss: 0.8693 - d_accuracy: 0.5646Epoch 88: D Accuracy = 0.5046 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3443 - g_loss: 0.8674 - d_accuracy: 0.5624 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3429 - g_loss: 0.8705 - d_accuracy: 0.5703Epoch 89: D Accuracy = 0.5963 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3428 - g_loss: 0.8687 - d_accuracy: 0.5712 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8733 - d_accuracy: 0.5741Epoch 90: D Accuracy = 0.5642 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3399 - g_loss: 0.8755 - d_accuracy: 0.5738 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8703 - d_accuracy: 0.5693Epoch 91: D Accuracy = 0.5505 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3378 - g_loss: 0.8700 - d_accuracy: 0.5686 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3438 - g_loss: 0.8718 - d_accuracy: 0.5714Epoch 92: D Accuracy = 0.6376 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3424 - g_loss: 0.8736 - d_accuracy: 0.5737 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3464 - g_loss: 0.8642 - d_accuracy: 0.5653Epoch 93: D Accuracy = 0.5963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3455 - g_loss: 0.8642 - d_accuracy: 0.5665 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8605 - d_accuracy: 0.5645Epoch 94: D Accuracy = 0.5963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3484 - g_loss: 0.8604 - d_accuracy: 0.5656
Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3412 - g_loss: 0.8661 - d_accuracy: 0.5649Epoch 95: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3415 - g_loss: 0.8650 - d_accuracy: 0.5650 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3441 - g_loss: 0.8708 - d_accuracy: 0.5649Epoch 96: D Accuracy = 0.4908 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3458 - g_loss: 0.8698 - d_accuracy: 0.5623 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8675 - d_accuracy: 0.5708Epoch 97: D Accuracy = 0.6330 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3378 - g_loss: 0.8664 - d_accuracy: 0.5730 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.8663 - d_accuracy: 0.5735Epoch 98: D Accuracy = 0.6147 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3387 - g_loss: 0.8646 - d_accuracy: 0.5750 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3510 - g_loss: 0.8638 - d_accuracy: 0.5589Epoch 99: D Accuracy = 0.5367 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3527 - g_loss: 0.8649 - d_accuracy: 0.5581 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8618 - d_accuracy: 0.5653 Class 3 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.5183 27/27 [==============================] - 1s 42ms/step - d_loss: 1.3486 - g_loss: 0.8609 - d_accuracy: 0.5637 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3460 - g_loss: 0.8620 - d_accuracy: 0.5705Epoch 101: D Accuracy = 0.5780 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3452 - g_loss: 0.8616 - d_accuracy: 0.5707 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3503 - g_loss: 0.8589 - d_accuracy: 0.5586Epoch 102: D Accuracy = 0.5550 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3501 - g_loss: 0.8596 - d_accuracy: 0.5585 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3489 - g_loss: 0.8593 - d_accuracy: 0.5655Epoch 103: D Accuracy = 0.5275 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3493 - g_loss: 0.8590 - d_accuracy: 0.5642 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3491 - g_loss: 0.8568 - d_accuracy: 0.5659Epoch 104: D Accuracy = 0.4817 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3509 - g_loss: 0.8553 - d_accuracy: 0.5629 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8604 - d_accuracy: 0.5631Epoch 105: D Accuracy = 0.6009 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3472 - g_loss: 0.8601 - d_accuracy: 0.5644 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3490 - g_loss: 0.8578 - d_accuracy: 0.5664Epoch 106: D Accuracy = 0.5550 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3491 - g_loss: 0.8579 - d_accuracy: 0.5660 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3542 - g_loss: 0.8558 - d_accuracy: 0.5557Epoch 107: D Accuracy = 0.5321 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3550 - g_loss: 0.8560 - d_accuracy: 0.5549 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3453 - g_loss: 0.8589 - d_accuracy: 0.5679Epoch 108: D Accuracy = 0.6147 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3446 - g_loss: 0.8587 - d_accuracy: 0.5696 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8580 - d_accuracy: 0.5539Epoch 109: D Accuracy = 0.5321 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3501 - g_loss: 0.8560 - d_accuracy: 0.5531 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3462 - g_loss: 0.8587 - d_accuracy: 0.5602Epoch 110: D Accuracy = 0.5505 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3467 - g_loss: 0.8572 - d_accuracy: 0.5598 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3454 - g_loss: 0.8600 - d_accuracy: 0.5654Epoch 111: D Accuracy = 0.5734 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3449 - g_loss: 0.8616 - d_accuracy: 0.5656 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3529 - g_loss: 0.8532 - d_accuracy: 0.5533Epoch 112: D Accuracy = 0.5963 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3516 - g_loss: 0.8530 - d_accuracy: 0.5549 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3487 - g_loss: 0.8614 - d_accuracy: 0.5637Epoch 113: D Accuracy = 0.5413 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3488 - g_loss: 0.8611 - d_accuracy: 0.5629 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3444 - g_loss: 0.8598 - d_accuracy: 0.5681Epoch 114: D Accuracy = 0.5734 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3443 - g_loss: 0.8589 - d_accuracy: 0.5683 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3474 - g_loss: 0.8593 - d_accuracy: 0.5529Epoch 115: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3464 - g_loss: 0.8602 - d_accuracy: 0.5535 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3479 - g_loss: 0.8550 - d_accuracy: 0.5607Epoch 116: D Accuracy = 0.5459 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3478 - g_loss: 0.8565 - d_accuracy: 0.5602 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3470 - g_loss: 0.8605 - d_accuracy: 0.5612Epoch 117: D Accuracy = 0.5505 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3470 - g_loss: 0.8627 - d_accuracy: 0.5608 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3469 - g_loss: 0.8518 - d_accuracy: 0.5623 Epoch 118: Generator loss improved from 0.7820 to 0.7705. Saving weights. Epoch 118: D Accuracy = 0.5459 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3473 - g_loss: 0.8489 - d_accuracy: 0.5617 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3504 - g_loss: 0.8573 - d_accuracy: 0.5579Epoch 119: D Accuracy = 0.5229 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3510 - g_loss: 0.8562 - d_accuracy: 0.5566 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8565 - d_accuracy: 0.5530Epoch 120: D Accuracy = 0.5688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3486 - g_loss: 0.8593 - d_accuracy: 0.5536 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3532 - g_loss: 0.8522 - d_accuracy: 0.5496Epoch 121: D Accuracy = 0.5413 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3529 - g_loss: 0.8530 - d_accuracy: 0.5493 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3518 - g_loss: 0.8512 - d_accuracy: 0.5530Epoch 122: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3521 - g_loss: 0.8507 - d_accuracy: 0.5530 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3468 - g_loss: 0.8554 - d_accuracy: 0.5583Epoch 123: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3461 - g_loss: 0.8558 - d_accuracy: 0.5582 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3441 - g_loss: 0.8587 - d_accuracy: 0.5584Epoch 124: D Accuracy = 0.5780 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3442 - g_loss: 0.8598 - d_accuracy: 0.5591 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3537 - g_loss: 0.8483 - d_accuracy: 0.5552Epoch 125: D Accuracy = 0.5688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3532 - g_loss: 0.8490 - d_accuracy: 0.5557 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3424 - g_loss: 0.8595 - d_accuracy: 0.5663Epoch 126: D Accuracy = 0.5780 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3413 - g_loss: 0.8597 - d_accuracy: 0.5667 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3507 - g_loss: 0.8542 - d_accuracy: 0.5592Epoch 127: D Accuracy = 0.5000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3520 - g_loss: 0.8547 - d_accuracy: 0.5571 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3457 - g_loss: 0.8545 - d_accuracy: 0.5615Epoch 128: D Accuracy = 0.5780 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3458 - g_loss: 0.8551 - d_accuracy: 0.5621 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3525 - g_loss: 0.8535 - d_accuracy: 0.5510Epoch 129: D Accuracy = 0.5413 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3538 - g_loss: 0.8520 - d_accuracy: 0.5507 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3494 - g_loss: 0.8568 - d_accuracy: 0.5611Epoch 130: D Accuracy = 0.5642 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3495 - g_loss: 0.8569 - d_accuracy: 0.5612 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3508 - g_loss: 0.8544 - d_accuracy: 0.5541Epoch 131: D Accuracy = 0.5780 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3502 - g_loss: 0.8559 - d_accuracy: 0.5550 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3502 - g_loss: 0.8511 - d_accuracy: 0.5490Epoch 132: D Accuracy = 0.4954 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3508 - g_loss: 0.8508 - d_accuracy: 0.5471 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3481 - g_loss: 0.8559 - d_accuracy: 0.5579Epoch 133: D Accuracy = 0.5275 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3486 - g_loss: 0.8548 - d_accuracy: 0.5568 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3528 - g_loss: 0.8536 - d_accuracy: 0.5502Epoch 134: D Accuracy = 0.6101 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3517 - g_loss: 0.8540 - d_accuracy: 0.5524 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3529 - g_loss: 0.8478 - d_accuracy: 0.5563Epoch 135: D Accuracy = 0.5642 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3521 - g_loss: 0.8477 - d_accuracy: 0.5566 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3533 - g_loss: 0.8485 - d_accuracy: 0.5560Epoch 136: D Accuracy = 0.5321 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3535 - g_loss: 0.8487 - d_accuracy: 0.5552 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3436 - g_loss: 0.8579 - d_accuracy: 0.5676Epoch 137: D Accuracy = 0.5596 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3434 - g_loss: 0.8598 - d_accuracy: 0.5673 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3472 - g_loss: 0.8547 - d_accuracy: 0.5622Epoch 138: D Accuracy = 0.5734 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3475 - g_loss: 0.8543 - d_accuracy: 0.5626 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3514 - g_loss: 0.8540 - d_accuracy: 0.5530Epoch 139: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3522 - g_loss: 0.8526 - d_accuracy: 0.5536 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3468 - g_loss: 0.8536 - d_accuracy: 0.5647Epoch 140: D Accuracy = 0.5917 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3464 - g_loss: 0.8521 - d_accuracy: 0.5657 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3513 - g_loss: 0.8532 - d_accuracy: 0.5584Epoch 141: D Accuracy = 0.5734 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3517 - g_loss: 0.8540 - d_accuracy: 0.5590 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3417 - g_loss: 0.8546 - d_accuracy: 0.5680Epoch 142: D Accuracy = 0.6101 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3406 - g_loss: 0.8555 - d_accuracy: 0.5695 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8521 - d_accuracy: 0.5494Epoch 143: D Accuracy = 0.6239 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3472 - g_loss: 0.8529 - d_accuracy: 0.5521 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3529 - g_loss: 0.8491 - d_accuracy: 0.5543Epoch 144: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3535 - g_loss: 0.8497 - d_accuracy: 0.5543 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3439 - g_loss: 0.8554 - d_accuracy: 0.5584Epoch 145: D Accuracy = 0.5229 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3443 - g_loss: 0.8543 - d_accuracy: 0.5572 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3469 - g_loss: 0.8579 - d_accuracy: 0.5556Epoch 146: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3471 - g_loss: 0.8576 - d_accuracy: 0.5556 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3473 - g_loss: 0.8529 - d_accuracy: 0.5548Epoch 147: D Accuracy = 0.5505 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3475 - g_loss: 0.8538 - d_accuracy: 0.5547 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3494 - g_loss: 0.8518 - d_accuracy: 0.5571Epoch 148: D Accuracy = 0.5688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3484 - g_loss: 0.8526 - d_accuracy: 0.5575 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3526 - g_loss: 0.8517 - d_accuracy: 0.5537Epoch 149: D Accuracy = 0.5596 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3532 - g_loss: 0.8506 - d_accuracy: 0.5539 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8662 - d_accuracy: 0.5698Epoch 150: D Accuracy = 0.5917 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3380 - g_loss: 0.8671 - d_accuracy: 0.5706 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3525 - g_loss: 0.8484 - d_accuracy: 0.5558Epoch 151: D Accuracy = 0.5367 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3521 - g_loss: 0.8482 - d_accuracy: 0.5551 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3463 - g_loss: 0.8558 - d_accuracy: 0.5606Epoch 152: D Accuracy = 0.5413 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3467 - g_loss: 0.8549 - d_accuracy: 0.5599 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3447 - g_loss: 0.8564 - d_accuracy: 0.5613Epoch 153: D Accuracy = 0.6193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3427 - g_loss: 0.8577 - d_accuracy: 0.5633 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8595 - d_accuracy: 0.5698Epoch 154: D Accuracy = 0.6239 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3391 - g_loss: 0.8604 - d_accuracy: 0.5718 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3457 - g_loss: 0.8548 - d_accuracy: 0.5610Epoch 155: D Accuracy = 0.5505 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3464 - g_loss: 0.8539 - d_accuracy: 0.5607 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3446 - g_loss: 0.8543 - d_accuracy: 0.5632Epoch 156: D Accuracy = 0.5826 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3444 - g_loss: 0.8556 - d_accuracy: 0.5639 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3508 - g_loss: 0.8524 - d_accuracy: 0.5510Epoch 157: D Accuracy = 0.5917 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3505 - g_loss: 0.8501 - d_accuracy: 0.5525 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8560 - d_accuracy: 0.5631Epoch 158: D Accuracy = 0.5826 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3465 - g_loss: 0.8573 - d_accuracy: 0.5638 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3462 - g_loss: 0.8543 - d_accuracy: 0.5665Epoch 159: D Accuracy = 0.5413 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3467 - g_loss: 0.8536 - d_accuracy: 0.5656 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3441 - g_loss: 0.8559 - d_accuracy: 0.5666Epoch 160: D Accuracy = 0.5963 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3432 - g_loss: 0.8557 - d_accuracy: 0.5677 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3511 - g_loss: 0.8553 - d_accuracy: 0.5583Epoch 161: D Accuracy = 0.5872 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3509 - g_loss: 0.8561 - d_accuracy: 0.5594 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8550 - d_accuracy: 0.5589Epoch 162: D Accuracy = 0.5321 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3490 - g_loss: 0.8551 - d_accuracy: 0.5580 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3473 - g_loss: 0.8521 - d_accuracy: 0.5535Epoch 163: D Accuracy = 0.5459 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3465 - g_loss: 0.8524 - d_accuracy: 0.5532
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3459 - g_loss: 0.8563 - d_accuracy: 0.5601Epoch 164: D Accuracy = 0.5688 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3454 - g_loss: 0.8555 - d_accuracy: 0.5604 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3456 - g_loss: 0.8568 - d_accuracy: 0.5619Epoch 165: D Accuracy = 0.5505 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3461 - g_loss: 0.8543 - d_accuracy: 0.5615 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8524 - d_accuracy: 0.5617Epoch 166: D Accuracy = 0.5688 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3451 - g_loss: 0.8530 - d_accuracy: 0.5620 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3366 - g_loss: 0.8642 - d_accuracy: 0.5653Epoch 167: D Accuracy = 0.5826 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3360 - g_loss: 0.8649 - d_accuracy: 0.5659 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8559 - d_accuracy: 0.5592Epoch 168: D Accuracy = 0.6193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3462 - g_loss: 0.8543 - d_accuracy: 0.5614 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8551 - d_accuracy: 0.5578Epoch 169: D Accuracy = 0.5872 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3453 - g_loss: 0.8569 - d_accuracy: 0.5588 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3479 - g_loss: 0.8552 - d_accuracy: 0.5571Epoch 170: D Accuracy = 0.5688 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3482 - g_loss: 0.8545 - d_accuracy: 0.5575 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8610 - d_accuracy: 0.5686Epoch 171: D Accuracy = 0.5917 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3388 - g_loss: 0.8614 - d_accuracy: 0.5695 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3485 - g_loss: 0.8552 - d_accuracy: 0.5595Epoch 172: D Accuracy = 0.5046 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3502 - g_loss: 0.8553 - d_accuracy: 0.5575 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3417 - g_loss: 0.8583 - d_accuracy: 0.5624Epoch 173: D Accuracy = 0.5596 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3405 - g_loss: 0.8594 - d_accuracy: 0.5623 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3463 - g_loss: 0.8546 - d_accuracy: 0.5595Epoch 174: D Accuracy = 0.5780 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3456 - g_loss: 0.8569 - d_accuracy: 0.5601 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8608 - d_accuracy: 0.5708Epoch 175: D Accuracy = 0.5688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3369 - g_loss: 0.8597 - d_accuracy: 0.5708 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3448 - g_loss: 0.8554 - d_accuracy: 0.5636Epoch 176: D Accuracy = 0.5963 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3446 - g_loss: 0.8545 - d_accuracy: 0.5648 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3430 - g_loss: 0.8596 - d_accuracy: 0.5593Epoch 177: D Accuracy = 0.5229 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3434 - g_loss: 0.8585 - d_accuracy: 0.5580 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3471 - g_loss: 0.8548 - d_accuracy: 0.5576Epoch 178: D Accuracy = 0.6055 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3458 - g_loss: 0.8563 - d_accuracy: 0.5593 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3469 - g_loss: 0.8553 - d_accuracy: 0.5536Epoch 179: D Accuracy = 0.5642 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3463 - g_loss: 0.8576 - d_accuracy: 0.5540 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3412 - g_loss: 0.8542 - d_accuracy: 0.5656Epoch 180: D Accuracy = 0.5917 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3419 - g_loss: 0.8517 - d_accuracy: 0.5665 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3427 - g_loss: 0.8583 - d_accuracy: 0.5625Epoch 181: D Accuracy = 0.5596 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3422 - g_loss: 0.8573 - d_accuracy: 0.5624 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3408 - g_loss: 0.8626 - d_accuracy: 0.5591Epoch 182: D Accuracy = 0.5734 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3397 - g_loss: 0.8644 - d_accuracy: 0.5597 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8592 - d_accuracy: 0.5694Epoch 183: D Accuracy = 0.5505 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3400 - g_loss: 0.8594 - d_accuracy: 0.5688 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3414 - g_loss: 0.8572 - d_accuracy: 0.5619Epoch 184: D Accuracy = 0.5413 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3415 - g_loss: 0.8568 - d_accuracy: 0.5611 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3379 - g_loss: 0.8617 - d_accuracy: 0.5654Epoch 185: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3373 - g_loss: 0.8626 - d_accuracy: 0.5676 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8612 - d_accuracy: 0.5690Epoch 186: D Accuracy = 0.5734 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3404 - g_loss: 0.8604 - d_accuracy: 0.5691 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3472 - g_loss: 0.8577 - d_accuracy: 0.5649Epoch 187: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3472 - g_loss: 0.8583 - d_accuracy: 0.5650 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8563 - d_accuracy: 0.5621Epoch 188: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3387 - g_loss: 0.8563 - d_accuracy: 0.5618 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3335 - g_loss: 0.8650 - d_accuracy: 0.5671Epoch 189: D Accuracy = 0.6239 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3314 - g_loss: 0.8664 - d_accuracy: 0.5691 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8641 - d_accuracy: 0.5644Epoch 190: D Accuracy = 0.5872 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3366 - g_loss: 0.8638 - d_accuracy: 0.5652 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3375 - g_loss: 0.8623 - d_accuracy: 0.5670Epoch 191: D Accuracy = 0.5321 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3379 - g_loss: 0.8610 - d_accuracy: 0.5658 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3439 - g_loss: 0.8566 - d_accuracy: 0.5601Epoch 192: D Accuracy = 0.5642 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3442 - g_loss: 0.8568 - d_accuracy: 0.5603 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8705 - d_accuracy: 0.5722Epoch 193: D Accuracy = 0.5596 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3321 - g_loss: 0.8724 - d_accuracy: 0.5718 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3375 - g_loss: 0.8615 - d_accuracy: 0.5701Epoch 194: D Accuracy = 0.5459 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3383 - g_loss: 0.8626 - d_accuracy: 0.5693 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8642 - d_accuracy: 0.5672Epoch 195: D Accuracy = 0.5321 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3361 - g_loss: 0.8637 - d_accuracy: 0.5659
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8603 - d_accuracy: 0.5627Epoch 196: D Accuracy = 0.5917 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3401 - g_loss: 0.8609 - d_accuracy: 0.5638 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3401 - g_loss: 0.8605 - d_accuracy: 0.5617Epoch 197: D Accuracy = 0.5367 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3410 - g_loss: 0.8608 - d_accuracy: 0.5608 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3413 - g_loss: 0.8621 - d_accuracy: 0.5698Epoch 198: D Accuracy = 0.5413 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3432 - g_loss: 0.8612 - d_accuracy: 0.5688 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3378 - g_loss: 0.8623 - d_accuracy: 0.5648Epoch 199: D Accuracy = 0.5413 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3387 - g_loss: 0.8618 - d_accuracy: 0.5639 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3419 - g_loss: 0.8596 - d_accuracy: 0.5598 Class 3 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.5688 27/27 [==============================] - 1s 40ms/step - d_loss: 1.3420 - g_loss: 0.8605 - d_accuracy: 0.5602 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.8600 - d_accuracy: 0.5703Epoch 201: D Accuracy = 0.5963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3351 - g_loss: 0.8616 - d_accuracy: 0.5712 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3390 - g_loss: 0.8615 - d_accuracy: 0.5647Epoch 202: D Accuracy = 0.5642 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3390 - g_loss: 0.8635 - d_accuracy: 0.5647 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3416 - g_loss: 0.8585 - d_accuracy: 0.5667Epoch 203: D Accuracy = 0.5321 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3421 - g_loss: 0.8591 - d_accuracy: 0.5655 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3393 - g_loss: 0.8597 - d_accuracy: 0.5731Epoch 204: D Accuracy = 0.6147 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3387 - g_loss: 0.8604 - d_accuracy: 0.5746 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8626 - d_accuracy: 0.5679Epoch 205: D Accuracy = 0.6193 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3354 - g_loss: 0.8637 - d_accuracy: 0.5698 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3378 - g_loss: 0.8631 - d_accuracy: 0.5629Epoch 206: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3387 - g_loss: 0.8637 - d_accuracy: 0.5627 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8644 - d_accuracy: 0.5722Epoch 207: D Accuracy = 0.5550 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3358 - g_loss: 0.8647 - d_accuracy: 0.5716 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8632 - d_accuracy: 0.5720Epoch 208: D Accuracy = 0.6009 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3340 - g_loss: 0.8614 - d_accuracy: 0.5731 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3424 - g_loss: 0.8600 - d_accuracy: 0.5647Epoch 209: D Accuracy = 0.5780 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3432 - g_loss: 0.8574 - d_accuracy: 0.5651 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3349 - g_loss: 0.8639 - d_accuracy: 0.5686Epoch 210: D Accuracy = 0.5321 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3354 - g_loss: 0.8644 - d_accuracy: 0.5673 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3355 - g_loss: 0.8621 - d_accuracy: 0.5712Epoch 211: D Accuracy = 0.5596 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3347 - g_loss: 0.8631 - d_accuracy: 0.5708 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3384 - g_loss: 0.8641 - d_accuracy: 0.5707Epoch 212: D Accuracy = 0.5963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3383 - g_loss: 0.8623 - d_accuracy: 0.5716 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3368 - g_loss: 0.8633 - d_accuracy: 0.5702Epoch 213: D Accuracy = 0.5780 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3374 - g_loss: 0.8637 - d_accuracy: 0.5704 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3386 - g_loss: 0.8603 - d_accuracy: 0.5626Epoch 214: D Accuracy = 0.6193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3372 - g_loss: 0.8589 - d_accuracy: 0.5646 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3392 - g_loss: 0.8606 - d_accuracy: 0.5704Epoch 215: D Accuracy = 0.5642 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3384 - g_loss: 0.8611 - d_accuracy: 0.5702 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3384 - g_loss: 0.8592 - d_accuracy: 0.5683Epoch 216: D Accuracy = 0.5092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3394 - g_loss: 0.8583 - d_accuracy: 0.5662 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3355 - g_loss: 0.8684 - d_accuracy: 0.5725Epoch 217: D Accuracy = 0.5642 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3349 - g_loss: 0.8697 - d_accuracy: 0.5722 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3372 - g_loss: 0.8628 - d_accuracy: 0.5685Epoch 218: D Accuracy = 0.5688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3367 - g_loss: 0.8637 - d_accuracy: 0.5685 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8646 - d_accuracy: 0.5678Epoch 219: D Accuracy = 0.6147 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3364 - g_loss: 0.8656 - d_accuracy: 0.5694 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8643 - d_accuracy: 0.5721Epoch 220: D Accuracy = 0.5092 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3366 - g_loss: 0.8629 - d_accuracy: 0.5699 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8598 - d_accuracy: 0.5626Epoch 221: D Accuracy = 0.5780 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3388 - g_loss: 0.8608 - d_accuracy: 0.5632 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3378 - g_loss: 0.8669 - d_accuracy: 0.5636Epoch 222: D Accuracy = 0.5734 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3372 - g_loss: 0.8684 - d_accuracy: 0.5640 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3367 - g_loss: 0.8686 - d_accuracy: 0.5582Epoch 223: D Accuracy = 0.5413 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3374 - g_loss: 0.8681 - d_accuracy: 0.5576 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3378 - g_loss: 0.8624 - d_accuracy: 0.5662Epoch 224: D Accuracy = 0.5596 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3378 - g_loss: 0.8616 - d_accuracy: 0.5659 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8603 - d_accuracy: 0.5697Epoch 225: D Accuracy = 0.5459 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3377 - g_loss: 0.8594 - d_accuracy: 0.5688 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8682 - d_accuracy: 0.5711Epoch 226: D Accuracy = 0.5872 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3335 - g_loss: 0.8691 - d_accuracy: 0.5717 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8611 - d_accuracy: 0.5569Epoch 227: D Accuracy = 0.5642 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3410 - g_loss: 0.8608 - d_accuracy: 0.5572 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3316 - g_loss: 0.8665 - d_accuracy: 0.5741Epoch 228: D Accuracy = 0.5642 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3323 - g_loss: 0.8655 - d_accuracy: 0.5738 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8685 - d_accuracy: 0.5746Epoch 229: D Accuracy = 0.6009 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3249 - g_loss: 0.8678 - d_accuracy: 0.5756 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8769 - d_accuracy: 0.5747Epoch 230: D Accuracy = 0.6055 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3264 - g_loss: 0.8776 - d_accuracy: 0.5758 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8680 - d_accuracy: 0.5718Epoch 231: D Accuracy = 0.5596 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3325 - g_loss: 0.8692 - d_accuracy: 0.5714 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3340 - g_loss: 0.8673 - d_accuracy: 0.5699Epoch 232: D Accuracy = 0.6055 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3331 - g_loss: 0.8669 - d_accuracy: 0.5712 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8705 - d_accuracy: 0.5744Epoch 233: D Accuracy = 0.5642 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3298 - g_loss: 0.8722 - d_accuracy: 0.5741 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3355 - g_loss: 0.8642 - d_accuracy: 0.5655Epoch 234: D Accuracy = 0.5505 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3362 - g_loss: 0.8641 - d_accuracy: 0.5650 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.8656 - d_accuracy: 0.5682Epoch 235: D Accuracy = 0.5826 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3328 - g_loss: 0.8649 - d_accuracy: 0.5687 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8684 - d_accuracy: 0.5750Epoch 236: D Accuracy = 0.5642 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3285 - g_loss: 0.8685 - d_accuracy: 0.5746 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.8709 - d_accuracy: 0.5801Epoch 237: D Accuracy = 0.5917 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3267 - g_loss: 0.8721 - d_accuracy: 0.5805 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3280 - g_loss: 0.8699 - d_accuracy: 0.5727Epoch 238: D Accuracy = 0.5596 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3278 - g_loss: 0.8718 - d_accuracy: 0.5722 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3252 - g_loss: 0.8748 - d_accuracy: 0.5722Epoch 239: D Accuracy = 0.5229 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3257 - g_loss: 0.8770 - d_accuracy: 0.5704 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8734 - d_accuracy: 0.5814Epoch 240: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3237 - g_loss: 0.8720 - d_accuracy: 0.5809 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3321 - g_loss: 0.8706 - d_accuracy: 0.5633Epoch 241: D Accuracy = 0.5734 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3315 - g_loss: 0.8722 - d_accuracy: 0.5637 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8675 - d_accuracy: 0.5825Epoch 242: D Accuracy = 0.5917 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3273 - g_loss: 0.8672 - d_accuracy: 0.5829 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8669 - d_accuracy: 0.5692Epoch 243: D Accuracy = 0.5550 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3356 - g_loss: 0.8645 - d_accuracy: 0.5687 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.8713 - d_accuracy: 0.5727Epoch 244: D Accuracy = 0.5734 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3308 - g_loss: 0.8724 - d_accuracy: 0.5728 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8695 - d_accuracy: 0.5696Epoch 245: D Accuracy = 0.5275 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3316 - g_loss: 0.8706 - d_accuracy: 0.5681 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8707 - d_accuracy: 0.5732Epoch 246: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3275 - g_loss: 0.8692 - d_accuracy: 0.5730 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3302 - g_loss: 0.8723 - d_accuracy: 0.5697Epoch 247: D Accuracy = 0.5917 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3291 - g_loss: 0.8724 - d_accuracy: 0.5704 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.8704 - d_accuracy: 0.5724Epoch 248: D Accuracy = 0.5642 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3317 - g_loss: 0.8697 - d_accuracy: 0.5721 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8767 - d_accuracy: 0.5802Epoch 249: D Accuracy = 0.5642 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3219 - g_loss: 0.8781 - d_accuracy: 0.5796 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8713 - d_accuracy: 0.5790Epoch 250: D Accuracy = 0.5872 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3283 - g_loss: 0.8729 - d_accuracy: 0.5793 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8738 - d_accuracy: 0.5823Epoch 251: D Accuracy = 0.6330 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3195 - g_loss: 0.8739 - d_accuracy: 0.5841 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8772 - d_accuracy: 0.5821Epoch 252: D Accuracy = 0.5734 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3249 - g_loss: 0.8793 - d_accuracy: 0.5818 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3260 - g_loss: 0.8729 - d_accuracy: 0.5752Epoch 253: D Accuracy = 0.6009 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3248 - g_loss: 0.8741 - d_accuracy: 0.5761 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3249 - g_loss: 0.8718 - d_accuracy: 0.5797Epoch 254: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3236 - g_loss: 0.8722 - d_accuracy: 0.5814 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8775 - d_accuracy: 0.5780Epoch 255: D Accuracy = 0.6376 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3253 - g_loss: 0.8807 - d_accuracy: 0.5801 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8728 - d_accuracy: 0.5840Epoch 256: D Accuracy = 0.6422 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3207 - g_loss: 0.8735 - d_accuracy: 0.5861 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3257 - g_loss: 0.8747 - d_accuracy: 0.5798Epoch 257: D Accuracy = 0.6147 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3253 - g_loss: 0.8732 - d_accuracy: 0.5810 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3322 - g_loss: 0.8732 - d_accuracy: 0.5673Epoch 258: D Accuracy = 0.5780 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3321 - g_loss: 0.8713 - d_accuracy: 0.5677 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.8850 - d_accuracy: 0.5826Epoch 259: D Accuracy = 0.5688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3187 - g_loss: 0.8891 - d_accuracy: 0.5821 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8740 - d_accuracy: 0.5793Epoch 260: D Accuracy = 0.6330 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3241 - g_loss: 0.8755 - d_accuracy: 0.5812 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3230 - g_loss: 0.8763 - d_accuracy: 0.5845Epoch 261: D Accuracy = 0.5780 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3236 - g_loss: 0.8769 - d_accuracy: 0.5843 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8758 - d_accuracy: 0.5690Epoch 262: D Accuracy = 0.5780 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3269 - g_loss: 0.8750 - d_accuracy: 0.5693 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3265 - g_loss: 0.8787 - d_accuracy: 0.5822Epoch 263: D Accuracy = 0.5642 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3275 - g_loss: 0.8764 - d_accuracy: 0.5816
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3259 - g_loss: 0.8772 - d_accuracy: 0.5811Epoch 264: D Accuracy = 0.5688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3270 - g_loss: 0.8760 - d_accuracy: 0.5807 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.8779 - d_accuracy: 0.5898Epoch 265: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3184 - g_loss: 0.8783 - d_accuracy: 0.5912 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.8790 - d_accuracy: 0.5831Epoch 266: D Accuracy = 0.5917 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3188 - g_loss: 0.8776 - d_accuracy: 0.5834 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.8823 - d_accuracy: 0.5851Epoch 267: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3194 - g_loss: 0.8838 - d_accuracy: 0.5866 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8750 - d_accuracy: 0.5813Epoch 268: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3230 - g_loss: 0.8758 - d_accuracy: 0.5808 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3201 - g_loss: 0.8785 - d_accuracy: 0.5830Epoch 269: D Accuracy = 0.5917 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3197 - g_loss: 0.8789 - d_accuracy: 0.5833 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.8848 - d_accuracy: 0.5954Epoch 270: D Accuracy = 0.5826 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3152 - g_loss: 0.8877 - d_accuracy: 0.5949 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8764 - d_accuracy: 0.5734Epoch 271: D Accuracy = 0.5688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3249 - g_loss: 0.8767 - d_accuracy: 0.5733 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3203 - g_loss: 0.8804 - d_accuracy: 0.5789Epoch 272: D Accuracy = 0.6147 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3190 - g_loss: 0.8817 - d_accuracy: 0.5802 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8738 - d_accuracy: 0.5802Epoch 273: D Accuracy = 0.6147 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3278 - g_loss: 0.8738 - d_accuracy: 0.5814 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3253 - g_loss: 0.8717 - d_accuracy: 0.5743Epoch 274: D Accuracy = 0.6193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3235 - g_loss: 0.8717 - d_accuracy: 0.5759 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3159 - g_loss: 0.8868 - d_accuracy: 0.5872Epoch 275: D Accuracy = 0.5917 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3166 - g_loss: 0.8864 - d_accuracy: 0.5873 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.8766 - d_accuracy: 0.5767Epoch 276: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3227 - g_loss: 0.8763 - d_accuracy: 0.5785 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3251 - g_loss: 0.8781 - d_accuracy: 0.5782Epoch 277: D Accuracy = 0.5321 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3265 - g_loss: 0.8775 - d_accuracy: 0.5765 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.8796 - d_accuracy: 0.5848Epoch 278: D Accuracy = 0.6330 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3158 - g_loss: 0.8785 - d_accuracy: 0.5865 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3195 - g_loss: 0.8824 - d_accuracy: 0.5814Epoch 279: D Accuracy = 0.5642 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3196 - g_loss: 0.8820 - d_accuracy: 0.5808 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3081 - g_loss: 0.8915 - d_accuracy: 0.5966Epoch 280: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3063 - g_loss: 0.8929 - d_accuracy: 0.5978 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8829 - d_accuracy: 0.5890Epoch 281: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3161 - g_loss: 0.8850 - d_accuracy: 0.5904 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.8868 - d_accuracy: 0.5914Epoch 282: D Accuracy = 0.6009 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3145 - g_loss: 0.8870 - d_accuracy: 0.5918 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3152 - g_loss: 0.8847 - d_accuracy: 0.5836Epoch 283: D Accuracy = 0.5413 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3162 - g_loss: 0.8837 - d_accuracy: 0.5821 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.8864 - d_accuracy: 0.5844Epoch 284: D Accuracy = 0.5872 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3164 - g_loss: 0.8840 - d_accuracy: 0.5845 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.8888 - d_accuracy: 0.5921Epoch 285: D Accuracy = 0.5963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3141 - g_loss: 0.8863 - d_accuracy: 0.5923 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.8902 - d_accuracy: 0.5929Epoch 286: D Accuracy = 0.5642 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3142 - g_loss: 0.8918 - d_accuracy: 0.5919 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 0.8895 - d_accuracy: 0.5896Epoch 287: D Accuracy = 0.5826 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3077 - g_loss: 0.8889 - d_accuracy: 0.5893 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.8843 - d_accuracy: 0.5907Epoch 288: D Accuracy = 0.5780 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3186 - g_loss: 0.8845 - d_accuracy: 0.5903 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.8865 - d_accuracy: 0.5837Epoch 289: D Accuracy = 0.6468 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3166 - g_loss: 0.8870 - d_accuracy: 0.5860 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.8867 - d_accuracy: 0.5877Epoch 290: D Accuracy = 0.5596 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3132 - g_loss: 0.8890 - d_accuracy: 0.5867 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.8907 - d_accuracy: 0.5882Epoch 291: D Accuracy = 0.5963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3105 - g_loss: 0.8917 - d_accuracy: 0.5885 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8826 - d_accuracy: 0.5843Epoch 292: D Accuracy = 0.6055 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3219 - g_loss: 0.8797 - d_accuracy: 0.5851 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.8870 - d_accuracy: 0.5961Epoch 293: D Accuracy = 0.6468 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3134 - g_loss: 0.8858 - d_accuracy: 0.5980 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.8940 - d_accuracy: 0.5886Epoch 294: D Accuracy = 0.6376 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3123 - g_loss: 0.8966 - d_accuracy: 0.5903 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3116 - g_loss: 0.8876 - d_accuracy: 0.5937Epoch 295: D Accuracy = 0.5917 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3116 - g_loss: 0.8884 - d_accuracy: 0.5936
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3074 - g_loss: 0.8894 - d_accuracy: 0.5988Epoch 296: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3068 - g_loss: 0.8889 - d_accuracy: 0.5999 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3164 - g_loss: 0.8880 - d_accuracy: 0.5852Epoch 297: D Accuracy = 0.6330 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3151 - g_loss: 0.8876 - d_accuracy: 0.5869 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3184 - g_loss: 0.8838 - d_accuracy: 0.5847Epoch 298: D Accuracy = 0.6193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3182 - g_loss: 0.8827 - d_accuracy: 0.5859 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.8858 - d_accuracy: 0.5956Epoch 299: D Accuracy = 0.5459 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3164 - g_loss: 0.8861 - d_accuracy: 0.5938 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3069 - g_loss: 0.8910 - d_accuracy: 0.6000 Class 3 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.5826 27/27 [==============================] - 1s 41ms/step - d_loss: 1.3078 - g_loss: 0.8901 - d_accuracy: 0.5994 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.8953 - d_accuracy: 0.5962Epoch 301: D Accuracy = 0.6009 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3082 - g_loss: 0.8984 - d_accuracy: 0.5964 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.8893 - d_accuracy: 0.5936Epoch 302: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3095 - g_loss: 0.8901 - d_accuracy: 0.5948 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.8974 - d_accuracy: 0.5904Epoch 303: D Accuracy = 0.5826 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3053 - g_loss: 0.8972 - d_accuracy: 0.5902 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.8939 - d_accuracy: 0.5914Epoch 304: D Accuracy = 0.5963 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3129 - g_loss: 0.8936 - d_accuracy: 0.5916 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3131 - g_loss: 0.8856 - d_accuracy: 0.5944Epoch 305: D Accuracy = 0.6101 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3121 - g_loss: 0.8845 - d_accuracy: 0.5949 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3159 - g_loss: 0.8909 - d_accuracy: 0.5901Epoch 306: D Accuracy = 0.5734 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3159 - g_loss: 0.8915 - d_accuracy: 0.5895 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3082 - g_loss: 0.8906 - d_accuracy: 0.5913Epoch 307: D Accuracy = 0.5826 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3078 - g_loss: 0.8922 - d_accuracy: 0.5910 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.8984 - d_accuracy: 0.5885Epoch 308: D Accuracy = 0.5963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3052 - g_loss: 0.8997 - d_accuracy: 0.5888 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3116 - g_loss: 0.8879 - d_accuracy: 0.5880Epoch 309: D Accuracy = 0.5826 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3117 - g_loss: 0.8891 - d_accuracy: 0.5878 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3078 - g_loss: 0.8909 - d_accuracy: 0.6007Epoch 310: D Accuracy = 0.6009 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3076 - g_loss: 0.8906 - d_accuracy: 0.6007 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.8992 - d_accuracy: 0.5917Epoch 311: D Accuracy = 0.6743 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3058 - g_loss: 0.9014 - d_accuracy: 0.5946 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3038 - g_loss: 0.8976 - d_accuracy: 0.6056Epoch 312: D Accuracy = 0.5734 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3039 - g_loss: 0.8984 - d_accuracy: 0.6044 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3117 - g_loss: 0.8956 - d_accuracy: 0.5979Epoch 313: D Accuracy = 0.5734 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3125 - g_loss: 0.8955 - d_accuracy: 0.5970 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.8968 - d_accuracy: 0.5854Epoch 314: D Accuracy = 0.5321 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3106 - g_loss: 0.9015 - d_accuracy: 0.5835 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3025 - g_loss: 0.8966 - d_accuracy: 0.6038Epoch 315: D Accuracy = 0.6101 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3026 - g_loss: 0.8966 - d_accuracy: 0.6040 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3070 - g_loss: 0.8964 - d_accuracy: 0.5941Epoch 316: D Accuracy = 0.5872 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3077 - g_loss: 0.8952 - d_accuracy: 0.5938 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3093 - g_loss: 0.8950 - d_accuracy: 0.5995Epoch 317: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3070 - g_loss: 0.8977 - d_accuracy: 0.6006 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.8957 - d_accuracy: 0.5973Epoch 318: D Accuracy = 0.5734 27/27 [==============================] - 1s 40ms/step - d_loss: 1.3073 - g_loss: 0.8953 - d_accuracy: 0.5965 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.8930 - d_accuracy: 0.5938Epoch 319: D Accuracy = 0.5596 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3077 - g_loss: 0.8919 - d_accuracy: 0.5926 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.8972 - d_accuracy: 0.6015Epoch 320: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3025 - g_loss: 0.8960 - d_accuracy: 0.6003 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3064 - g_loss: 0.9017 - d_accuracy: 0.5937Epoch 321: D Accuracy = 0.5459 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3075 - g_loss: 0.9035 - d_accuracy: 0.5920 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9046 - d_accuracy: 0.6137Epoch 322: D Accuracy = 0.6330 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2954 - g_loss: 0.9030 - d_accuracy: 0.6144 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3038 - g_loss: 0.9044 - d_accuracy: 0.5947Epoch 323: D Accuracy = 0.5642 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3042 - g_loss: 0.9064 - d_accuracy: 0.5936 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3042 - g_loss: 0.9012 - d_accuracy: 0.5944Epoch 324: D Accuracy = 0.5459 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3056 - g_loss: 0.9000 - d_accuracy: 0.5927 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.8991 - d_accuracy: 0.6018Epoch 325: D Accuracy = 0.5872 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3036 - g_loss: 0.8992 - d_accuracy: 0.6012 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.8959 - d_accuracy: 0.5930Epoch 326: D Accuracy = 0.5688 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3078 - g_loss: 0.8963 - d_accuracy: 0.5921 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3040 - g_loss: 0.9021 - d_accuracy: 0.5992Epoch 327: D Accuracy = 0.5780 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3050 - g_loss: 0.9029 - d_accuracy: 0.5985 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3023 - g_loss: 0.8999 - d_accuracy: 0.6021Epoch 328: D Accuracy = 0.5963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3022 - g_loss: 0.9016 - d_accuracy: 0.6019 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3026 - g_loss: 0.9008 - d_accuracy: 0.5988Epoch 329: D Accuracy = 0.6560 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3011 - g_loss: 0.9010 - d_accuracy: 0.6008 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9063 - d_accuracy: 0.6023Epoch 330: D Accuracy = 0.6147 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3006 - g_loss: 0.9108 - d_accuracy: 0.6028 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2928 - g_loss: 0.9063 - d_accuracy: 0.6128Epoch 331: D Accuracy = 0.5780 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2934 - g_loss: 0.9087 - d_accuracy: 0.6116 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3031 - g_loss: 0.9042 - d_accuracy: 0.6008Epoch 332: D Accuracy = 0.6055 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3042 - g_loss: 0.9044 - d_accuracy: 0.6010 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2987 - g_loss: 0.9041 - d_accuracy: 0.6027Epoch 333: D Accuracy = 0.5826 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2988 - g_loss: 0.9051 - d_accuracy: 0.6020 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9023 - d_accuracy: 0.6097Epoch 334: D Accuracy = 0.6101 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3006 - g_loss: 0.9008 - d_accuracy: 0.6097 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3016 - g_loss: 0.9004 - d_accuracy: 0.5947Epoch 335: D Accuracy = 0.5917 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3029 - g_loss: 0.8984 - d_accuracy: 0.5946 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2960 - g_loss: 0.9070 - d_accuracy: 0.6057Epoch 336: D Accuracy = 0.6147 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2963 - g_loss: 0.9061 - d_accuracy: 0.6060 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2974 - g_loss: 0.9108 - d_accuracy: 0.5993Epoch 337: D Accuracy = 0.5826 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2972 - g_loss: 0.9130 - d_accuracy: 0.5987 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9027 - d_accuracy: 0.6004Epoch 338: D Accuracy = 0.6284 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2988 - g_loss: 0.9025 - d_accuracy: 0.6014 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9081 - d_accuracy: 0.6047Epoch 339: D Accuracy = 0.6009 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2981 - g_loss: 0.9084 - d_accuracy: 0.6046 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2976 - g_loss: 0.9063 - d_accuracy: 0.6013Epoch 340: D Accuracy = 0.5321 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2992 - g_loss: 0.9045 - d_accuracy: 0.5988 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9055 - d_accuracy: 0.6015Epoch 341: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3004 - g_loss: 0.9046 - d_accuracy: 0.6003 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2915 - g_loss: 0.9129 - d_accuracy: 0.6123Epoch 342: D Accuracy = 0.6606 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2905 - g_loss: 0.9141 - d_accuracy: 0.6140 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9052 - d_accuracy: 0.6061Epoch 343: D Accuracy = 0.5826 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2982 - g_loss: 0.9027 - d_accuracy: 0.6052 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3053 - g_loss: 0.9042 - d_accuracy: 0.5958Epoch 344: D Accuracy = 0.6055 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3055 - g_loss: 0.9049 - d_accuracy: 0.5961 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2852 - g_loss: 0.9163 - d_accuracy: 0.6166Epoch 345: D Accuracy = 0.6330 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2851 - g_loss: 0.9157 - d_accuracy: 0.6172 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2941 - g_loss: 0.9133 - d_accuracy: 0.6053Epoch 346: D Accuracy = 0.5459 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2945 - g_loss: 0.9123 - d_accuracy: 0.6032 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2937 - g_loss: 0.9094 - d_accuracy: 0.6042Epoch 347: D Accuracy = 0.6147 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2933 - g_loss: 0.9086 - d_accuracy: 0.6046 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2930 - g_loss: 0.9161 - d_accuracy: 0.6048Epoch 348: D Accuracy = 0.5596 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2943 - g_loss: 0.9145 - d_accuracy: 0.6032 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2915 - g_loss: 0.9101 - d_accuracy: 0.6082Epoch 349: D Accuracy = 0.6514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2902 - g_loss: 0.9097 - d_accuracy: 0.6097 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9163 - d_accuracy: 0.6204Epoch 350: D Accuracy = 0.6560 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2852 - g_loss: 0.9151 - d_accuracy: 0.6216 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 0.9109 - d_accuracy: 0.6022Epoch 351: D Accuracy = 0.5963 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2989 - g_loss: 0.9090 - d_accuracy: 0.6020 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9218 - d_accuracy: 0.6144Epoch 352: D Accuracy = 0.5734 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2874 - g_loss: 0.9261 - d_accuracy: 0.6129 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9063 - d_accuracy: 0.6096Epoch 353: D Accuracy = 0.6972 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2944 - g_loss: 0.9082 - d_accuracy: 0.6127 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2895 - g_loss: 0.9147 - d_accuracy: 0.6071Epoch 354: D Accuracy = 0.5596 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2908 - g_loss: 0.9120 - d_accuracy: 0.6054 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9123 - d_accuracy: 0.6011Epoch 355: D Accuracy = 0.6239 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2965 - g_loss: 0.9134 - d_accuracy: 0.6019 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2881 - g_loss: 0.9149 - d_accuracy: 0.6141Epoch 356: D Accuracy = 0.5734 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2889 - g_loss: 0.9155 - d_accuracy: 0.6127 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2911 - g_loss: 0.9125 - d_accuracy: 0.6153Epoch 357: D Accuracy = 0.5734 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2920 - g_loss: 0.9133 - d_accuracy: 0.6138 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2881 - g_loss: 0.9160 - d_accuracy: 0.6124Epoch 358: D Accuracy = 0.6376 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2873 - g_loss: 0.9174 - d_accuracy: 0.6133 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2901 - g_loss: 0.9107 - d_accuracy: 0.6060Epoch 359: D Accuracy = 0.6193 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2893 - g_loss: 0.9109 - d_accuracy: 0.6065 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9126 - d_accuracy: 0.6157Epoch 360: D Accuracy = 0.6009 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2900 - g_loss: 0.9123 - d_accuracy: 0.6152 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9200 - d_accuracy: 0.6191Epoch 361: D Accuracy = 0.6101 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2838 - g_loss: 0.9175 - d_accuracy: 0.6188 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2866 - g_loss: 0.9204 - d_accuracy: 0.6146Epoch 362: D Accuracy = 0.6376 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2865 - g_loss: 0.9204 - d_accuracy: 0.6154 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2853 - g_loss: 0.9221 - d_accuracy: 0.6153Epoch 363: D Accuracy = 0.6009 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2866 - g_loss: 0.9227 - d_accuracy: 0.6148
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2921 - g_loss: 0.9120 - d_accuracy: 0.6087Epoch 364: D Accuracy = 0.5963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2925 - g_loss: 0.9109 - d_accuracy: 0.6083 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9133 - d_accuracy: 0.6103Epoch 365: D Accuracy = 0.5642 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2941 - g_loss: 0.9110 - d_accuracy: 0.6087 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9173 - d_accuracy: 0.6164Epoch 366: D Accuracy = 0.6284 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2855 - g_loss: 0.9165 - d_accuracy: 0.6169 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2829 - g_loss: 0.9227 - d_accuracy: 0.6215Epoch 367: D Accuracy = 0.5275 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2849 - g_loss: 0.9206 - d_accuracy: 0.6182 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9186 - d_accuracy: 0.6152Epoch 368: D Accuracy = 0.5505 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2914 - g_loss: 0.9171 - d_accuracy: 0.6128 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9195 - d_accuracy: 0.6229Epoch 369: D Accuracy = 0.6147 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2874 - g_loss: 0.9165 - d_accuracy: 0.6226 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9235 - d_accuracy: 0.6169Epoch 370: D Accuracy = 0.5734 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2855 - g_loss: 0.9257 - d_accuracy: 0.6153 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2903 - g_loss: 0.9182 - d_accuracy: 0.6111Epoch 371: D Accuracy = 0.5688 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2913 - g_loss: 0.9174 - d_accuracy: 0.6095 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9226 - d_accuracy: 0.6182Epoch 372: D Accuracy = 0.6514 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2806 - g_loss: 0.9242 - d_accuracy: 0.6194 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9235 - d_accuracy: 0.6140Epoch 373: D Accuracy = 0.5596 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2876 - g_loss: 0.9233 - d_accuracy: 0.6121 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2844 - g_loss: 0.9230 - d_accuracy: 0.6154Epoch 374: D Accuracy = 0.6009 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2842 - g_loss: 0.9237 - d_accuracy: 0.6149 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9204 - d_accuracy: 0.6110Epoch 375: D Accuracy = 0.6651 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2865 - g_loss: 0.9217 - d_accuracy: 0.6129 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9158 - d_accuracy: 0.6107Epoch 376: D Accuracy = 0.6101 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2887 - g_loss: 0.9145 - d_accuracy: 0.6107 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9225 - d_accuracy: 0.6171Epoch 377: D Accuracy = 0.6697 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2838 - g_loss: 0.9221 - d_accuracy: 0.6190 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9249 - d_accuracy: 0.6213Epoch 378: D Accuracy = 0.7156 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2804 - g_loss: 0.9267 - d_accuracy: 0.6246 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2827 - g_loss: 0.9242 - d_accuracy: 0.6150Epoch 379: D Accuracy = 0.5321 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2847 - g_loss: 0.9213 - d_accuracy: 0.6121 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2767 - g_loss: 0.9264 - d_accuracy: 0.6210Epoch 380: D Accuracy = 0.6101 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2759 - g_loss: 0.9271 - d_accuracy: 0.6206 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2722 - g_loss: 0.9400 - d_accuracy: 0.6259Epoch 381: D Accuracy = 0.6606 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2722 - g_loss: 0.9394 - d_accuracy: 0.6271 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2803 - g_loss: 0.9305 - d_accuracy: 0.6182Epoch 382: D Accuracy = 0.5780 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2807 - g_loss: 0.9323 - d_accuracy: 0.6168 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2731 - g_loss: 0.9378 - d_accuracy: 0.6187Epoch 383: D Accuracy = 0.5917 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2739 - g_loss: 0.9394 - d_accuracy: 0.6177 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2786 - g_loss: 0.9297 - d_accuracy: 0.6167Epoch 384: D Accuracy = 0.6239 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2779 - g_loss: 0.9299 - d_accuracy: 0.6170 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9311 - d_accuracy: 0.6157Epoch 385: D Accuracy = 0.6514 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2798 - g_loss: 0.9320 - d_accuracy: 0.6170 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2768 - g_loss: 0.9312 - d_accuracy: 0.6211Epoch 386: D Accuracy = 0.6239 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2774 - g_loss: 0.9299 - d_accuracy: 0.6212 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9352 - d_accuracy: 0.6133Epoch 387: D Accuracy = 0.6651 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2777 - g_loss: 0.9362 - d_accuracy: 0.6152 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2767 - g_loss: 0.9289 - d_accuracy: 0.6238Epoch 388: D Accuracy = 0.6193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2769 - g_loss: 0.9294 - d_accuracy: 0.6236 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 0.9360 - d_accuracy: 0.6264Epoch 389: D Accuracy = 0.5642 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2713 - g_loss: 0.9395 - d_accuracy: 0.6241 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2774 - g_loss: 0.9364 - d_accuracy: 0.6169Epoch 390: D Accuracy = 0.5780 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2776 - g_loss: 0.9380 - d_accuracy: 0.6155 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2740 - g_loss: 0.9383 - d_accuracy: 0.6199Epoch 391: D Accuracy = 0.6009 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2739 - g_loss: 0.9395 - d_accuracy: 0.6192 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2711 - g_loss: 0.9362 - d_accuracy: 0.6295Epoch 392: D Accuracy = 0.6009 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2722 - g_loss: 0.9353 - d_accuracy: 0.6284 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9358 - d_accuracy: 0.6196Epoch 393: D Accuracy = 0.6055 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2744 - g_loss: 0.9356 - d_accuracy: 0.6191 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2809 - g_loss: 0.9313 - d_accuracy: 0.6230Epoch 394: D Accuracy = 0.6835 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2792 - g_loss: 0.9305 - d_accuracy: 0.6251 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2727 - g_loss: 0.9354 - d_accuracy: 0.6265Epoch 395: D Accuracy = 0.5596 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2741 - g_loss: 0.9331 - d_accuracy: 0.6241
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2654 - g_loss: 0.9433 - d_accuracy: 0.6347Epoch 396: D Accuracy = 0.6376 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2656 - g_loss: 0.9434 - d_accuracy: 0.6348 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2688 - g_loss: 0.9358 - d_accuracy: 0.6313Epoch 397: D Accuracy = 0.6651 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2680 - g_loss: 0.9342 - d_accuracy: 0.6325 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9405 - d_accuracy: 0.6341Epoch 398: D Accuracy = 0.6330 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2695 - g_loss: 0.9375 - d_accuracy: 0.6341 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9396 - d_accuracy: 0.6263Epoch 399: D Accuracy = 0.5734 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2723 - g_loss: 0.9400 - d_accuracy: 0.6244 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2770 - g_loss: 0.9342 - d_accuracy: 0.6208 Class 3 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.6101 27/27 [==============================] - 1s 43ms/step - d_loss: 1.2769 - g_loss: 0.9352 - d_accuracy: 0.6204 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2770 - g_loss: 0.9327 - d_accuracy: 0.6160Epoch 401: D Accuracy = 0.6055 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2782 - g_loss: 0.9298 - d_accuracy: 0.6157 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2669 - g_loss: 0.9401 - d_accuracy: 0.6317Epoch 402: D Accuracy = 0.6330 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2663 - g_loss: 0.9411 - d_accuracy: 0.6317 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2697 - g_loss: 0.9425 - d_accuracy: 0.6270Epoch 403: D Accuracy = 0.6055 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2704 - g_loss: 0.9403 - d_accuracy: 0.6263 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 0.9429 - d_accuracy: 0.6315Epoch 404: D Accuracy = 0.6514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2667 - g_loss: 0.9441 - d_accuracy: 0.6322 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2721 - g_loss: 0.9355 - d_accuracy: 0.6267Epoch 405: D Accuracy = 0.6193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2727 - g_loss: 0.9351 - d_accuracy: 0.6264 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2636 - g_loss: 0.9417 - d_accuracy: 0.6311Epoch 406: D Accuracy = 0.6101 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2646 - g_loss: 0.9412 - d_accuracy: 0.6304 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9495 - d_accuracy: 0.6343Epoch 407: D Accuracy = 0.6147 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2608 - g_loss: 0.9490 - d_accuracy: 0.6336 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2594 - g_loss: 0.9516 - d_accuracy: 0.6415Epoch 408: D Accuracy = 0.5596 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2608 - g_loss: 0.9515 - d_accuracy: 0.6386 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2680 - g_loss: 0.9439 - d_accuracy: 0.6288Epoch 409: D Accuracy = 0.6330 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2670 - g_loss: 0.9438 - d_accuracy: 0.6289 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2673 - g_loss: 0.9440 - d_accuracy: 0.6304Epoch 410: D Accuracy = 0.5963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2686 - g_loss: 0.9440 - d_accuracy: 0.6292 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9411 - d_accuracy: 0.6214Epoch 411: D Accuracy = 0.5780 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2766 - g_loss: 0.9415 - d_accuracy: 0.6198 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9524 - d_accuracy: 0.6362Epoch 412: D Accuracy = 0.6468 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2552 - g_loss: 0.9546 - d_accuracy: 0.6366 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2638 - g_loss: 0.9460 - d_accuracy: 0.6341Epoch 413: D Accuracy = 0.6606 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2640 - g_loss: 0.9448 - d_accuracy: 0.6351 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9427 - d_accuracy: 0.6322Epoch 414: D Accuracy = 0.6468 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2693 - g_loss: 0.9401 - d_accuracy: 0.6327 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 0.9528 - d_accuracy: 0.6305Epoch 415: D Accuracy = 0.6330 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2629 - g_loss: 0.9535 - d_accuracy: 0.6306 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2619 - g_loss: 0.9464 - d_accuracy: 0.6342Epoch 416: D Accuracy = 0.6147 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2616 - g_loss: 0.9486 - d_accuracy: 0.6335 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2694 - g_loss: 0.9457 - d_accuracy: 0.6214Epoch 417: D Accuracy = 0.6606 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2673 - g_loss: 0.9488 - d_accuracy: 0.6228 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 0.9531 - d_accuracy: 0.6390Epoch 418: D Accuracy = 0.6468 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2554 - g_loss: 0.9528 - d_accuracy: 0.6393 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2625 - g_loss: 0.9482 - d_accuracy: 0.6365Epoch 419: D Accuracy = 0.6101 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2627 - g_loss: 0.9485 - d_accuracy: 0.6355 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2598 - g_loss: 0.9515 - d_accuracy: 0.6385Epoch 420: D Accuracy = 0.6606 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2600 - g_loss: 0.9503 - d_accuracy: 0.6393 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2591 - g_loss: 0.9532 - d_accuracy: 0.6292Epoch 421: D Accuracy = 0.7339 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2564 - g_loss: 0.9528 - d_accuracy: 0.6329 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2570 - g_loss: 0.9544 - d_accuracy: 0.6413Epoch 422: D Accuracy = 0.6560 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2568 - g_loss: 0.9537 - d_accuracy: 0.6419 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2587 - g_loss: 0.9519 - d_accuracy: 0.6337Epoch 423: D Accuracy = 0.6376 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2583 - g_loss: 0.9553 - d_accuracy: 0.6339 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2612 - g_loss: 0.9498 - d_accuracy: 0.6338Epoch 424: D Accuracy = 0.6514 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2609 - g_loss: 0.9469 - d_accuracy: 0.6344 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 0.9545 - d_accuracy: 0.6341Epoch 425: D Accuracy = 0.6330 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2600 - g_loss: 0.9562 - d_accuracy: 0.6341 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2691 - g_loss: 0.9492 - d_accuracy: 0.6284Epoch 426: D Accuracy = 0.6376 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2694 - g_loss: 0.9479 - d_accuracy: 0.6287 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 0.9556 - d_accuracy: 0.6354Epoch 427: D Accuracy = 0.6101 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2593 - g_loss: 0.9539 - d_accuracy: 0.6345 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9562 - d_accuracy: 0.6362Epoch 428: D Accuracy = 0.6193 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2592 - g_loss: 0.9592 - d_accuracy: 0.6356 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2636 - g_loss: 0.9497 - d_accuracy: 0.6312Epoch 429: D Accuracy = 0.7110 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2608 - g_loss: 0.9524 - d_accuracy: 0.6341 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2531 - g_loss: 0.9641 - d_accuracy: 0.6360Epoch 430: D Accuracy = 0.6009 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2536 - g_loss: 0.9642 - d_accuracy: 0.6347 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2621 - g_loss: 0.9519 - d_accuracy: 0.6323Epoch 431: D Accuracy = 0.6514 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2611 - g_loss: 0.9531 - d_accuracy: 0.6330 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2595 - g_loss: 0.9544 - d_accuracy: 0.6356Epoch 432: D Accuracy = 0.6468 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2593 - g_loss: 0.9544 - d_accuracy: 0.6360 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9670 - d_accuracy: 0.6476Epoch 433: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2447 - g_loss: 0.9665 - d_accuracy: 0.6469 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2549 - g_loss: 0.9600 - d_accuracy: 0.6377Epoch 434: D Accuracy = 0.6239 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2544 - g_loss: 0.9645 - d_accuracy: 0.6372 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2503 - g_loss: 0.9672 - d_accuracy: 0.6465Epoch 435: D Accuracy = 0.6422 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2497 - g_loss: 0.9700 - d_accuracy: 0.6463 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2549 - g_loss: 0.9563 - d_accuracy: 0.6337Epoch 436: D Accuracy = 0.6284 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2540 - g_loss: 0.9577 - d_accuracy: 0.6335 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9599 - d_accuracy: 0.6469Epoch 437: D Accuracy = 0.6927 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2537 - g_loss: 0.9594 - d_accuracy: 0.6485 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2561 - g_loss: 0.9596 - d_accuracy: 0.6340Epoch 438: D Accuracy = 0.6055 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2565 - g_loss: 0.9603 - d_accuracy: 0.6330 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2481 - g_loss: 0.9665 - d_accuracy: 0.6463Epoch 439: D Accuracy = 0.6651 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2479 - g_loss: 0.9648 - d_accuracy: 0.6470 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2436 - g_loss: 0.9710 - d_accuracy: 0.6490Epoch 440: D Accuracy = 0.6009 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2445 - g_loss: 0.9698 - d_accuracy: 0.6473 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2557 - g_loss: 0.9618 - d_accuracy: 0.6348Epoch 441: D Accuracy = 0.6468 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2557 - g_loss: 0.9612 - d_accuracy: 0.6352 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 0.9725 - d_accuracy: 0.6465Epoch 442: D Accuracy = 0.6422 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2486 - g_loss: 0.9689 - d_accuracy: 0.6463 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2433 - g_loss: 0.9690 - d_accuracy: 0.6466Epoch 443: D Accuracy = 0.6835 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2417 - g_loss: 0.9683 - d_accuracy: 0.6479 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2519 - g_loss: 0.9675 - d_accuracy: 0.6371Epoch 444: D Accuracy = 0.6193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2534 - g_loss: 0.9658 - d_accuracy: 0.6364 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 0.9721 - d_accuracy: 0.6418Epoch 445: D Accuracy = 0.6009 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2513 - g_loss: 0.9740 - d_accuracy: 0.6403 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2506 - g_loss: 0.9635 - d_accuracy: 0.6398Epoch 446: D Accuracy = 0.6193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2505 - g_loss: 0.9647 - d_accuracy: 0.6391 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 0.9780 - d_accuracy: 0.6439Epoch 447: D Accuracy = 0.5367 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2500 - g_loss: 0.9808 - d_accuracy: 0.6400 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2418 - g_loss: 0.9720 - d_accuracy: 0.6514Epoch 448: D Accuracy = 0.6789 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2418 - g_loss: 0.9710 - d_accuracy: 0.6524 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2502 - g_loss: 0.9757 - d_accuracy: 0.6404Epoch 449: D Accuracy = 0.6468 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2483 - g_loss: 0.9797 - d_accuracy: 0.6406 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2398 - g_loss: 0.9777 - d_accuracy: 0.6511Epoch 450: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2384 - g_loss: 0.9804 - d_accuracy: 0.6529 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2503 - g_loss: 0.9709 - d_accuracy: 0.6435Epoch 451: D Accuracy = 0.6101 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2511 - g_loss: 0.9730 - d_accuracy: 0.6424 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2488 - g_loss: 0.9650 - d_accuracy: 0.6438Epoch 452: D Accuracy = 0.6606 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2477 - g_loss: 0.9626 - d_accuracy: 0.6444 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 0.9774 - d_accuracy: 0.6488Epoch 453: D Accuracy = 0.6468 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2399 - g_loss: 0.9743 - d_accuracy: 0.6487 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 0.9807 - d_accuracy: 0.6536Epoch 454: D Accuracy = 0.6972 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2386 - g_loss: 0.9800 - d_accuracy: 0.6551 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2515 - g_loss: 0.9667 - d_accuracy: 0.6482Epoch 455: D Accuracy = 0.6330 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2509 - g_loss: 0.9670 - d_accuracy: 0.6476 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9819 - d_accuracy: 0.6539Epoch 456: D Accuracy = 0.6330 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2413 - g_loss: 0.9865 - d_accuracy: 0.6532 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2450 - g_loss: 0.9700 - d_accuracy: 0.6516Epoch 457: D Accuracy = 0.6514 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2447 - g_loss: 0.9677 - d_accuracy: 0.6516 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2418 - g_loss: 0.9761 - d_accuracy: 0.6499Epoch 458: D Accuracy = 0.6651 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2426 - g_loss: 0.9728 - d_accuracy: 0.6505 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 0.9802 - d_accuracy: 0.6533Epoch 459: D Accuracy = 0.6422 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2364 - g_loss: 0.9796 - d_accuracy: 0.6529 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2475 - g_loss: 0.9692 - d_accuracy: 0.6461Epoch 460: D Accuracy = 0.6789 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2468 - g_loss: 0.9702 - d_accuracy: 0.6473 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 0.9812 - d_accuracy: 0.6559Epoch 461: D Accuracy = 0.5963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2423 - g_loss: 0.9848 - d_accuracy: 0.6538 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 0.9850 - d_accuracy: 0.6536Epoch 462: D Accuracy = 0.7064 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2379 - g_loss: 0.9861 - d_accuracy: 0.6555 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2406 - g_loss: 0.9789 - d_accuracy: 0.6548Epoch 463: D Accuracy = 0.6284 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2416 - g_loss: 0.9771 - d_accuracy: 0.6538
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2391 - g_loss: 0.9821 - d_accuracy: 0.6514Epoch 464: D Accuracy = 0.6376 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2390 - g_loss: 0.9848 - d_accuracy: 0.6509 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 0.9831 - d_accuracy: 0.6596Epoch 465: D Accuracy = 0.7064 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2349 - g_loss: 0.9808 - d_accuracy: 0.6612 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 0.9856 - d_accuracy: 0.6556Epoch 466: D Accuracy = 0.6789 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2354 - g_loss: 0.9853 - d_accuracy: 0.6565 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2328 - g_loss: 0.9881 - d_accuracy: 0.6581Epoch 467: D Accuracy = 0.6743 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2320 - g_loss: 0.9856 - d_accuracy: 0.6587 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2344 - g_loss: 0.9896 - d_accuracy: 0.6570Epoch 468: D Accuracy = 0.6330 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2343 - g_loss: 0.9936 - d_accuracy: 0.6561 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2310 - g_loss: 0.9799 - d_accuracy: 0.6612Epoch 469: D Accuracy = 0.6697 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2308 - g_loss: 0.9798 - d_accuracy: 0.6615 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2399 - g_loss: 0.9907 - d_accuracy: 0.6473Epoch 470: D Accuracy = 0.6560 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2386 - g_loss: 0.9922 - d_accuracy: 0.6476 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2347 - g_loss: 0.9859 - d_accuracy: 0.6595Epoch 471: D Accuracy = 0.5642 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2367 - g_loss: 0.9833 - d_accuracy: 0.6561 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2308 - g_loss: 0.9887 - d_accuracy: 0.6593Epoch 472: D Accuracy = 0.6376 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2312 - g_loss: 0.9881 - d_accuracy: 0.6585 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 0.9939 - d_accuracy: 0.6541Epoch 473: D Accuracy = 0.7064 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2300 - g_loss: 0.9961 - d_accuracy: 0.6559 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2337 - g_loss: 0.9919 - d_accuracy: 0.6639Epoch 474: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2352 - g_loss: 0.9917 - d_accuracy: 0.6626 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2382 - g_loss: 0.9891 - d_accuracy: 0.6451Epoch 475: D Accuracy = 0.6789 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2366 - g_loss: 0.9857 - d_accuracy: 0.6463 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 0.9991 - d_accuracy: 0.6495Epoch 476: D Accuracy = 0.7110 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2280 - g_loss: 0.9992 - d_accuracy: 0.6517 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2318 - g_loss: 0.9900 - d_accuracy: 0.6540Epoch 477: D Accuracy = 0.6376 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2328 - g_loss: 0.9872 - d_accuracy: 0.6534 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2337 - g_loss: 0.9835 - d_accuracy: 0.6587Epoch 478: D Accuracy = 0.6239 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2339 - g_loss: 0.9841 - d_accuracy: 0.6574 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2337 - g_loss: 0.9932 - d_accuracy: 0.6545Epoch 479: D Accuracy = 0.6330 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2344 - g_loss: 0.9954 - d_accuracy: 0.6538 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2220 - g_loss: 0.9977 - d_accuracy: 0.6643Epoch 480: D Accuracy = 0.7064 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2208 - g_loss: 0.9998 - d_accuracy: 0.6658 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2341 - g_loss: 0.9962 - d_accuracy: 0.6525Epoch 481: D Accuracy = 0.6422 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2338 - g_loss: 0.9983 - d_accuracy: 0.6522 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2231 - g_loss: 1.0012 - d_accuracy: 0.6622Epoch 482: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2231 - g_loss: 1.0028 - d_accuracy: 0.6610 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2259 - g_loss: 0.9994 - d_accuracy: 0.6676Epoch 483: D Accuracy = 0.7156 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2238 - g_loss: 1.0012 - d_accuracy: 0.6693 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2267 - g_loss: 1.0057 - d_accuracy: 0.6560Epoch 484: D Accuracy = 0.6881 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2260 - g_loss: 1.0072 - d_accuracy: 0.6571 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2210 - g_loss: 1.0031 - d_accuracy: 0.6685Epoch 485: D Accuracy = 0.6789 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2220 - g_loss: 1.0030 - d_accuracy: 0.6689 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 1.0008 - d_accuracy: 0.6514Epoch 486: D Accuracy = 0.6101 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2348 - g_loss: 0.9961 - d_accuracy: 0.6499 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 0.9863 - d_accuracy: 0.6598Epoch 487: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2359 - g_loss: 0.9880 - d_accuracy: 0.6587 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2254 - g_loss: 1.0005 - d_accuracy: 0.6648Epoch 488: D Accuracy = 0.6881 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2250 - g_loss: 1.0002 - d_accuracy: 0.6656 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2312 - g_loss: 0.9950 - d_accuracy: 0.6570Epoch 489: D Accuracy = 0.6927 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2302 - g_loss: 0.9943 - d_accuracy: 0.6583 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2206 - g_loss: 1.0091 - d_accuracy: 0.6658Epoch 490: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2224 - g_loss: 1.0083 - d_accuracy: 0.6644 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2229 - g_loss: 1.0024 - d_accuracy: 0.6677Epoch 491: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2236 - g_loss: 1.0048 - d_accuracy: 0.6663 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2175 - g_loss: 1.0018 - d_accuracy: 0.6714Epoch 492: D Accuracy = 0.7248 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2157 - g_loss: 1.0015 - d_accuracy: 0.6733 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2169 - g_loss: 1.0127 - d_accuracy: 0.6633Epoch 493: D Accuracy = 0.5963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2178 - g_loss: 1.0152 - d_accuracy: 0.6609 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2242 - g_loss: 1.0001 - d_accuracy: 0.6592Epoch 494: D Accuracy = 0.6193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2247 - g_loss: 0.9983 - d_accuracy: 0.6578 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2229 - g_loss: 1.0040 - d_accuracy: 0.6682Epoch 495: D Accuracy = 0.6147 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2255 - g_loss: 1.0029 - d_accuracy: 0.6663
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2252 - g_loss: 1.0032 - d_accuracy: 0.6617Epoch 496: D Accuracy = 0.7064 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2244 - g_loss: 0.9999 - d_accuracy: 0.6633 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2229 - g_loss: 1.0057 - d_accuracy: 0.6623Epoch 497: D Accuracy = 0.6606 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2237 - g_loss: 1.0000 - d_accuracy: 0.6623 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0126 - d_accuracy: 0.6647Epoch 498: D Accuracy = 0.7202 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2165 - g_loss: 1.0130 - d_accuracy: 0.6667 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2109 - g_loss: 1.0111 - d_accuracy: 0.6757Epoch 499: D Accuracy = 0.6697 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2108 - g_loss: 1.0075 - d_accuracy: 0.6755 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2188 - g_loss: 1.0087 - d_accuracy: 0.6688 Class 3 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.6422 27/27 [==============================] - 1s 42ms/step - d_loss: 1.2195 - g_loss: 1.0061 - d_accuracy: 0.6678 Training DCGAN for class 4... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.4052 - g_loss: 0.9059 - d_accuracy: 0.5977WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0173s vs `on_train_batch_end` time: 0.0189s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.0362 - g_loss: 1.3425 - d_accuracy: 0.7783 Epoch 1: Generator loss improved from inf to 1.7600. Saving weights. Epoch 1: D Accuracy = 0.8923 27/27 [==============================] - 2s 36ms/step - d_loss: 1.0279 - g_loss: 1.3574 - d_accuracy: 0.7823 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9990 - g_loss: 1.5217 - d_accuracy: 0.8069 Epoch 2: Generator loss improved from 1.7600 to 1.3721. Saving weights. Epoch 2: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0090 - g_loss: 1.5164 - d_accuracy: 0.8023 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9398 - g_loss: 1.5804 - d_accuracy: 0.8245Epoch 3: D Accuracy = 0.8231 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9357 - g_loss: 1.5975 - d_accuracy: 0.8244 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7366 - g_loss: 1.9924 - d_accuracy: 0.9009Epoch 4: D Accuracy = 0.9462 27/27 [==============================] - 1s 34ms/step - d_loss: 0.7314 - g_loss: 2.0108 - d_accuracy: 0.9025 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5670 - g_loss: 2.7285 - d_accuracy: 0.9499Epoch 5: D Accuracy = 0.9923 27/27 [==============================] - 1s 34ms/step - d_loss: 0.5642 - g_loss: 2.7273 - d_accuracy: 0.9515 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4926 - g_loss: 3.3860 - d_accuracy: 0.9698Epoch 6: D Accuracy = 0.9462 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4918 - g_loss: 3.3950 - d_accuracy: 0.9689 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4526 - g_loss: 3.7744 - d_accuracy: 0.9799Epoch 7: D Accuracy = 0.9846 27/27 [==============================] - 1s 36ms/step - d_loss: 0.4522 - g_loss: 3.7743 - d_accuracy: 0.9801 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4354 - g_loss: 4.1700 - d_accuracy: 0.9809Epoch 8: D Accuracy = 0.9769 27/27 [==============================] - 1s 36ms/step - d_loss: 0.4359 - g_loss: 4.1576 - d_accuracy: 0.9808 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4232 - g_loss: 4.3898 - d_accuracy: 0.9848Epoch 9: D Accuracy = 0.9692 27/27 [==============================] - 1s 36ms/step - d_loss: 0.4235 - g_loss: 4.3982 - d_accuracy: 0.9843 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4132 - g_loss: 4.5796 - d_accuracy: 0.9868Epoch 10: D Accuracy = 1.0000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.4127 - g_loss: 4.5725 - d_accuracy: 0.9873 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4039 - g_loss: 4.7008 - d_accuracy: 0.9884Epoch 11: D Accuracy = 0.9923 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4037 - g_loss: 4.7047 - d_accuracy: 0.9886 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3971 - g_loss: 4.8200 - d_accuracy: 0.9916Epoch 12: D Accuracy = 0.9846 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3970 - g_loss: 4.8256 - d_accuracy: 0.9914 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3896 - g_loss: 5.0095 - d_accuracy: 0.9936Epoch 13: D Accuracy = 1.0000 27/27 [==============================] - 1s 34ms/step - d_loss: 0.3887 - g_loss: 5.0195 - d_accuracy: 0.9939 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4958 - g_loss: 4.2571 - d_accuracy: 0.9580Epoch 14: D Accuracy = 0.7846 27/27 [==============================] - 1s 35ms/step - d_loss: 0.5123 - g_loss: 4.1712 - d_accuracy: 0.9518 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2054 - g_loss: 1.5855 - d_accuracy: 0.7368 Epoch 15: Generator loss improved from 1.3721 to 0.7957. Saving weights. Epoch 15: D Accuracy = 0.6385 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2130 - g_loss: 1.5573 - d_accuracy: 0.7332 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 1.2478 - d_accuracy: 0.6791Epoch 16: D Accuracy = 0.5692 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2769 - g_loss: 1.2415 - d_accuracy: 0.6751 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2486 - g_loss: 1.1304 - d_accuracy: 0.6670Epoch 17: D Accuracy = 0.6615 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2480 - g_loss: 1.1365 - d_accuracy: 0.6668 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2476 - g_loss: 1.1051 - d_accuracy: 0.6579Epoch 18: D Accuracy = 0.6846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2464 - g_loss: 1.1127 - d_accuracy: 0.6588 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2547 - g_loss: 1.0692 - d_accuracy: 0.6521Epoch 19: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2526 - g_loss: 1.0716 - d_accuracy: 0.6519 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2557 - g_loss: 1.0770 - d_accuracy: 0.6577Epoch 20: D Accuracy = 0.6923 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2537 - g_loss: 1.0784 - d_accuracy: 0.6590 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2458 - g_loss: 1.0642 - d_accuracy: 0.6579Epoch 21: D Accuracy = 0.6462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2462 - g_loss: 1.0674 - d_accuracy: 0.6575 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2300 - g_loss: 1.0649 - d_accuracy: 0.6697Epoch 22: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2293 - g_loss: 1.0642 - d_accuracy: 0.6708 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2144 - g_loss: 1.0854 - d_accuracy: 0.6728Epoch 23: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2128 - g_loss: 1.0902 - d_accuracy: 0.6737 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1953 - g_loss: 1.0986 - d_accuracy: 0.6895Epoch 24: D Accuracy = 0.7462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1921 - g_loss: 1.1036 - d_accuracy: 0.6916 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1800 - g_loss: 1.1103 - d_accuracy: 0.7047Epoch 25: D Accuracy = 0.7692 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1789 - g_loss: 1.1087 - d_accuracy: 0.7070 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1539 - g_loss: 1.1468 - d_accuracy: 0.7094Epoch 26: D Accuracy = 0.7231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1521 - g_loss: 1.1487 - d_accuracy: 0.7099 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1334 - g_loss: 1.1679 - d_accuracy: 0.7272Epoch 27: D Accuracy = 0.7308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1333 - g_loss: 1.1660 - d_accuracy: 0.7273 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1323 - g_loss: 1.1823 - d_accuracy: 0.7238Epoch 28: D Accuracy = 0.7154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1346 - g_loss: 1.1789 - d_accuracy: 0.7235 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1052 - g_loss: 1.2324 - d_accuracy: 0.7347Epoch 29: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1038 - g_loss: 1.2384 - d_accuracy: 0.7335 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0853 - g_loss: 1.2372 - d_accuracy: 0.7497Epoch 30: D Accuracy = 0.7231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0838 - g_loss: 1.2461 - d_accuracy: 0.7488
Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0697 - g_loss: 1.2679 - d_accuracy: 0.7587Epoch 31: D Accuracy = 0.7692 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0699 - g_loss: 1.2724 - d_accuracy: 0.7590 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0771 - g_loss: 1.2647 - d_accuracy: 0.7603Epoch 32: D Accuracy = 0.7846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0779 - g_loss: 1.2603 - d_accuracy: 0.7611 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0850 - g_loss: 1.2831 - d_accuracy: 0.7440Epoch 33: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0859 - g_loss: 1.2763 - d_accuracy: 0.7424 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0705 - g_loss: 1.2981 - d_accuracy: 0.7492Epoch 34: D Accuracy = 0.6769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0731 - g_loss: 1.3038 - d_accuracy: 0.7466 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0920 - g_loss: 1.2536 - d_accuracy: 0.7410Epoch 35: D Accuracy = 0.7385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0928 - g_loss: 1.2496 - d_accuracy: 0.7409 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1137 - g_loss: 1.2645 - d_accuracy: 0.7351Epoch 36: D Accuracy = 0.7846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1112 - g_loss: 1.2623 - d_accuracy: 0.7368 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1373 - g_loss: 1.2152 - d_accuracy: 0.7176Epoch 37: D Accuracy = 0.7154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1361 - g_loss: 1.2170 - d_accuracy: 0.7175 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1629 - g_loss: 1.1972 - d_accuracy: 0.7121Epoch 38: D Accuracy = 0.7615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1616 - g_loss: 1.1974 - d_accuracy: 0.7139 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1854 - g_loss: 1.1812 - d_accuracy: 0.6861Epoch 39: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1865 - g_loss: 1.1792 - d_accuracy: 0.6858 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1836 - g_loss: 1.1684 - d_accuracy: 0.6895Epoch 40: D Accuracy = 0.5846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1871 - g_loss: 1.1778 - d_accuracy: 0.6857 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1998 - g_loss: 1.1322 - d_accuracy: 0.6767Epoch 41: D Accuracy = 0.6923 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2005 - g_loss: 1.1315 - d_accuracy: 0.6772 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2096 - g_loss: 1.1245 - d_accuracy: 0.6742Epoch 42: D Accuracy = 0.6846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2058 - g_loss: 1.1278 - d_accuracy: 0.6746 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1999 - g_loss: 1.1167 - d_accuracy: 0.6824Epoch 43: D Accuracy = 0.6385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2011 - g_loss: 1.1104 - d_accuracy: 0.6808 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 1.1109 - d_accuracy: 0.6735Epoch 44: D Accuracy = 0.6154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2246 - g_loss: 1.1152 - d_accuracy: 0.6715 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2376 - g_loss: 1.0776 - d_accuracy: 0.6661Epoch 45: D Accuracy = 0.6462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2385 - g_loss: 1.0719 - d_accuracy: 0.6654 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2402 - g_loss: 1.0849 - d_accuracy: 0.6528Epoch 46: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2391 - g_loss: 1.0868 - d_accuracy: 0.6545 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2248 - g_loss: 1.0868 - d_accuracy: 0.6659Epoch 47: D Accuracy = 0.6538 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2239 - g_loss: 1.0899 - d_accuracy: 0.6654 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2263 - g_loss: 1.0836 - d_accuracy: 0.6665Epoch 48: D Accuracy = 0.7615 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2211 - g_loss: 1.0904 - d_accuracy: 0.6699 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 1.0741 - d_accuracy: 0.6709Epoch 49: D Accuracy = 0.6846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2347 - g_loss: 1.0770 - d_accuracy: 0.6714 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 1.0628 - d_accuracy: 0.6544Epoch 50: D Accuracy = 0.6154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2522 - g_loss: 1.0624 - d_accuracy: 0.6531 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 1.0579 - d_accuracy: 0.6585Epoch 51: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2431 - g_loss: 1.0579 - d_accuracy: 0.6564 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 1.0540 - d_accuracy: 0.6637Epoch 52: D Accuracy = 0.6846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2433 - g_loss: 1.0557 - d_accuracy: 0.6644 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 1.0532 - d_accuracy: 0.6596Epoch 53: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2449 - g_loss: 1.0467 - d_accuracy: 0.6594 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2363 - g_loss: 1.0639 - d_accuracy: 0.6604Epoch 54: D Accuracy = 0.6462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2378 - g_loss: 1.0621 - d_accuracy: 0.6599 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2541 - g_loss: 1.0463 - d_accuracy: 0.6494Epoch 55: D Accuracy = 0.6308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2559 - g_loss: 1.0457 - d_accuracy: 0.6487 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 1.0317 - d_accuracy: 0.6466Epoch 56: D Accuracy = 0.6077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2595 - g_loss: 1.0286 - d_accuracy: 0.6452 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 1.0440 - d_accuracy: 0.6445Epoch 57: D Accuracy = 0.5462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2632 - g_loss: 1.0417 - d_accuracy: 0.6410 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2566 - g_loss: 1.0311 - d_accuracy: 0.6531Epoch 58: D Accuracy = 0.6154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2573 - g_loss: 1.0268 - d_accuracy: 0.6518 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 1.0334 - d_accuracy: 0.6440Epoch 59: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2600 - g_loss: 1.0317 - d_accuracy: 0.6460 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2464 - g_loss: 1.0500 - d_accuracy: 0.6548Epoch 60: D Accuracy = 0.5692 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2493 - g_loss: 1.0518 - d_accuracy: 0.6517 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 1.0181 - d_accuracy: 0.6405Epoch 61: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2698 - g_loss: 1.0178 - d_accuracy: 0.6413 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 1.0376 - d_accuracy: 0.6439Epoch 62: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2521 - g_loss: 1.0394 - d_accuracy: 0.6450 Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 1.0220 - d_accuracy: 0.6488Epoch 63: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2605 - g_loss: 1.0296 - d_accuracy: 0.6490 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2577 - g_loss: 1.0180 - d_accuracy: 0.6475Epoch 64: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2586 - g_loss: 1.0147 - d_accuracy: 0.6474 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2697 - g_loss: 1.0142 - d_accuracy: 0.6365Epoch 65: D Accuracy = 0.5846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2706 - g_loss: 1.0169 - d_accuracy: 0.6347 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 1.0062 - d_accuracy: 0.6387Epoch 66: D Accuracy = 0.6462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2714 - g_loss: 1.0014 - d_accuracy: 0.6389 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 1.0204 - d_accuracy: 0.6494Epoch 67: D Accuracy = 0.6462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2583 - g_loss: 1.0198 - d_accuracy: 0.6493 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2773 - g_loss: 1.0094 - d_accuracy: 0.6307Epoch 68: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2784 - g_loss: 1.0083 - d_accuracy: 0.6296 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2781 - g_loss: 0.9999 - d_accuracy: 0.6381Epoch 69: D Accuracy = 0.6846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2786 - g_loss: 0.9936 - d_accuracy: 0.6397 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2768 - g_loss: 1.0063 - d_accuracy: 0.6325Epoch 70: D Accuracy = 0.5538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2799 - g_loss: 1.0071 - d_accuracy: 0.6297 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9892 - d_accuracy: 0.6335Epoch 71: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2832 - g_loss: 0.9870 - d_accuracy: 0.6334 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9971 - d_accuracy: 0.6371Epoch 72: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2798 - g_loss: 0.9928 - d_accuracy: 0.6366 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2754 - g_loss: 1.0023 - d_accuracy: 0.6375Epoch 73: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2759 - g_loss: 1.0043 - d_accuracy: 0.6370 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9909 - d_accuracy: 0.6270Epoch 74: D Accuracy = 0.5231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2947 - g_loss: 0.9912 - d_accuracy: 0.6233 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2695 - g_loss: 1.0047 - d_accuracy: 0.6346Epoch 75: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2707 - g_loss: 1.0089 - d_accuracy: 0.6337 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9817 - d_accuracy: 0.6145Epoch 76: D Accuracy = 0.5769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2986 - g_loss: 0.9792 - d_accuracy: 0.6132 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9979 - d_accuracy: 0.6340Epoch 77: D Accuracy = 0.6846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2694 - g_loss: 0.9972 - d_accuracy: 0.6358 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2774 - g_loss: 0.9946 - d_accuracy: 0.6315Epoch 78: D Accuracy = 0.5231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2812 - g_loss: 0.9970 - d_accuracy: 0.6276 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2835 - g_loss: 0.9899 - d_accuracy: 0.6322Epoch 79: D Accuracy = 0.6231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2839 - g_loss: 0.9918 - d_accuracy: 0.6318 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2877 - g_loss: 0.9874 - d_accuracy: 0.6207Epoch 80: D Accuracy = 0.7308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2815 - g_loss: 0.9919 - d_accuracy: 0.6246 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9836 - d_accuracy: 0.6229Epoch 81: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2876 - g_loss: 0.9846 - d_accuracy: 0.6248 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9708 - d_accuracy: 0.6190Epoch 82: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2914 - g_loss: 0.9715 - d_accuracy: 0.6183 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.9753 - d_accuracy: 0.6181Epoch 83: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2917 - g_loss: 0.9734 - d_accuracy: 0.6197 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9727 - d_accuracy: 0.6157Epoch 84: D Accuracy = 0.6154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3023 - g_loss: 0.9788 - d_accuracy: 0.6157 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9653 - d_accuracy: 0.6052Epoch 85: D Accuracy = 0.5308 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3095 - g_loss: 0.9678 - d_accuracy: 0.6025 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2884 - g_loss: 0.9723 - d_accuracy: 0.6228Epoch 86: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2886 - g_loss: 0.9712 - d_accuracy: 0.6220 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2924 - g_loss: 0.9708 - d_accuracy: 0.6209Epoch 87: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2921 - g_loss: 0.9692 - d_accuracy: 0.6201 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2900 - g_loss: 0.9699 - d_accuracy: 0.6154Epoch 88: D Accuracy = 0.5385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2928 - g_loss: 0.9713 - d_accuracy: 0.6127 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3070 - g_loss: 0.9458 - d_accuracy: 0.6142Epoch 89: D Accuracy = 0.6385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3048 - g_loss: 0.9464 - d_accuracy: 0.6151 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3096 - g_loss: 0.9473 - d_accuracy: 0.6066Epoch 90: D Accuracy = 0.5846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3119 - g_loss: 0.9444 - d_accuracy: 0.6058 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3040 - g_loss: 0.9560 - d_accuracy: 0.6073Epoch 91: D Accuracy = 0.5692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3057 - g_loss: 0.9555 - d_accuracy: 0.6059 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9577 - d_accuracy: 0.6181Epoch 92: D Accuracy = 0.5923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3008 - g_loss: 0.9582 - d_accuracy: 0.6172 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.9448 - d_accuracy: 0.6090Epoch 93: D Accuracy = 0.5923 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3090 - g_loss: 0.9461 - d_accuracy: 0.6084 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3081 - g_loss: 0.9470 - d_accuracy: 0.6038Epoch 94: D Accuracy = 0.6077 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3059 - g_loss: 0.9471 - d_accuracy: 0.6040 Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3021 - g_loss: 0.9497 - d_accuracy: 0.6131Epoch 95: D Accuracy = 0.5769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3027 - g_loss: 0.9474 - d_accuracy: 0.6118 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.9451 - d_accuracy: 0.6067Epoch 96: D Accuracy = 0.6538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3121 - g_loss: 0.9412 - d_accuracy: 0.6084 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2949 - g_loss: 0.9560 - d_accuracy: 0.6247Epoch 97: D Accuracy = 0.6846 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2932 - g_loss: 0.9575 - d_accuracy: 0.6269 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9527 - d_accuracy: 0.6155Epoch 98: D Accuracy = 0.5923 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3028 - g_loss: 0.9545 - d_accuracy: 0.6147 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3123 - g_loss: 0.9431 - d_accuracy: 0.5984Epoch 99: D Accuracy = 0.6538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3117 - g_loss: 0.9434 - d_accuracy: 0.6004 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3138 - g_loss: 0.9419 - d_accuracy: 0.6063 Class 4 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.5462 27/27 [==============================] - 1s 49ms/step - d_loss: 1.3168 - g_loss: 0.9398 - d_accuracy: 0.6042 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9391 - d_accuracy: 0.6093Epoch 101: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3101 - g_loss: 0.9392 - d_accuracy: 0.6090 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3016 - g_loss: 0.9421 - d_accuracy: 0.6162Epoch 102: D Accuracy = 0.7077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2985 - g_loss: 0.9426 - d_accuracy: 0.6195 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3030 - g_loss: 0.9466 - d_accuracy: 0.6119Epoch 103: D Accuracy = 0.6308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3016 - g_loss: 0.9479 - d_accuracy: 0.6126 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3203 - g_loss: 0.9349 - d_accuracy: 0.5935Epoch 104: D Accuracy = 0.6231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3191 - g_loss: 0.9374 - d_accuracy: 0.5946 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9464 - d_accuracy: 0.6125Epoch 105: D Accuracy = 0.5769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3027 - g_loss: 0.9464 - d_accuracy: 0.6112 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.9395 - d_accuracy: 0.6074Epoch 106: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3092 - g_loss: 0.9411 - d_accuracy: 0.6072 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.9412 - d_accuracy: 0.6075Epoch 107: D Accuracy = 0.5538 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3127 - g_loss: 0.9398 - d_accuracy: 0.6055 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.9274 - d_accuracy: 0.5947Epoch 108: D Accuracy = 0.6462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3222 - g_loss: 0.9301 - d_accuracy: 0.5965 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9354 - d_accuracy: 0.6006Epoch 109: D Accuracy = 0.6077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3123 - g_loss: 0.9356 - d_accuracy: 0.6009 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9410 - d_accuracy: 0.6101Epoch 110: D Accuracy = 0.5615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3089 - g_loss: 0.9424 - d_accuracy: 0.6083 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3169 - g_loss: 0.9323 - d_accuracy: 0.5972Epoch 111: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.9304 - d_accuracy: 0.5973 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.9451 - d_accuracy: 0.6106Epoch 112: D Accuracy = 0.6385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3105 - g_loss: 0.9475 - d_accuracy: 0.6116 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.9250 - d_accuracy: 0.5908Epoch 113: D Accuracy = 0.6462 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3192 - g_loss: 0.9232 - d_accuracy: 0.5927 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.9297 - d_accuracy: 0.6046Epoch 114: D Accuracy = 0.5615 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3161 - g_loss: 0.9251 - d_accuracy: 0.6030 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3110 - g_loss: 0.9345 - d_accuracy: 0.6070Epoch 115: D Accuracy = 0.6231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3112 - g_loss: 0.9320 - d_accuracy: 0.6076 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.9287 - d_accuracy: 0.5995Epoch 116: D Accuracy = 0.5692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3181 - g_loss: 0.9294 - d_accuracy: 0.5984 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9361 - d_accuracy: 0.6110Epoch 117: D Accuracy = 0.6231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3052 - g_loss: 0.9360 - d_accuracy: 0.6115 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3162 - g_loss: 0.9247 - d_accuracy: 0.5945Epoch 118: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3129 - g_loss: 0.9273 - d_accuracy: 0.5983 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3188 - g_loss: 0.9256 - d_accuracy: 0.5965Epoch 119: D Accuracy = 0.5692 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3197 - g_loss: 0.9271 - d_accuracy: 0.5955 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.9308 - d_accuracy: 0.6021Epoch 120: D Accuracy = 0.5538 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3124 - g_loss: 0.9273 - d_accuracy: 0.6004 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3144 - g_loss: 0.9265 - d_accuracy: 0.5995Epoch 121: D Accuracy = 0.6308 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3131 - g_loss: 0.9260 - d_accuracy: 0.6006 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3139 - g_loss: 0.9268 - d_accuracy: 0.6073Epoch 122: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3135 - g_loss: 0.9246 - d_accuracy: 0.6078 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3224 - g_loss: 0.9239 - d_accuracy: 0.5916Epoch 123: D Accuracy = 0.5308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3257 - g_loss: 0.9210 - d_accuracy: 0.5894 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.9283 - d_accuracy: 0.6038Epoch 124: D Accuracy = 0.6154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3116 - g_loss: 0.9316 - d_accuracy: 0.6042 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.9223 - d_accuracy: 0.5965Epoch 125: D Accuracy = 0.5692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3190 - g_loss: 0.9199 - d_accuracy: 0.5955 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.9227 - d_accuracy: 0.5979Epoch 126: D Accuracy = 0.5846 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3180 - g_loss: 0.9187 - d_accuracy: 0.5974 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3284 - g_loss: 0.9251 - d_accuracy: 0.5898Epoch 127: D Accuracy = 0.5923 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3279 - g_loss: 0.9239 - d_accuracy: 0.5899 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3294 - g_loss: 0.9144 - d_accuracy: 0.5844Epoch 128: D Accuracy = 0.6462 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3276 - g_loss: 0.9125 - d_accuracy: 0.5866 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3230 - g_loss: 0.9148 - d_accuracy: 0.5941Epoch 129: D Accuracy = 0.5846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3238 - g_loss: 0.9123 - d_accuracy: 0.5938 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3171 - g_loss: 0.9241 - d_accuracy: 0.6064Epoch 130: D Accuracy = 0.6538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3145 - g_loss: 0.9296 - d_accuracy: 0.6081 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.9129 - d_accuracy: 0.5970Epoch 131: D Accuracy = 0.6308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3184 - g_loss: 0.9125 - d_accuracy: 0.5982 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.9265 - d_accuracy: 0.5989Epoch 132: D Accuracy = 0.5923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3147 - g_loss: 0.9307 - d_accuracy: 0.5987 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9380 - d_accuracy: 0.6043Epoch 133: D Accuracy = 0.5769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3113 - g_loss: 0.9436 - d_accuracy: 0.6033 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3230 - g_loss: 0.9198 - d_accuracy: 0.5972Epoch 134: D Accuracy = 0.5154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3262 - g_loss: 0.9176 - d_accuracy: 0.5943 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3182 - g_loss: 0.9191 - d_accuracy: 0.5997Epoch 135: D Accuracy = 0.5154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3202 - g_loss: 0.9180 - d_accuracy: 0.5967 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3152 - g_loss: 0.9159 - d_accuracy: 0.6021Epoch 136: D Accuracy = 0.6538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3128 - g_loss: 0.9146 - d_accuracy: 0.6039 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3165 - g_loss: 0.9177 - d_accuracy: 0.5992Epoch 137: D Accuracy = 0.6385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3152 - g_loss: 0.9182 - d_accuracy: 0.6006 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9263 - d_accuracy: 0.6070Epoch 138: D Accuracy = 0.6154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3096 - g_loss: 0.9291 - d_accuracy: 0.6073 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.9198 - d_accuracy: 0.6050Epoch 139: D Accuracy = 0.6308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3146 - g_loss: 0.9204 - d_accuracy: 0.6059 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3115 - g_loss: 0.9250 - d_accuracy: 0.6038Epoch 140: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3113 - g_loss: 0.9263 - d_accuracy: 0.6037 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.9168 - d_accuracy: 0.5905Epoch 141: D Accuracy = 0.5846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3200 - g_loss: 0.9151 - d_accuracy: 0.5903 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3025 - g_loss: 0.9309 - d_accuracy: 0.6113Epoch 142: D Accuracy = 0.7077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9330 - d_accuracy: 0.6147 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3171 - g_loss: 0.9191 - d_accuracy: 0.5996Epoch 143: D Accuracy = 0.5769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3170 - g_loss: 0.9194 - d_accuracy: 0.5988 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.9141 - d_accuracy: 0.5967Epoch 144: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.9126 - d_accuracy: 0.5996 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3242 - g_loss: 0.9185 - d_accuracy: 0.5894 Epoch 145: Generator loss improved from 0.7957 to 0.7442. Saving weights. Epoch 145: D Accuracy = 0.5462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3266 - g_loss: 0.9123 - d_accuracy: 0.5878 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.9149 - d_accuracy: 0.5895Epoch 146: D Accuracy = 0.6385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3244 - g_loss: 0.9188 - d_accuracy: 0.5912 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3203 - g_loss: 0.9194 - d_accuracy: 0.5998Epoch 147: D Accuracy = 0.6154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3193 - g_loss: 0.9197 - d_accuracy: 0.6003 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3224 - g_loss: 0.9156 - d_accuracy: 0.5966Epoch 148: D Accuracy = 0.5923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3221 - g_loss: 0.9118 - d_accuracy: 0.5964 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3113 - g_loss: 0.9230 - d_accuracy: 0.6035Epoch 149: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3115 - g_loss: 0.9227 - d_accuracy: 0.6034 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.9197 - d_accuracy: 0.6104Epoch 150: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3061 - g_loss: 0.9232 - d_accuracy: 0.6128 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3048 - g_loss: 0.9300 - d_accuracy: 0.6051Epoch 151: D Accuracy = 0.5769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3057 - g_loss: 0.9326 - d_accuracy: 0.6041 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.9106 - d_accuracy: 0.5922Epoch 152: D Accuracy = 0.6154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3227 - g_loss: 0.9147 - d_accuracy: 0.5931 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.9106 - d_accuracy: 0.5933Epoch 153: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3212 - g_loss: 0.9141 - d_accuracy: 0.5938 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3144 - g_loss: 0.9161 - d_accuracy: 0.6078Epoch 154: D Accuracy = 0.6846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3123 - g_loss: 0.9172 - d_accuracy: 0.6106 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.9120 - d_accuracy: 0.5965Epoch 155: D Accuracy = 0.5769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3219 - g_loss: 0.9153 - d_accuracy: 0.5958 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3169 - g_loss: 0.9092 - d_accuracy: 0.5969Epoch 156: D Accuracy = 0.6231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3169 - g_loss: 0.9086 - d_accuracy: 0.5978 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3082 - g_loss: 0.9210 - d_accuracy: 0.6018Epoch 157: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3063 - g_loss: 0.9202 - d_accuracy: 0.6039 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.9178 - d_accuracy: 0.5985Epoch 158: D Accuracy = 0.5769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3130 - g_loss: 0.9174 - d_accuracy: 0.5977 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.9121 - d_accuracy: 0.5974Epoch 159: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3186 - g_loss: 0.9130 - d_accuracy: 0.6002 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.9223 - d_accuracy: 0.6008Epoch 160: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.9227 - d_accuracy: 0.6008 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.9233 - d_accuracy: 0.6022Epoch 161: D Accuracy = 0.6385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3122 - g_loss: 0.9243 - d_accuracy: 0.6035 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3114 - g_loss: 0.9149 - d_accuracy: 0.6005Epoch 162: D Accuracy = 0.5077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3142 - g_loss: 0.9100 - d_accuracy: 0.5972 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.9141 - d_accuracy: 0.5961Epoch 163: D Accuracy = 0.6154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3168 - g_loss: 0.9141 - d_accuracy: 0.5968
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3081 - g_loss: 0.9190 - d_accuracy: 0.6045Epoch 164: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3055 - g_loss: 0.9190 - d_accuracy: 0.6071 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.9166 - d_accuracy: 0.5944Epoch 165: D Accuracy = 0.6385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3149 - g_loss: 0.9162 - d_accuracy: 0.5960 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.9147 - d_accuracy: 0.5972Epoch 166: D Accuracy = 0.6154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3165 - g_loss: 0.9177 - d_accuracy: 0.5978 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9177 - d_accuracy: 0.6129Epoch 167: D Accuracy = 0.6308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3053 - g_loss: 0.9126 - d_accuracy: 0.6136 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.9258 - d_accuracy: 0.6026Epoch 168: D Accuracy = 0.6385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3065 - g_loss: 0.9253 - d_accuracy: 0.6039 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.9200 - d_accuracy: 0.5988Epoch 169: D Accuracy = 0.5923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.9243 - d_accuracy: 0.5985 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9168 - d_accuracy: 0.6052Epoch 170: D Accuracy = 0.5154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3078 - g_loss: 0.9161 - d_accuracy: 0.6020 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3181 - g_loss: 0.9118 - d_accuracy: 0.5939Epoch 171: D Accuracy = 0.5769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.9126 - d_accuracy: 0.5932 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9121 - d_accuracy: 0.6004Epoch 172: D Accuracy = 0.5769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3181 - g_loss: 0.9094 - d_accuracy: 0.5995 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9251 - d_accuracy: 0.6051Epoch 173: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3024 - g_loss: 0.9319 - d_accuracy: 0.6071 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2974 - g_loss: 0.9213 - d_accuracy: 0.6171Epoch 174: D Accuracy = 0.6692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2962 - g_loss: 0.9180 - d_accuracy: 0.6190 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9193 - d_accuracy: 0.6019Epoch 175: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3094 - g_loss: 0.9184 - d_accuracy: 0.6027 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.9181 - d_accuracy: 0.5950Epoch 176: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3142 - g_loss: 0.9204 - d_accuracy: 0.5954 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3118 - g_loss: 0.9152 - d_accuracy: 0.5998Epoch 177: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3117 - g_loss: 0.9132 - d_accuracy: 0.6000 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9244 - d_accuracy: 0.6073Epoch 178: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3003 - g_loss: 0.9248 - d_accuracy: 0.6078 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9243 - d_accuracy: 0.6042Epoch 179: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3004 - g_loss: 0.9264 - d_accuracy: 0.6044 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9151 - d_accuracy: 0.5931Epoch 180: D Accuracy = 0.6462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3134 - g_loss: 0.9181 - d_accuracy: 0.5950 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.9206 - d_accuracy: 0.5999Epoch 181: D Accuracy = 0.6154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 0.9226 - d_accuracy: 0.6005 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3108 - g_loss: 0.9139 - d_accuracy: 0.5977Epoch 182: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3115 - g_loss: 0.9115 - d_accuracy: 0.5986 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3185 - g_loss: 0.9160 - d_accuracy: 0.5933Epoch 183: D Accuracy = 0.5231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3207 - g_loss: 0.9117 - d_accuracy: 0.5908 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3133 - g_loss: 0.9139 - d_accuracy: 0.5969Epoch 184: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3159 - g_loss: 0.9107 - d_accuracy: 0.5970 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3139 - g_loss: 0.9161 - d_accuracy: 0.5958Epoch 185: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3132 - g_loss: 0.9178 - d_accuracy: 0.5971 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3076 - g_loss: 0.9147 - d_accuracy: 0.6044Epoch 186: D Accuracy = 0.5923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3084 - g_loss: 0.9128 - d_accuracy: 0.6040 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.9150 - d_accuracy: 0.5967Epoch 187: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3165 - g_loss: 0.9210 - d_accuracy: 0.5968 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2946 - g_loss: 0.9199 - d_accuracy: 0.6177Epoch 188: D Accuracy = 0.5846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2959 - g_loss: 0.9163 - d_accuracy: 0.6165 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9267 - d_accuracy: 0.6162Epoch 189: D Accuracy = 0.7154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2976 - g_loss: 0.9282 - d_accuracy: 0.6197 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9227 - d_accuracy: 0.6059Epoch 190: D Accuracy = 0.5385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3079 - g_loss: 0.9241 - d_accuracy: 0.6035 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 0.9226 - d_accuracy: 0.6097Epoch 191: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2971 - g_loss: 0.9199 - d_accuracy: 0.6102 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3086 - g_loss: 0.9238 - d_accuracy: 0.6050Epoch 192: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3080 - g_loss: 0.9231 - d_accuracy: 0.6048 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3118 - g_loss: 0.9175 - d_accuracy: 0.6069Epoch 193: D Accuracy = 0.5308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3146 - g_loss: 0.9189 - d_accuracy: 0.6042 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9275 - d_accuracy: 0.6187Epoch 194: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3012 - g_loss: 0.9300 - d_accuracy: 0.6181 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9205 - d_accuracy: 0.6057Epoch 195: D Accuracy = 0.6385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3059 - g_loss: 0.9204 - d_accuracy: 0.6068
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9242 - d_accuracy: 0.6061Epoch 196: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3015 - g_loss: 0.9222 - d_accuracy: 0.6075 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9222 - d_accuracy: 0.6112Epoch 197: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2969 - g_loss: 0.9184 - d_accuracy: 0.6127 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9313 - d_accuracy: 0.6091Epoch 198: D Accuracy = 0.5462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3030 - g_loss: 0.9316 - d_accuracy: 0.6068 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.9158 - d_accuracy: 0.6043Epoch 199: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3087 - g_loss: 0.9166 - d_accuracy: 0.6041 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3046 - g_loss: 0.9178 - d_accuracy: 0.6080 Class 4 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.6000 27/27 [==============================] - 1s 41ms/step - d_loss: 1.3055 - g_loss: 0.9155 - d_accuracy: 0.6077 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2990 - g_loss: 0.9236 - d_accuracy: 0.6093Epoch 201: D Accuracy = 0.6385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3001 - g_loss: 0.9205 - d_accuracy: 0.6103 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3006 - g_loss: 0.9209 - d_accuracy: 0.6123Epoch 202: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3010 - g_loss: 0.9184 - d_accuracy: 0.6127 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9255 - d_accuracy: 0.5981Epoch 203: D Accuracy = 0.5538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3041 - g_loss: 0.9256 - d_accuracy: 0.5965 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9213 - d_accuracy: 0.6133Epoch 204: D Accuracy = 0.5385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2977 - g_loss: 0.9229 - d_accuracy: 0.6106 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 0.9219 - d_accuracy: 0.6112Epoch 205: D Accuracy = 0.6231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3062 - g_loss: 0.9195 - d_accuracy: 0.6116 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3064 - g_loss: 0.9217 - d_accuracy: 0.6106Epoch 206: D Accuracy = 0.5769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3079 - g_loss: 0.9199 - d_accuracy: 0.6094 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.9144 - d_accuracy: 0.6013Epoch 207: D Accuracy = 0.7308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3103 - g_loss: 0.9134 - d_accuracy: 0.6059 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3057 - g_loss: 0.9220 - d_accuracy: 0.6009Epoch 208: D Accuracy = 0.5846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3048 - g_loss: 0.9268 - d_accuracy: 0.6004 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9228 - d_accuracy: 0.6105Epoch 209: D Accuracy = 0.5923 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3045 - g_loss: 0.9193 - d_accuracy: 0.6098 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2973 - g_loss: 0.9327 - d_accuracy: 0.6128Epoch 210: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2951 - g_loss: 0.9386 - d_accuracy: 0.6134 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9245 - d_accuracy: 0.6113Epoch 211: D Accuracy = 0.6077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3000 - g_loss: 0.9227 - d_accuracy: 0.6112 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9174 - d_accuracy: 0.6125Epoch 212: D Accuracy = 0.5846 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3040 - g_loss: 0.9124 - d_accuracy: 0.6115 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.9245 - d_accuracy: 0.6022Epoch 213: D Accuracy = 0.5923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3070 - g_loss: 0.9270 - d_accuracy: 0.6019 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2992 - g_loss: 0.9253 - d_accuracy: 0.6080Epoch 214: D Accuracy = 0.6385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2996 - g_loss: 0.9251 - d_accuracy: 0.6091 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2990 - g_loss: 0.9258 - d_accuracy: 0.6116Epoch 215: D Accuracy = 0.6154 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2982 - g_loss: 0.9289 - d_accuracy: 0.6118 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9185 - d_accuracy: 0.6073Epoch 216: D Accuracy = 0.5769 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3087 - g_loss: 0.9146 - d_accuracy: 0.6062 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9321 - d_accuracy: 0.6207Epoch 217: D Accuracy = 0.6231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2897 - g_loss: 0.9315 - d_accuracy: 0.6208 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2917 - g_loss: 0.9322 - d_accuracy: 0.6227Epoch 218: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2890 - g_loss: 0.9343 - d_accuracy: 0.6241 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2939 - g_loss: 0.9275 - d_accuracy: 0.6115Epoch 219: D Accuracy = 0.5692 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2956 - g_loss: 0.9264 - d_accuracy: 0.6100 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2956 - g_loss: 0.9303 - d_accuracy: 0.6171Epoch 220: D Accuracy = 0.5923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2968 - g_loss: 0.9276 - d_accuracy: 0.6162 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9359 - d_accuracy: 0.6242 Epoch 221: Generator loss improved from 0.7442 to 0.7382. Saving weights. Epoch 221: D Accuracy = 0.6692 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2896 - g_loss: 0.9288 - d_accuracy: 0.6258 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9289 - d_accuracy: 0.6126Epoch 222: D Accuracy = 0.5923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2988 - g_loss: 0.9261 - d_accuracy: 0.6119 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9280 - d_accuracy: 0.6163Epoch 223: D Accuracy = 0.5385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2991 - g_loss: 0.9228 - d_accuracy: 0.6135 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2950 - g_loss: 0.9368 - d_accuracy: 0.6220Epoch 224: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2969 - g_loss: 0.9371 - d_accuracy: 0.6215 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2991 - g_loss: 0.9259 - d_accuracy: 0.6099Epoch 225: D Accuracy = 0.5769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9232 - d_accuracy: 0.6087 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9390 - d_accuracy: 0.6148Epoch 226: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2894 - g_loss: 0.9359 - d_accuracy: 0.6164 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9354 - d_accuracy: 0.6176Epoch 227: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2891 - g_loss: 0.9351 - d_accuracy: 0.6169 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9233 - d_accuracy: 0.6102Epoch 228: D Accuracy = 0.6231 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3028 - g_loss: 0.9202 - d_accuracy: 0.6106 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9274 - d_accuracy: 0.6106Epoch 229: D Accuracy = 0.6308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2966 - g_loss: 0.9248 - d_accuracy: 0.6113 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9316 - d_accuracy: 0.6224Epoch 230: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2873 - g_loss: 0.9302 - d_accuracy: 0.6238 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2888 - g_loss: 0.9320 - d_accuracy: 0.6233Epoch 231: D Accuracy = 0.6462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2884 - g_loss: 0.9334 - d_accuracy: 0.6241 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2941 - g_loss: 0.9291 - d_accuracy: 0.6158Epoch 232: D Accuracy = 0.5846 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2936 - g_loss: 0.9274 - d_accuracy: 0.6147 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9368 - d_accuracy: 0.6216Epoch 233: D Accuracy = 0.6231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2896 - g_loss: 0.9381 - d_accuracy: 0.6217 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2960 - g_loss: 0.9263 - d_accuracy: 0.6140Epoch 234: D Accuracy = 0.5846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2975 - g_loss: 0.9269 - d_accuracy: 0.6129 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2978 - g_loss: 0.9265 - d_accuracy: 0.6170Epoch 235: D Accuracy = 0.5769 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3004 - g_loss: 0.9220 - d_accuracy: 0.6156 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2989 - g_loss: 0.9302 - d_accuracy: 0.6115Epoch 236: D Accuracy = 0.5308 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3010 - g_loss: 0.9336 - d_accuracy: 0.6086 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2958 - g_loss: 0.9247 - d_accuracy: 0.6175Epoch 237: D Accuracy = 0.7308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2924 - g_loss: 0.9229 - d_accuracy: 0.6215 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2818 - g_loss: 0.9389 - d_accuracy: 0.6260Epoch 238: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2812 - g_loss: 0.9396 - d_accuracy: 0.6253 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2839 - g_loss: 0.9383 - d_accuracy: 0.6252Epoch 239: D Accuracy = 0.6308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2841 - g_loss: 0.9408 - d_accuracy: 0.6254 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 0.9392 - d_accuracy: 0.6241Epoch 240: D Accuracy = 0.6308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2857 - g_loss: 0.9374 - d_accuracy: 0.6243 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9349 - d_accuracy: 0.6187Epoch 241: D Accuracy = 0.6538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2874 - g_loss: 0.9345 - d_accuracy: 0.6199 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9392 - d_accuracy: 0.6156Epoch 242: D Accuracy = 0.5538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2905 - g_loss: 0.9413 - d_accuracy: 0.6134 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3014 - g_loss: 0.9286 - d_accuracy: 0.6066Epoch 243: D Accuracy = 0.5615 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3021 - g_loss: 0.9300 - d_accuracy: 0.6050 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9340 - d_accuracy: 0.6174Epoch 244: D Accuracy = 0.6538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2827 - g_loss: 0.9341 - d_accuracy: 0.6187 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2866 - g_loss: 0.9397 - d_accuracy: 0.6229Epoch 245: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2876 - g_loss: 0.9394 - d_accuracy: 0.6229 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9451 - d_accuracy: 0.6349Epoch 246: D Accuracy = 0.6692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2693 - g_loss: 0.9504 - d_accuracy: 0.6361 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2750 - g_loss: 0.9452 - d_accuracy: 0.6317Epoch 247: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2756 - g_loss: 0.9447 - d_accuracy: 0.6309 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9349 - d_accuracy: 0.6208Epoch 248: D Accuracy = 0.5923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2862 - g_loss: 0.9391 - d_accuracy: 0.6197 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9445 - d_accuracy: 0.6246Epoch 249: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2798 - g_loss: 0.9447 - d_accuracy: 0.6254 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9344 - d_accuracy: 0.6191Epoch 250: D Accuracy = 0.6154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2919 - g_loss: 0.9333 - d_accuracy: 0.6190 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9421 - d_accuracy: 0.6272Epoch 251: D Accuracy = 0.6538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2794 - g_loss: 0.9401 - d_accuracy: 0.6282 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2789 - g_loss: 0.9458 - d_accuracy: 0.6331Epoch 252: D Accuracy = 0.7385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2751 - g_loss: 0.9471 - d_accuracy: 0.6369 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2827 - g_loss: 0.9438 - d_accuracy: 0.6214Epoch 253: D Accuracy = 0.5308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2865 - g_loss: 0.9450 - d_accuracy: 0.6181 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2880 - g_loss: 0.9358 - d_accuracy: 0.6206Epoch 254: D Accuracy = 0.5615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2903 - g_loss: 0.9351 - d_accuracy: 0.6185 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2877 - g_loss: 0.9381 - d_accuracy: 0.6197Epoch 255: D Accuracy = 0.5846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2901 - g_loss: 0.9348 - d_accuracy: 0.6185 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2811 - g_loss: 0.9408 - d_accuracy: 0.6294Epoch 256: D Accuracy = 0.6385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2806 - g_loss: 0.9370 - d_accuracy: 0.6297 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9539 - d_accuracy: 0.6297Epoch 257: D Accuracy = 0.6692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2754 - g_loss: 0.9503 - d_accuracy: 0.6311 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2778 - g_loss: 0.9464 - d_accuracy: 0.6309Epoch 258: D Accuracy = 0.5462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2795 - g_loss: 0.9457 - d_accuracy: 0.6279 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9435 - d_accuracy: 0.6239Epoch 259: D Accuracy = 0.6308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2778 - g_loss: 0.9434 - d_accuracy: 0.6242 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2816 - g_loss: 0.9472 - d_accuracy: 0.6278Epoch 260: D Accuracy = 0.6538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2814 - g_loss: 0.9487 - d_accuracy: 0.6287 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9414 - d_accuracy: 0.6269Epoch 261: D Accuracy = 0.6846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2796 - g_loss: 0.9424 - d_accuracy: 0.6290 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9430 - d_accuracy: 0.6294Epoch 262: D Accuracy = 0.6154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2831 - g_loss: 0.9387 - d_accuracy: 0.6289 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2796 - g_loss: 0.9504 - d_accuracy: 0.6273Epoch 263: D Accuracy = 0.4923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2832 - g_loss: 0.9510 - d_accuracy: 0.6225
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2789 - g_loss: 0.9423 - d_accuracy: 0.6291Epoch 264: D Accuracy = 0.6538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2788 - g_loss: 0.9432 - d_accuracy: 0.6300 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9443 - d_accuracy: 0.6232Epoch 265: D Accuracy = 0.6077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2824 - g_loss: 0.9443 - d_accuracy: 0.6226 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2906 - g_loss: 0.9382 - d_accuracy: 0.6211Epoch 266: D Accuracy = 0.5154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2944 - g_loss: 0.9402 - d_accuracy: 0.6173 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9480 - d_accuracy: 0.6328Epoch 267: D Accuracy = 0.7077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2717 - g_loss: 0.9470 - d_accuracy: 0.6355 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2818 - g_loss: 0.9454 - d_accuracy: 0.6281Epoch 268: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2827 - g_loss: 0.9418 - d_accuracy: 0.6282 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9576 - d_accuracy: 0.6397Epoch 269: D Accuracy = 0.5769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2644 - g_loss: 0.9600 - d_accuracy: 0.6375 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2793 - g_loss: 0.9498 - d_accuracy: 0.6307Epoch 270: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2786 - g_loss: 0.9535 - d_accuracy: 0.6313 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9419 - d_accuracy: 0.6249Epoch 271: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2780 - g_loss: 0.9390 - d_accuracy: 0.6268 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2757 - g_loss: 0.9552 - d_accuracy: 0.6296Epoch 272: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2748 - g_loss: 0.9564 - d_accuracy: 0.6296 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2735 - g_loss: 0.9556 - d_accuracy: 0.6291Epoch 273: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2731 - g_loss: 0.9533 - d_accuracy: 0.6292 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 0.9507 - d_accuracy: 0.6287Epoch 274: D Accuracy = 0.5231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2767 - g_loss: 0.9454 - d_accuracy: 0.6250 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9620 - d_accuracy: 0.6397Epoch 275: D Accuracy = 0.5923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2704 - g_loss: 0.9673 - d_accuracy: 0.6380 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2779 - g_loss: 0.9419 - d_accuracy: 0.6287Epoch 276: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2779 - g_loss: 0.9405 - d_accuracy: 0.6293 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2744 - g_loss: 0.9550 - d_accuracy: 0.6364Epoch 277: D Accuracy = 0.5385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2793 - g_loss: 0.9581 - d_accuracy: 0.6329 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9570 - d_accuracy: 0.6446Epoch 278: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2606 - g_loss: 0.9545 - d_accuracy: 0.6446 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2861 - g_loss: 0.9429 - d_accuracy: 0.6288Epoch 279: D Accuracy = 0.6846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2857 - g_loss: 0.9387 - d_accuracy: 0.6308 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2677 - g_loss: 0.9524 - d_accuracy: 0.6410Epoch 280: D Accuracy = 0.6308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2688 - g_loss: 0.9505 - d_accuracy: 0.6406 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9517 - d_accuracy: 0.6309Epoch 281: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2831 - g_loss: 0.9508 - d_accuracy: 0.6298 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2794 - g_loss: 0.9465 - d_accuracy: 0.6215Epoch 282: D Accuracy = 0.6077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2796 - g_loss: 0.9450 - d_accuracy: 0.6210 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2655 - g_loss: 0.9522 - d_accuracy: 0.6384Epoch 283: D Accuracy = 0.6615 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2663 - g_loss: 0.9470 - d_accuracy: 0.6392 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9444 - d_accuracy: 0.6304Epoch 284: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2787 - g_loss: 0.9462 - d_accuracy: 0.6310 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2692 - g_loss: 0.9581 - d_accuracy: 0.6329Epoch 285: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2693 - g_loss: 0.9566 - d_accuracy: 0.6336 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 0.9648 - d_accuracy: 0.6476Epoch 286: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2579 - g_loss: 0.9631 - d_accuracy: 0.6478 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2744 - g_loss: 0.9555 - d_accuracy: 0.6300Epoch 287: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2765 - g_loss: 0.9556 - d_accuracy: 0.6289 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9550 - d_accuracy: 0.6436Epoch 288: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2642 - g_loss: 0.9516 - d_accuracy: 0.6439 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 0.9626 - d_accuracy: 0.6284Epoch 289: D Accuracy = 0.5538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2770 - g_loss: 0.9614 - d_accuracy: 0.6258 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2822 - g_loss: 0.9445 - d_accuracy: 0.6219Epoch 290: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2791 - g_loss: 0.9459 - d_accuracy: 0.6227 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9654 - d_accuracy: 0.6458Epoch 291: D Accuracy = 0.6077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2669 - g_loss: 0.9674 - d_accuracy: 0.6444 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2736 - g_loss: 0.9444 - d_accuracy: 0.6315Epoch 292: D Accuracy = 0.5769 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2740 - g_loss: 0.9437 - d_accuracy: 0.6295 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2696 - g_loss: 0.9528 - d_accuracy: 0.6405Epoch 293: D Accuracy = 0.6538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2690 - g_loss: 0.9516 - d_accuracy: 0.6410 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9520 - d_accuracy: 0.6337Epoch 294: D Accuracy = 0.6385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2746 - g_loss: 0.9539 - d_accuracy: 0.6339 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2614 - g_loss: 0.9644 - d_accuracy: 0.6395Epoch 295: D Accuracy = 0.6692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2599 - g_loss: 0.9676 - d_accuracy: 0.6406
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9588 - d_accuracy: 0.6345Epoch 296: D Accuracy = 0.5769 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2677 - g_loss: 0.9546 - d_accuracy: 0.6324 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2731 - g_loss: 0.9580 - d_accuracy: 0.6295Epoch 297: D Accuracy = 0.6385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2746 - g_loss: 0.9516 - d_accuracy: 0.6299 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9630 - d_accuracy: 0.6401Epoch 298: D Accuracy = 0.6462 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2659 - g_loss: 0.9675 - d_accuracy: 0.6403 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2676 - g_loss: 0.9550 - d_accuracy: 0.6395Epoch 299: D Accuracy = 0.6923 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2673 - g_loss: 0.9509 - d_accuracy: 0.6414 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9595 - d_accuracy: 0.6352 Class 4 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.7000 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2640 - g_loss: 0.9550 - d_accuracy: 0.6375 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2791 - g_loss: 0.9610 - d_accuracy: 0.6274Epoch 301: D Accuracy = 0.5846 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2808 - g_loss: 0.9637 - d_accuracy: 0.6259 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2608 - g_loss: 0.9631 - d_accuracy: 0.6388Epoch 302: D Accuracy = 0.6615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2601 - g_loss: 0.9658 - d_accuracy: 0.6396 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 0.9629 - d_accuracy: 0.6435Epoch 303: D Accuracy = 0.5923 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2723 - g_loss: 0.9658 - d_accuracy: 0.6416 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 0.9640 - d_accuracy: 0.6414Epoch 304: D Accuracy = 0.6769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2611 - g_loss: 0.9635 - d_accuracy: 0.6427 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2639 - g_loss: 0.9625 - d_accuracy: 0.6385Epoch 305: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2633 - g_loss: 0.9632 - d_accuracy: 0.6372 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 0.9772 - d_accuracy: 0.6420Epoch 306: D Accuracy = 0.5923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2539 - g_loss: 0.9791 - d_accuracy: 0.6402 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2735 - g_loss: 0.9595 - d_accuracy: 0.6298Epoch 307: D Accuracy = 0.6231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2725 - g_loss: 0.9630 - d_accuracy: 0.6296 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9577 - d_accuracy: 0.6407Epoch 308: D Accuracy = 0.5923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2642 - g_loss: 0.9557 - d_accuracy: 0.6390 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2510 - g_loss: 0.9776 - d_accuracy: 0.6472Epoch 309: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2517 - g_loss: 0.9784 - d_accuracy: 0.6474 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2647 - g_loss: 0.9632 - d_accuracy: 0.6413Epoch 310: D Accuracy = 0.6385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2663 - g_loss: 0.9601 - d_accuracy: 0.6412 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2614 - g_loss: 0.9619 - d_accuracy: 0.6391Epoch 311: D Accuracy = 0.7077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2612 - g_loss: 0.9597 - d_accuracy: 0.6415 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2661 - g_loss: 0.9604 - d_accuracy: 0.6320Epoch 312: D Accuracy = 0.7154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2624 - g_loss: 0.9612 - d_accuracy: 0.6349 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9644 - d_accuracy: 0.6394Epoch 313: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2653 - g_loss: 0.9593 - d_accuracy: 0.6380 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2656 - g_loss: 0.9721 - d_accuracy: 0.6339Epoch 314: D Accuracy = 0.6692 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2643 - g_loss: 0.9734 - d_accuracy: 0.6351 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2585 - g_loss: 0.9700 - d_accuracy: 0.6440Epoch 315: D Accuracy = 0.5923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2616 - g_loss: 0.9692 - d_accuracy: 0.6422 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9661 - d_accuracy: 0.6308Epoch 316: D Accuracy = 0.6462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2705 - g_loss: 0.9699 - d_accuracy: 0.6314 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2530 - g_loss: 0.9693 - d_accuracy: 0.6484Epoch 317: D Accuracy = 0.6385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2523 - g_loss: 0.9695 - d_accuracy: 0.6480 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2598 - g_loss: 0.9680 - d_accuracy: 0.6401Epoch 318: D Accuracy = 0.7308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2565 - g_loss: 0.9677 - d_accuracy: 0.6433 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2553 - g_loss: 0.9737 - d_accuracy: 0.6474Epoch 319: D Accuracy = 0.6231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2548 - g_loss: 0.9743 - d_accuracy: 0.6465 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2643 - g_loss: 0.9650 - d_accuracy: 0.6387Epoch 320: D Accuracy = 0.6385 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2642 - g_loss: 0.9654 - d_accuracy: 0.6387 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2510 - g_loss: 0.9788 - d_accuracy: 0.6511Epoch 321: D Accuracy = 0.6769 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2512 - g_loss: 0.9754 - d_accuracy: 0.6520 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9689 - d_accuracy: 0.6417Epoch 322: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2606 - g_loss: 0.9736 - d_accuracy: 0.6405 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2591 - g_loss: 0.9665 - d_accuracy: 0.6410Epoch 323: D Accuracy = 0.6385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2586 - g_loss: 0.9664 - d_accuracy: 0.6409 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2533 - g_loss: 0.9775 - d_accuracy: 0.6513Epoch 324: D Accuracy = 0.5231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2561 - g_loss: 0.9803 - d_accuracy: 0.6467 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2436 - g_loss: 0.9794 - d_accuracy: 0.6533Epoch 325: D Accuracy = 0.6692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2430 - g_loss: 0.9802 - d_accuracy: 0.6538 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2440 - g_loss: 0.9827 - d_accuracy: 0.6599Epoch 326: D Accuracy = 0.7231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2434 - g_loss: 0.9773 - d_accuracy: 0.6621 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9716 - d_accuracy: 0.6348Epoch 327: D Accuracy = 0.5923 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2664 - g_loss: 0.9712 - d_accuracy: 0.6333 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2615 - g_loss: 0.9783 - d_accuracy: 0.6358Epoch 328: D Accuracy = 0.5692 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2644 - g_loss: 0.9794 - d_accuracy: 0.6334 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 0.9881 - d_accuracy: 0.6654Epoch 329: D Accuracy = 0.7077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2370 - g_loss: 0.9859 - d_accuracy: 0.6669 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2583 - g_loss: 0.9803 - d_accuracy: 0.6329Epoch 330: D Accuracy = 0.6385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2546 - g_loss: 0.9856 - d_accuracy: 0.6331 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2450 - g_loss: 0.9782 - d_accuracy: 0.6510Epoch 331: D Accuracy = 0.5462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2468 - g_loss: 0.9751 - d_accuracy: 0.6473 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 0.9893 - d_accuracy: 0.6592Epoch 332: D Accuracy = 0.6462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2434 - g_loss: 0.9916 - d_accuracy: 0.6587 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9740 - d_accuracy: 0.6440Epoch 333: D Accuracy = 0.6077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2575 - g_loss: 0.9786 - d_accuracy: 0.6427 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9790 - d_accuracy: 0.6552Epoch 334: D Accuracy = 0.7846 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2388 - g_loss: 0.9840 - d_accuracy: 0.6598 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 0.9927 - d_accuracy: 0.6530Epoch 335: D Accuracy = 0.5769 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2424 - g_loss: 0.9863 - d_accuracy: 0.6503 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2478 - g_loss: 0.9786 - d_accuracy: 0.6588Epoch 336: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2478 - g_loss: 0.9736 - d_accuracy: 0.6589 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2432 - g_loss: 0.9901 - d_accuracy: 0.6508Epoch 337: D Accuracy = 0.6077 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2444 - g_loss: 0.9927 - d_accuracy: 0.6493 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 0.9872 - d_accuracy: 0.6608Epoch 338: D Accuracy = 0.6615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2423 - g_loss: 0.9883 - d_accuracy: 0.6608 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2584 - g_loss: 0.9707 - d_accuracy: 0.6511Epoch 339: D Accuracy = 0.6923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2573 - g_loss: 0.9694 - d_accuracy: 0.6525 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2483 - g_loss: 0.9896 - d_accuracy: 0.6449Epoch 340: D Accuracy = 0.6462 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2472 - g_loss: 0.9925 - d_accuracy: 0.6449 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2515 - g_loss: 0.9828 - d_accuracy: 0.6501Epoch 341: D Accuracy = 0.6769 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2498 - g_loss: 0.9826 - d_accuracy: 0.6510 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9757 - d_accuracy: 0.6401Epoch 342: D Accuracy = 0.6308 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2667 - g_loss: 0.9752 - d_accuracy: 0.6398 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2448 - g_loss: 0.9834 - d_accuracy: 0.6516Epoch 343: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2450 - g_loss: 0.9824 - d_accuracy: 0.6500 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2462 - g_loss: 0.9843 - d_accuracy: 0.6513Epoch 344: D Accuracy = 0.7462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2451 - g_loss: 0.9808 - d_accuracy: 0.6547 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2387 - g_loss: 0.9953 - d_accuracy: 0.6593Epoch 345: D Accuracy = 0.7154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2374 - g_loss: 0.9974 - d_accuracy: 0.6613 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 0.9757 - d_accuracy: 0.6377Epoch 346: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2576 - g_loss: 0.9763 - d_accuracy: 0.6371 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2364 - g_loss: 0.9893 - d_accuracy: 0.6632Epoch 347: D Accuracy = 0.7077 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2360 - g_loss: 0.9827 - d_accuracy: 0.6648 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2485 - g_loss: 0.9997 - d_accuracy: 0.6511Epoch 348: D Accuracy = 0.6692 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2477 - g_loss: 1.0031 - d_accuracy: 0.6517 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2280 - g_loss: 0.9985 - d_accuracy: 0.6647Epoch 349: D Accuracy = 0.6846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2285 - g_loss: 0.9963 - d_accuracy: 0.6654 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 0.9864 - d_accuracy: 0.6592Epoch 350: D Accuracy = 0.7308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2372 - g_loss: 0.9852 - d_accuracy: 0.6617 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 0.9974 - d_accuracy: 0.6609Epoch 351: D Accuracy = 0.6615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2306 - g_loss: 0.9914 - d_accuracy: 0.6610 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 0.9988 - d_accuracy: 0.6638Epoch 352: D Accuracy = 0.6923 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2327 - g_loss: 0.9970 - d_accuracy: 0.6648 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2478 - g_loss: 0.9861 - d_accuracy: 0.6473Epoch 353: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2447 - g_loss: 0.9900 - d_accuracy: 0.6492 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2456 - g_loss: 0.9781 - d_accuracy: 0.6576Epoch 354: D Accuracy = 0.7154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2448 - g_loss: 0.9740 - d_accuracy: 0.6596 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 0.9881 - d_accuracy: 0.6594Epoch 355: D Accuracy = 0.7385 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2336 - g_loss: 0.9902 - d_accuracy: 0.6623 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 0.9759 - d_accuracy: 0.6378Epoch 356: D Accuracy = 0.6154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2590 - g_loss: 0.9754 - d_accuracy: 0.6370 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 0.9845 - d_accuracy: 0.6600Epoch 357: D Accuracy = 0.6846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2448 - g_loss: 0.9863 - d_accuracy: 0.6609 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 0.9921 - d_accuracy: 0.6590Epoch 358: D Accuracy = 0.7308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2345 - g_loss: 0.9957 - d_accuracy: 0.6616 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2391 - g_loss: 0.9963 - d_accuracy: 0.6587Epoch 359: D Accuracy = 0.5462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2416 - g_loss: 0.9997 - d_accuracy: 0.6547 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 0.9929 - d_accuracy: 0.6534Epoch 360: D Accuracy = 0.6231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2378 - g_loss: 0.9962 - d_accuracy: 0.6523 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 0.9974 - d_accuracy: 0.6647Epoch 361: D Accuracy = 0.6538 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2313 - g_loss: 0.9993 - d_accuracy: 0.6643 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2456 - g_loss: 0.9915 - d_accuracy: 0.6544Epoch 362: D Accuracy = 0.6846 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2458 - g_loss: 0.9868 - d_accuracy: 0.6555 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 0.9897 - d_accuracy: 0.6502Epoch 363: D Accuracy = 0.6615 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2479 - g_loss: 0.9946 - d_accuracy: 0.6506
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2284 - g_loss: 0.9953 - d_accuracy: 0.6650Epoch 364: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2281 - g_loss: 0.9951 - d_accuracy: 0.6646 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2325 - g_loss: 1.0024 - d_accuracy: 0.6550Epoch 365: D Accuracy = 0.5846 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2343 - g_loss: 1.0056 - d_accuracy: 0.6525 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2534 - g_loss: 0.9855 - d_accuracy: 0.6406Epoch 366: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2553 - g_loss: 0.9799 - d_accuracy: 0.6391 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 0.9910 - d_accuracy: 0.6525Epoch 367: D Accuracy = 0.5231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2445 - g_loss: 0.9865 - d_accuracy: 0.6479 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 1.0108 - d_accuracy: 0.6519Epoch 368: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2355 - g_loss: 1.0123 - d_accuracy: 0.6500 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 1.0098 - d_accuracy: 0.6690Epoch 369: D Accuracy = 0.6769 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2302 - g_loss: 1.0067 - d_accuracy: 0.6693 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2301 - g_loss: 1.0006 - d_accuracy: 0.6664Epoch 370: D Accuracy = 0.6923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2291 - g_loss: 0.9998 - d_accuracy: 0.6673 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2271 - g_loss: 1.0148 - d_accuracy: 0.6680Epoch 371: D Accuracy = 0.6615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2260 - g_loss: 1.0184 - d_accuracy: 0.6678 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 0.9954 - d_accuracy: 0.6595Epoch 372: D Accuracy = 0.6308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2402 - g_loss: 0.9995 - d_accuracy: 0.6585 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2449 - g_loss: 0.9908 - d_accuracy: 0.6525Epoch 373: D Accuracy = 0.6923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2435 - g_loss: 0.9902 - d_accuracy: 0.6539 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2228 - g_loss: 1.0051 - d_accuracy: 0.6728Epoch 374: D Accuracy = 0.6615 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2236 - g_loss: 1.0007 - d_accuracy: 0.6724 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.0187 - d_accuracy: 0.6709Epoch 375: D Accuracy = 0.6692 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2189 - g_loss: 1.0236 - d_accuracy: 0.6708 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2261 - g_loss: 1.0041 - d_accuracy: 0.6707Epoch 376: D Accuracy = 0.7615 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2223 - g_loss: 1.0060 - d_accuracy: 0.6740 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2517 - g_loss: 0.9923 - d_accuracy: 0.6437Epoch 377: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2513 - g_loss: 0.9938 - d_accuracy: 0.6433 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2276 - g_loss: 1.0090 - d_accuracy: 0.6706Epoch 378: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2280 - g_loss: 1.0067 - d_accuracy: 0.6717 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2313 - g_loss: 1.0029 - d_accuracy: 0.6663Epoch 379: D Accuracy = 0.6462 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2336 - g_loss: 0.9980 - d_accuracy: 0.6656 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2302 - g_loss: 1.0115 - d_accuracy: 0.6672Epoch 380: D Accuracy = 0.6385 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2317 - g_loss: 1.0155 - d_accuracy: 0.6661 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 1.0026 - d_accuracy: 0.6716Epoch 381: D Accuracy = 0.7154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2281 - g_loss: 0.9995 - d_accuracy: 0.6732 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2375 - g_loss: 1.0038 - d_accuracy: 0.6583Epoch 382: D Accuracy = 0.6846 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2375 - g_loss: 1.0021 - d_accuracy: 0.6593 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 1.0130 - d_accuracy: 0.6718Epoch 383: D Accuracy = 0.6231 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2223 - g_loss: 1.0165 - d_accuracy: 0.6701 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 1.0091 - d_accuracy: 0.6652Epoch 384: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2288 - g_loss: 1.0111 - d_accuracy: 0.6665 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2236 - g_loss: 1.0153 - d_accuracy: 0.6693Epoch 385: D Accuracy = 0.7154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2215 - g_loss: 1.0187 - d_accuracy: 0.6709 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2156 - g_loss: 1.0171 - d_accuracy: 0.6667Epoch 386: D Accuracy = 0.7308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2102 - g_loss: 1.0230 - d_accuracy: 0.6690 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2228 - g_loss: 1.0121 - d_accuracy: 0.6638Epoch 387: D Accuracy = 0.7154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2224 - g_loss: 1.0099 - d_accuracy: 0.6656 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2218 - g_loss: 1.0087 - d_accuracy: 0.6668Epoch 388: D Accuracy = 0.7231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2184 - g_loss: 1.0127 - d_accuracy: 0.6688 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 1.0134 - d_accuracy: 0.6705Epoch 389: D Accuracy = 0.6462 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2236 - g_loss: 1.0153 - d_accuracy: 0.6696 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2160 - g_loss: 1.0181 - d_accuracy: 0.6738Epoch 390: D Accuracy = 0.7385 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2137 - g_loss: 1.0214 - d_accuracy: 0.6761 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2426 - g_loss: 0.9945 - d_accuracy: 0.6562Epoch 391: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2452 - g_loss: 0.9887 - d_accuracy: 0.6545 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2282 - g_loss: 1.0144 - d_accuracy: 0.6570Epoch 392: D Accuracy = 0.7231 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2258 - g_loss: 1.0202 - d_accuracy: 0.6593 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2249 - g_loss: 1.0161 - d_accuracy: 0.6616Epoch 393: D Accuracy = 0.6923 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2247 - g_loss: 1.0175 - d_accuracy: 0.6627 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2185 - g_loss: 1.0186 - d_accuracy: 0.6675Epoch 394: D Accuracy = 0.5923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2215 - g_loss: 1.0146 - d_accuracy: 0.6648 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2208 - g_loss: 1.0185 - d_accuracy: 0.6696Epoch 395: D Accuracy = 0.6077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2220 - g_loss: 1.0169 - d_accuracy: 0.6674
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2057 - g_loss: 1.0275 - d_accuracy: 0.6825Epoch 396: D Accuracy = 0.6769 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2041 - g_loss: 1.0295 - d_accuracy: 0.6823 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2230 - g_loss: 1.0134 - d_accuracy: 0.6642Epoch 397: D Accuracy = 0.7385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2221 - g_loss: 1.0136 - d_accuracy: 0.6669 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2133 - g_loss: 1.0309 - d_accuracy: 0.6773Epoch 398: D Accuracy = 0.6846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2118 - g_loss: 1.0379 - d_accuracy: 0.6775 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2247 - g_loss: 1.0238 - d_accuracy: 0.6619Epoch 399: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2257 - g_loss: 1.0179 - d_accuracy: 0.6619 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.0394 - d_accuracy: 0.6791 Class 4 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.5692 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2123 - g_loss: 1.0477 - d_accuracy: 0.6751 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2189 - g_loss: 1.0246 - d_accuracy: 0.6754Epoch 401: D Accuracy = 0.6154 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2226 - g_loss: 1.0281 - d_accuracy: 0.6733 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2171 - g_loss: 1.0170 - d_accuracy: 0.6738Epoch 402: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2147 - g_loss: 1.0204 - d_accuracy: 0.6747 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2094 - g_loss: 1.0315 - d_accuracy: 0.6758Epoch 403: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2102 - g_loss: 1.0315 - d_accuracy: 0.6751 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2271 - g_loss: 1.0172 - d_accuracy: 0.6643Epoch 404: D Accuracy = 0.7692 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2233 - g_loss: 1.0166 - d_accuracy: 0.6681 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2043 - g_loss: 1.0318 - d_accuracy: 0.6779Epoch 405: D Accuracy = 0.6308 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2051 - g_loss: 1.0303 - d_accuracy: 0.6762 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2116 - g_loss: 1.0239 - d_accuracy: 0.6784Epoch 406: D Accuracy = 0.7154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2103 - g_loss: 1.0235 - d_accuracy: 0.6797 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.0222 - d_accuracy: 0.6782Epoch 407: D Accuracy = 0.6231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2168 - g_loss: 1.0211 - d_accuracy: 0.6762 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2176 - g_loss: 1.0343 - d_accuracy: 0.6745Epoch 408: D Accuracy = 0.6692 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2171 - g_loss: 1.0373 - d_accuracy: 0.6743 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2073 - g_loss: 1.0289 - d_accuracy: 0.6745Epoch 409: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2067 - g_loss: 1.0315 - d_accuracy: 0.6746 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2189 - g_loss: 1.0241 - d_accuracy: 0.6735Epoch 410: D Accuracy = 0.7538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2175 - g_loss: 1.0203 - d_accuracy: 0.6763 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.0284 - d_accuracy: 0.6757Epoch 411: D Accuracy = 0.6308 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2167 - g_loss: 1.0285 - d_accuracy: 0.6741 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2215 - g_loss: 1.0160 - d_accuracy: 0.6748Epoch 412: D Accuracy = 0.6385 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2240 - g_loss: 1.0112 - d_accuracy: 0.6735 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2236 - g_loss: 1.0179 - d_accuracy: 0.6629Epoch 413: D Accuracy = 0.7000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2238 - g_loss: 1.0171 - d_accuracy: 0.6643 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2076 - g_loss: 1.0330 - d_accuracy: 0.6810Epoch 414: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2070 - g_loss: 1.0323 - d_accuracy: 0.6809 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.0271 - d_accuracy: 0.6758Epoch 415: D Accuracy = 0.6923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2109 - g_loss: 1.0267 - d_accuracy: 0.6764 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2089 - g_loss: 1.0315 - d_accuracy: 0.6760Epoch 416: D Accuracy = 0.6846 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2088 - g_loss: 1.0384 - d_accuracy: 0.6763 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0279 - d_accuracy: 0.6670Epoch 417: D Accuracy = 0.6077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2189 - g_loss: 1.0341 - d_accuracy: 0.6649 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1973 - g_loss: 1.0314 - d_accuracy: 0.6852Epoch 418: D Accuracy = 0.6846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1961 - g_loss: 1.0326 - d_accuracy: 0.6852 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2156 - g_loss: 1.0322 - d_accuracy: 0.6746Epoch 419: D Accuracy = 0.7692 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2135 - g_loss: 1.0299 - d_accuracy: 0.6780 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2100 - g_loss: 1.0337 - d_accuracy: 0.6733Epoch 420: D Accuracy = 0.7154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2069 - g_loss: 1.0366 - d_accuracy: 0.6748 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2084 - g_loss: 1.0356 - d_accuracy: 0.6769Epoch 421: D Accuracy = 0.6231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2117 - g_loss: 1.0267 - d_accuracy: 0.6749 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0409 - d_accuracy: 0.6729Epoch 422: D Accuracy = 0.6538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2081 - g_loss: 1.0347 - d_accuracy: 0.6723 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2049 - g_loss: 1.0350 - d_accuracy: 0.6839Epoch 423: D Accuracy = 0.6692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2045 - g_loss: 1.0336 - d_accuracy: 0.6834 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2003 - g_loss: 1.0451 - d_accuracy: 0.6823Epoch 424: D Accuracy = 0.7308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1979 - g_loss: 1.0440 - d_accuracy: 0.6840 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2097 - g_loss: 1.0443 - d_accuracy: 0.6790Epoch 425: D Accuracy = 0.6692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2087 - g_loss: 1.0530 - d_accuracy: 0.6787 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1916 - g_loss: 1.0396 - d_accuracy: 0.6952Epoch 426: D Accuracy = 0.7154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1901 - g_loss: 1.0412 - d_accuracy: 0.6959 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.0466 - d_accuracy: 0.6846Epoch 427: D Accuracy = 0.5923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2024 - g_loss: 1.0461 - d_accuracy: 0.6813 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2093 - g_loss: 1.0348 - d_accuracy: 0.6771Epoch 428: D Accuracy = 0.6692 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2088 - g_loss: 1.0391 - d_accuracy: 0.6768 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2178 - g_loss: 1.0274 - d_accuracy: 0.6751Epoch 429: D Accuracy = 0.6538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2204 - g_loss: 1.0229 - d_accuracy: 0.6744 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2003 - g_loss: 1.0462 - d_accuracy: 0.6822Epoch 430: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2015 - g_loss: 1.0506 - d_accuracy: 0.6815 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1898 - g_loss: 1.0500 - d_accuracy: 0.6894Epoch 431: D Accuracy = 0.7000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1898 - g_loss: 1.0495 - d_accuracy: 0.6898 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2222 - g_loss: 1.0253 - d_accuracy: 0.6721Epoch 432: D Accuracy = 0.6538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2233 - g_loss: 1.0251 - d_accuracy: 0.6714 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1948 - g_loss: 1.0427 - d_accuracy: 0.6875Epoch 433: D Accuracy = 0.7692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1907 - g_loss: 1.0447 - d_accuracy: 0.6904 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1865 - g_loss: 1.0534 - d_accuracy: 0.6916Epoch 434: D Accuracy = 0.7077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1866 - g_loss: 1.0488 - d_accuracy: 0.6922 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2056 - g_loss: 1.0617 - d_accuracy: 0.6764Epoch 435: D Accuracy = 0.6846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2049 - g_loss: 1.0589 - d_accuracy: 0.6767 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1980 - g_loss: 1.0448 - d_accuracy: 0.6887Epoch 436: D Accuracy = 0.6538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2011 - g_loss: 1.0398 - d_accuracy: 0.6875 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2096 - g_loss: 1.0365 - d_accuracy: 0.6784Epoch 437: D Accuracy = 0.6846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2088 - g_loss: 1.0358 - d_accuracy: 0.6786 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1978 - g_loss: 1.0474 - d_accuracy: 0.6848Epoch 438: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1990 - g_loss: 1.0441 - d_accuracy: 0.6840 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.0508 - d_accuracy: 0.6784Epoch 439: D Accuracy = 0.6385 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1988 - g_loss: 1.0455 - d_accuracy: 0.6770 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2099 - g_loss: 1.0416 - d_accuracy: 0.6716Epoch 440: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2111 - g_loss: 1.0430 - d_accuracy: 0.6707 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1925 - g_loss: 1.0410 - d_accuracy: 0.6888Epoch 441: D Accuracy = 0.7308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1930 - g_loss: 1.0381 - d_accuracy: 0.6903 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.0516 - d_accuracy: 0.6823Epoch 442: D Accuracy = 0.7692 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1944 - g_loss: 1.0521 - d_accuracy: 0.6854 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1927 - g_loss: 1.0563 - d_accuracy: 0.6897Epoch 443: D Accuracy = 0.6615 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1935 - g_loss: 1.0550 - d_accuracy: 0.6887 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1946 - g_loss: 1.0552 - d_accuracy: 0.6851Epoch 444: D Accuracy = 0.6231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1979 - g_loss: 1.0549 - d_accuracy: 0.6829 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2053 - g_loss: 1.0450 - d_accuracy: 0.6732Epoch 445: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2048 - g_loss: 1.0469 - d_accuracy: 0.6728 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1899 - g_loss: 1.0504 - d_accuracy: 0.6930Epoch 446: D Accuracy = 0.6846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1895 - g_loss: 1.0570 - d_accuracy: 0.6927 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1920 - g_loss: 1.0517 - d_accuracy: 0.6926Epoch 447: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1902 - g_loss: 1.0572 - d_accuracy: 0.6915 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1912 - g_loss: 1.0586 - d_accuracy: 0.6910Epoch 448: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1897 - g_loss: 1.0637 - d_accuracy: 0.6913 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1836 - g_loss: 1.0614 - d_accuracy: 0.6946Epoch 449: D Accuracy = 0.7231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1835 - g_loss: 1.0610 - d_accuracy: 0.6956 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1919 - g_loss: 1.0538 - d_accuracy: 0.6956Epoch 450: D Accuracy = 0.7462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1915 - g_loss: 1.0531 - d_accuracy: 0.6974 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1911 - g_loss: 1.0572 - d_accuracy: 0.6935Epoch 451: D Accuracy = 0.7077 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1912 - g_loss: 1.0558 - d_accuracy: 0.6940 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1943 - g_loss: 1.0552 - d_accuracy: 0.6862Epoch 452: D Accuracy = 0.7462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1941 - g_loss: 1.0486 - d_accuracy: 0.6883 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1964 - g_loss: 1.0581 - d_accuracy: 0.6840Epoch 453: D Accuracy = 0.7538 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1940 - g_loss: 1.0590 - d_accuracy: 0.6865 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1797 - g_loss: 1.0688 - d_accuracy: 0.7008Epoch 454: D Accuracy = 0.6846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1806 - g_loss: 1.0673 - d_accuracy: 0.7003 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1926 - g_loss: 1.0579 - d_accuracy: 0.6865Epoch 455: D Accuracy = 0.6615 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1955 - g_loss: 1.0566 - d_accuracy: 0.6856 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1962 - g_loss: 1.0526 - d_accuracy: 0.6868Epoch 456: D Accuracy = 0.7077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1965 - g_loss: 1.0507 - d_accuracy: 0.6875 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2060 - g_loss: 1.0494 - d_accuracy: 0.6735Epoch 457: D Accuracy = 0.6846 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2056 - g_loss: 1.0486 - d_accuracy: 0.6739 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1877 - g_loss: 1.0678 - d_accuracy: 0.6915Epoch 458: D Accuracy = 0.7923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1834 - g_loss: 1.0712 - d_accuracy: 0.6951 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1835 - g_loss: 1.0556 - d_accuracy: 0.6994Epoch 459: D Accuracy = 0.7308 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1848 - g_loss: 1.0508 - d_accuracy: 0.7005 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1843 - g_loss: 1.0716 - d_accuracy: 0.6929Epoch 460: D Accuracy = 0.7308 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1818 - g_loss: 1.0726 - d_accuracy: 0.6942 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1786 - g_loss: 1.0694 - d_accuracy: 0.6932Epoch 461: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1793 - g_loss: 1.0692 - d_accuracy: 0.6915 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1677 - g_loss: 1.0766 - d_accuracy: 0.7045Epoch 462: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1679 - g_loss: 1.0797 - d_accuracy: 0.7035 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1826 - g_loss: 1.0653 - d_accuracy: 0.6929Epoch 463: D Accuracy = 0.6692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1837 - g_loss: 1.0606 - d_accuracy: 0.6921
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1814 - g_loss: 1.0692 - d_accuracy: 0.6940Epoch 464: D Accuracy = 0.7231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1797 - g_loss: 1.0723 - d_accuracy: 0.6951 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1783 - g_loss: 1.0790 - d_accuracy: 0.6933Epoch 465: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1757 - g_loss: 1.0873 - d_accuracy: 0.6927 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1859 - g_loss: 1.0606 - d_accuracy: 0.6977Epoch 466: D Accuracy = 0.7923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1848 - g_loss: 1.0602 - d_accuracy: 0.7011 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1804 - g_loss: 1.0789 - d_accuracy: 0.6942Epoch 467: D Accuracy = 0.7308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1779 - g_loss: 1.0824 - d_accuracy: 0.6955 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1794 - g_loss: 1.0728 - d_accuracy: 0.7013Epoch 468: D Accuracy = 0.7231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1795 - g_loss: 1.0679 - d_accuracy: 0.7020 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.0698 - d_accuracy: 0.6868Epoch 469: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1899 - g_loss: 1.0647 - d_accuracy: 0.6865 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1869 - g_loss: 1.0621 - d_accuracy: 0.6950Epoch 470: D Accuracy = 0.7846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1858 - g_loss: 1.0543 - d_accuracy: 0.6982 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1708 - g_loss: 1.0788 - d_accuracy: 0.7067Epoch 471: D Accuracy = 0.8077 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1693 - g_loss: 1.0736 - d_accuracy: 0.7103 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1694 - g_loss: 1.0914 - d_accuracy: 0.7024Epoch 472: D Accuracy = 0.7538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1679 - g_loss: 1.0887 - d_accuracy: 0.7042 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1796 - g_loss: 1.0751 - d_accuracy: 0.6956Epoch 473: D Accuracy = 0.7538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1770 - g_loss: 1.0766 - d_accuracy: 0.6977 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1849 - g_loss: 1.0744 - d_accuracy: 0.6856Epoch 474: D Accuracy = 0.7231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1854 - g_loss: 1.0698 - d_accuracy: 0.6870 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1839 - g_loss: 1.0771 - d_accuracy: 0.6928Epoch 475: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1862 - g_loss: 1.0747 - d_accuracy: 0.6895 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1841 - g_loss: 1.0807 - d_accuracy: 0.6835Epoch 476: D Accuracy = 0.6923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1856 - g_loss: 1.0813 - d_accuracy: 0.6838 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1949 - g_loss: 1.0585 - d_accuracy: 0.6790Epoch 477: D Accuracy = 0.6923 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1936 - g_loss: 1.0585 - d_accuracy: 0.6795 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1723 - g_loss: 1.0810 - d_accuracy: 0.6955Epoch 478: D Accuracy = 0.6846 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1712 - g_loss: 1.0847 - d_accuracy: 0.6951 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1809 - g_loss: 1.0794 - d_accuracy: 0.6988Epoch 479: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1822 - g_loss: 1.0814 - d_accuracy: 0.6975 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1729 - g_loss: 1.0797 - d_accuracy: 0.7006Epoch 480: D Accuracy = 0.6615 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1751 - g_loss: 1.0755 - d_accuracy: 0.6992 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1790 - g_loss: 1.0754 - d_accuracy: 0.7013Epoch 481: D Accuracy = 0.7308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1763 - g_loss: 1.0762 - d_accuracy: 0.7023 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1752 - g_loss: 1.0762 - d_accuracy: 0.6984Epoch 482: D Accuracy = 0.6692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1756 - g_loss: 1.0733 - d_accuracy: 0.6974 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1933 - g_loss: 1.0694 - d_accuracy: 0.6879Epoch 483: D Accuracy = 0.6385 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1948 - g_loss: 1.0628 - d_accuracy: 0.6861 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1826 - g_loss: 1.0776 - d_accuracy: 0.6937Epoch 484: D Accuracy = 0.7462 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1804 - g_loss: 1.0778 - d_accuracy: 0.6956 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1719 - g_loss: 1.0863 - d_accuracy: 0.6946Epoch 485: D Accuracy = 0.6615 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1711 - g_loss: 1.0913 - d_accuracy: 0.6935 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1795 - g_loss: 1.0691 - d_accuracy: 0.6916Epoch 486: D Accuracy = 0.6923 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1784 - g_loss: 1.0716 - d_accuracy: 0.6916 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1869 - g_loss: 1.0732 - d_accuracy: 0.6895Epoch 487: D Accuracy = 0.7462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1865 - g_loss: 1.0640 - d_accuracy: 0.6916 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1734 - g_loss: 1.0816 - d_accuracy: 0.6970Epoch 488: D Accuracy = 0.7538 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1715 - g_loss: 1.0826 - d_accuracy: 0.6991 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1652 - g_loss: 1.0918 - d_accuracy: 0.7058Epoch 489: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1647 - g_loss: 1.0915 - d_accuracy: 0.7056 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1787 - g_loss: 1.0810 - d_accuracy: 0.6955Epoch 490: D Accuracy = 0.6769 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1808 - g_loss: 1.0760 - d_accuracy: 0.6948 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1843 - g_loss: 1.0890 - d_accuracy: 0.6922Epoch 491: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1866 - g_loss: 1.0893 - d_accuracy: 0.6905 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1739 - g_loss: 1.0761 - d_accuracy: 0.7042Epoch 492: D Accuracy = 0.6462 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1766 - g_loss: 1.0770 - d_accuracy: 0.7021 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1796 - g_loss: 1.0796 - d_accuracy: 0.6952Epoch 493: D Accuracy = 0.6692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1793 - g_loss: 1.0838 - d_accuracy: 0.6943 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1707 - g_loss: 1.0914 - d_accuracy: 0.7033Epoch 494: D Accuracy = 0.7154 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1712 - g_loss: 1.0905 - d_accuracy: 0.7037 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1672 - g_loss: 1.0904 - d_accuracy: 0.7007Epoch 495: D Accuracy = 0.6231 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1682 - g_loss: 1.0916 - d_accuracy: 0.6980
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1695 - g_loss: 1.0899 - d_accuracy: 0.6983Epoch 496: D Accuracy = 0.6692 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1716 - g_loss: 1.0885 - d_accuracy: 0.6972 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.0975 - d_accuracy: 0.7063Epoch 497: D Accuracy = 0.7692 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1651 - g_loss: 1.0956 - d_accuracy: 0.7085 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1632 - g_loss: 1.0962 - d_accuracy: 0.7084Epoch 498: D Accuracy = 0.6538 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1660 - g_loss: 1.0940 - d_accuracy: 0.7064 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1671 - g_loss: 1.0906 - d_accuracy: 0.7085Epoch 499: D Accuracy = 0.7846 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1647 - g_loss: 1.0906 - d_accuracy: 0.7112 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1705 - g_loss: 1.0967 - d_accuracy: 0.6993 Class 4 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.8000 27/27 [==============================] - 1s 41ms/step - d_loss: 1.1665 - g_loss: 1.0980 - d_accuracy: 0.7029 Training DCGAN for class 5... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.3805 - g_loss: 0.9251 - d_accuracy: 0.5898WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0169s vs `on_train_batch_end` time: 0.0185s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.1305 - g_loss: 1.1839 - d_accuracy: 0.7388 Epoch 1: Generator loss improved from inf to 1.1926. Saving weights. Epoch 1: D Accuracy = 0.7982 27/27 [==============================] - 2s 35ms/step - d_loss: 1.1274 - g_loss: 1.1843 - d_accuracy: 0.7409 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0698 - g_loss: 1.3489 - d_accuracy: 0.7787Epoch 2: D Accuracy = 0.8070 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0689 - g_loss: 1.3490 - d_accuracy: 0.7797 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8219 - g_loss: 1.6950 - d_accuracy: 0.8749Epoch 3: D Accuracy = 0.9386 27/27 [==============================] - 1s 34ms/step - d_loss: 0.8152 - g_loss: 1.7158 - d_accuracy: 0.8772 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5531 - g_loss: 2.5454 - d_accuracy: 0.9633Epoch 4: D Accuracy = 0.9649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.5511 - g_loss: 2.5653 - d_accuracy: 0.9633 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4559 - g_loss: 3.4126 - d_accuracy: 0.9809Epoch 5: D Accuracy = 0.9737 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4551 - g_loss: 3.4223 - d_accuracy: 0.9807 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4182 - g_loss: 4.0417 - d_accuracy: 0.9873Epoch 6: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4173 - g_loss: 4.0543 - d_accuracy: 0.9877 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4014 - g_loss: 4.4361 - d_accuracy: 0.9912Epoch 7: D Accuracy = 1.0000 27/27 [==============================] - 1s 37ms/step - d_loss: 0.4011 - g_loss: 4.4310 - d_accuracy: 0.9915 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8972 - g_loss: 2.0255 - d_accuracy: 0.8410Epoch 8: D Accuracy = 0.8684 27/27 [==============================] - 1s 37ms/step - d_loss: 0.8966 - g_loss: 2.0131 - d_accuracy: 0.8420 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7880 - g_loss: 2.1464 - d_accuracy: 0.8781Epoch 9: D Accuracy = 0.8772 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7857 - g_loss: 2.1424 - d_accuracy: 0.8781 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6008 - g_loss: 2.6093 - d_accuracy: 0.9355Epoch 10: D Accuracy = 0.9737 27/27 [==============================] - 1s 34ms/step - d_loss: 0.5979 - g_loss: 2.6242 - d_accuracy: 0.9369 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4996 - g_loss: 3.2967 - d_accuracy: 0.9635Epoch 11: D Accuracy = 0.9649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4984 - g_loss: 3.3077 - d_accuracy: 0.9636 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4598 - g_loss: 3.7792 - d_accuracy: 0.9776Epoch 12: D Accuracy = 0.9737 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4589 - g_loss: 3.7916 - d_accuracy: 0.9775 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4276 - g_loss: 4.2861 - d_accuracy: 0.9863Epoch 13: D Accuracy = 0.9825 27/27 [==============================] - 1s 36ms/step - d_loss: 0.4274 - g_loss: 4.2843 - d_accuracy: 0.9862 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4583 - g_loss: 3.8504 - d_accuracy: 0.9768Epoch 14: D Accuracy = 0.9912 27/27 [==============================] - 1s 38ms/step - d_loss: 0.4573 - g_loss: 3.8578 - d_accuracy: 0.9773 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0005 - g_loss: 2.6428 - d_accuracy: 0.8018Epoch 15: D Accuracy = 0.6053 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0238 - g_loss: 2.5951 - d_accuracy: 0.7948 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4106 - g_loss: 1.2491 - d_accuracy: 0.6503 Epoch 16: Generator loss improved from 1.1926 to 0.9752. Saving weights. Epoch 16: D Accuracy = 0.6404 27/27 [==============================] - 1s 36ms/step - d_loss: 1.4123 - g_loss: 1.2393 - d_accuracy: 0.6500 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 1.1486 - d_accuracy: 0.6517Epoch 17: D Accuracy = 0.5965 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3019 - g_loss: 1.1472 - d_accuracy: 0.6497 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 1.0590 - d_accuracy: 0.6298 Epoch 18: Generator loss improved from 0.9752 to 0.9533. Saving weights. Epoch 18: D Accuracy = 0.5789 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3200 - g_loss: 1.0552 - d_accuracy: 0.6280 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 1.0240 - d_accuracy: 0.6164Epoch 19: D Accuracy = 0.6316 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3235 - g_loss: 1.0253 - d_accuracy: 0.6170 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3292 - g_loss: 0.9874 - d_accuracy: 0.6089Epoch 20: D Accuracy = 0.6316 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3274 - g_loss: 0.9877 - d_accuracy: 0.6097 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3170 - g_loss: 0.9810 - d_accuracy: 0.6126 Epoch 21: Generator loss improved from 0.9533 to 0.9517. Saving weights. Epoch 21: D Accuracy = 0.6228 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3160 - g_loss: 0.9800 - d_accuracy: 0.6130 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9762 - d_accuracy: 0.6227Epoch 22: D Accuracy = 0.6140 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2973 - g_loss: 0.9755 - d_accuracy: 0.6224 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9937 - d_accuracy: 0.6356Epoch 23: D Accuracy = 0.6930 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2798 - g_loss: 0.9946 - d_accuracy: 0.6377 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9949 - d_accuracy: 0.6460 Epoch 24: Generator loss improved from 0.9517 to 0.9257. Saving weights. Epoch 24: D Accuracy = 0.6754 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2661 - g_loss: 0.9924 - d_accuracy: 0.6470 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2501 - g_loss: 1.0155 - d_accuracy: 0.6549Epoch 25: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2492 - g_loss: 1.0168 - d_accuracy: 0.6553 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2385 - g_loss: 1.0351 - d_accuracy: 0.6609Epoch 26: D Accuracy = 0.7895 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2342 - g_loss: 1.0349 - d_accuracy: 0.6655 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2108 - g_loss: 1.0548 - d_accuracy: 0.6836Epoch 27: D Accuracy = 0.7281 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2095 - g_loss: 1.0528 - d_accuracy: 0.6852 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2077 - g_loss: 1.0748 - d_accuracy: 0.6838Epoch 28: D Accuracy = 0.6930 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2066 - g_loss: 1.0758 - d_accuracy: 0.6841 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1776 - g_loss: 1.1076 - d_accuracy: 0.7064Epoch 29: D Accuracy = 0.6404 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1811 - g_loss: 1.1135 - d_accuracy: 0.7041 Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1675 - g_loss: 1.1181 - d_accuracy: 0.7121Epoch 30: D Accuracy = 0.6754 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1697 - g_loss: 1.1162 - d_accuracy: 0.7108 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1491 - g_loss: 1.1518 - d_accuracy: 0.7116Epoch 31: D Accuracy = 0.6316 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1491 - g_loss: 1.1550 - d_accuracy: 0.7088 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1275 - g_loss: 1.1746 - d_accuracy: 0.7301Epoch 32: D Accuracy = 0.7281 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1275 - g_loss: 1.1739 - d_accuracy: 0.7300 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1127 - g_loss: 1.2087 - d_accuracy: 0.7318Epoch 33: D Accuracy = 0.7193 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1140 - g_loss: 1.2003 - d_accuracy: 0.7313 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1249 - g_loss: 1.2272 - d_accuracy: 0.7304Epoch 34: D Accuracy = 0.8158 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1203 - g_loss: 1.2296 - d_accuracy: 0.7335 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1210 - g_loss: 1.2332 - d_accuracy: 0.7259Epoch 35: D Accuracy = 0.7632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1186 - g_loss: 1.2387 - d_accuracy: 0.7272 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1516 - g_loss: 1.1896 - d_accuracy: 0.7079Epoch 36: D Accuracy = 0.6842 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1519 - g_loss: 1.1881 - d_accuracy: 0.7071 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1760 - g_loss: 1.1725 - d_accuracy: 0.6991Epoch 37: D Accuracy = 0.7807 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1729 - g_loss: 1.1697 - d_accuracy: 0.7020 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2128 - g_loss: 1.1257 - d_accuracy: 0.6807Epoch 38: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2128 - g_loss: 1.1230 - d_accuracy: 0.6821 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2447 - g_loss: 1.1056 - d_accuracy: 0.6587Epoch 39: D Accuracy = 0.7105 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2427 - g_loss: 1.1060 - d_accuracy: 0.6605 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.1502 - d_accuracy: 0.6953Epoch 40: D Accuracy = 0.7105 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1802 - g_loss: 1.1474 - d_accuracy: 0.6958 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1966 - g_loss: 1.1618 - d_accuracy: 0.6935Epoch 41: D Accuracy = 0.6579 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1978 - g_loss: 1.1552 - d_accuracy: 0.6922 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1785 - g_loss: 1.1624 - d_accuracy: 0.6914Epoch 42: D Accuracy = 0.7456 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1766 - g_loss: 1.1653 - d_accuracy: 0.6933 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1765 - g_loss: 1.1627 - d_accuracy: 0.6979Epoch 43: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1800 - g_loss: 1.1569 - d_accuracy: 0.6959 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1761 - g_loss: 1.1472 - d_accuracy: 0.7007Epoch 44: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1770 - g_loss: 1.1410 - d_accuracy: 0.7014 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1783 - g_loss: 1.1624 - d_accuracy: 0.6917Epoch 45: D Accuracy = 0.6842 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1782 - g_loss: 1.1628 - d_accuracy: 0.6915 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1835 - g_loss: 1.1452 - d_accuracy: 0.6944Epoch 46: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1839 - g_loss: 1.1457 - d_accuracy: 0.6943 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.1386 - d_accuracy: 0.6883Epoch 47: D Accuracy = 0.7632 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2007 - g_loss: 1.1444 - d_accuracy: 0.6910 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.1441 - d_accuracy: 0.6964Epoch 48: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1799 - g_loss: 1.1497 - d_accuracy: 0.6963 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1994 - g_loss: 1.1296 - d_accuracy: 0.6898Epoch 49: D Accuracy = 0.7368 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1981 - g_loss: 1.1295 - d_accuracy: 0.6914 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.1355 - d_accuracy: 0.6902Epoch 50: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1874 - g_loss: 1.1479 - d_accuracy: 0.6906 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1940 - g_loss: 1.1242 - d_accuracy: 0.6887Epoch 51: D Accuracy = 0.7544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1907 - g_loss: 1.1273 - d_accuracy: 0.6910 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2048 - g_loss: 1.1116 - d_accuracy: 0.6787Epoch 52: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2096 - g_loss: 1.1055 - d_accuracy: 0.6773 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2210 - g_loss: 1.0960 - d_accuracy: 0.6683Epoch 53: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2199 - g_loss: 1.0950 - d_accuracy: 0.6676 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2052 - g_loss: 1.1015 - d_accuracy: 0.6776Epoch 54: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2017 - g_loss: 1.1077 - d_accuracy: 0.6794 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2125 - g_loss: 1.1096 - d_accuracy: 0.6753Epoch 55: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2092 - g_loss: 1.1107 - d_accuracy: 0.6771 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2121 - g_loss: 1.0843 - d_accuracy: 0.6837 Epoch 56: Generator loss improved from 0.9257 to 0.8191. Saving weights. Epoch 56: D Accuracy = 0.6754 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2128 - g_loss: 1.0748 - d_accuracy: 0.6834 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2117 - g_loss: 1.0965 - d_accuracy: 0.6769Epoch 57: D Accuracy = 0.5965 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2142 - g_loss: 1.0922 - d_accuracy: 0.6740 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2238 - g_loss: 1.0878 - d_accuracy: 0.6720Epoch 58: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2238 - g_loss: 1.0892 - d_accuracy: 0.6725 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2416 - g_loss: 1.0681 - d_accuracy: 0.6559Epoch 59: D Accuracy = 0.6579 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2410 - g_loss: 1.0774 - d_accuracy: 0.6559 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2308 - g_loss: 1.0629 - d_accuracy: 0.6634Epoch 60: D Accuracy = 0.6228 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2337 - g_loss: 1.0608 - d_accuracy: 0.6620 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2219 - g_loss: 1.0643 - d_accuracy: 0.6728Epoch 61: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2214 - g_loss: 1.0587 - d_accuracy: 0.6739
Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2363 - g_loss: 1.0665 - d_accuracy: 0.6550Epoch 62: D Accuracy = 0.6579 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2356 - g_loss: 1.0766 - d_accuracy: 0.6551 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 1.0559 - d_accuracy: 0.6708Epoch 63: D Accuracy = 0.6754 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2329 - g_loss: 1.0516 - d_accuracy: 0.6710 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2481 - g_loss: 1.0487 - d_accuracy: 0.6471Epoch 64: D Accuracy = 0.6579 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2499 - g_loss: 1.0419 - d_accuracy: 0.6474 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2344 - g_loss: 1.0517 - d_accuracy: 0.6608Epoch 65: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2318 - g_loss: 1.0516 - d_accuracy: 0.6632 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2446 - g_loss: 1.0449 - d_accuracy: 0.6574Epoch 66: D Accuracy = 0.6316 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2463 - g_loss: 1.0441 - d_accuracy: 0.6564 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2383 - g_loss: 1.0473 - d_accuracy: 0.6594Epoch 67: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2380 - g_loss: 1.0500 - d_accuracy: 0.6596 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 1.0401 - d_accuracy: 0.6689Epoch 68: D Accuracy = 0.6228 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2363 - g_loss: 1.0386 - d_accuracy: 0.6673 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 1.0410 - d_accuracy: 0.6677Epoch 69: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2395 - g_loss: 1.0369 - d_accuracy: 0.6683 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2354 - g_loss: 1.0472 - d_accuracy: 0.6629Epoch 70: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2344 - g_loss: 1.0501 - d_accuracy: 0.6624 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 1.0456 - d_accuracy: 0.6560Epoch 71: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2413 - g_loss: 1.0498 - d_accuracy: 0.6557 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2255 - g_loss: 1.0458 - d_accuracy: 0.6701Epoch 72: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2243 - g_loss: 1.0469 - d_accuracy: 0.6712 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2545 - g_loss: 1.0444 - d_accuracy: 0.6503Epoch 73: D Accuracy = 0.6140 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2542 - g_loss: 1.0491 - d_accuracy: 0.6490 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2308 - g_loss: 1.0504 - d_accuracy: 0.6706Epoch 74: D Accuracy = 0.6579 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2323 - g_loss: 1.0447 - d_accuracy: 0.6702 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2455 - g_loss: 1.0440 - d_accuracy: 0.6630Epoch 75: D Accuracy = 0.7018 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2436 - g_loss: 1.0483 - d_accuracy: 0.6644 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2490 - g_loss: 1.0340 - d_accuracy: 0.6536Epoch 76: D Accuracy = 0.6228 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2507 - g_loss: 1.0325 - d_accuracy: 0.6525 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 1.0275 - d_accuracy: 0.6648Epoch 77: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2416 - g_loss: 1.0211 - d_accuracy: 0.6639 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2463 - g_loss: 1.0337 - d_accuracy: 0.6599Epoch 78: D Accuracy = 0.6930 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2468 - g_loss: 1.0271 - d_accuracy: 0.6611 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2477 - g_loss: 1.0354 - d_accuracy: 0.6507Epoch 79: D Accuracy = 0.6404 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2487 - g_loss: 1.0292 - d_accuracy: 0.6504 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2686 - g_loss: 1.0109 - d_accuracy: 0.6475 Epoch 80: Generator loss improved from 0.8191 to 0.8090. Saving weights. Epoch 80: D Accuracy = 0.6228 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2718 - g_loss: 1.0037 - d_accuracy: 0.6466 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 1.0144 - d_accuracy: 0.6467Epoch 81: D Accuracy = 0.7105 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2601 - g_loss: 1.0125 - d_accuracy: 0.6490 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 1.0208 - d_accuracy: 0.6510Epoch 82: D Accuracy = 0.6228 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2530 - g_loss: 1.0208 - d_accuracy: 0.6500 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2553 - g_loss: 1.0235 - d_accuracy: 0.6490Epoch 83: D Accuracy = 0.7368 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2520 - g_loss: 1.0244 - d_accuracy: 0.6521 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2690 - g_loss: 1.0141 - d_accuracy: 0.6395Epoch 84: D Accuracy = 0.7105 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2657 - g_loss: 1.0156 - d_accuracy: 0.6420 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 1.0215 - d_accuracy: 0.6480Epoch 85: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2554 - g_loss: 1.0200 - d_accuracy: 0.6506 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2546 - g_loss: 1.0220 - d_accuracy: 0.6516Epoch 86: D Accuracy = 0.6053 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2566 - g_loss: 1.0199 - d_accuracy: 0.6500 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2627 - g_loss: 1.0235 - d_accuracy: 0.6412Epoch 87: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2631 - g_loss: 1.0269 - d_accuracy: 0.6412 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2593 - g_loss: 1.0164 - d_accuracy: 0.6476Epoch 88: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2567 - g_loss: 1.0215 - d_accuracy: 0.6492 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 1.0072 - d_accuracy: 0.6385Epoch 89: D Accuracy = 0.5088 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2710 - g_loss: 1.0104 - d_accuracy: 0.6339 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 1.0037 - d_accuracy: 0.6416Epoch 90: D Accuracy = 0.5965 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2770 - g_loss: 0.9971 - d_accuracy: 0.6400 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 1.0060 - d_accuracy: 0.6395Epoch 91: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2708 - g_loss: 1.0098 - d_accuracy: 0.6398 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9908 - d_accuracy: 0.6355Epoch 92: D Accuracy = 0.5965 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2808 - g_loss: 0.9916 - d_accuracy: 0.6341 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2866 - g_loss: 0.9900 - d_accuracy: 0.6249Epoch 93: D Accuracy = 0.6228 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2883 - g_loss: 0.9912 - d_accuracy: 0.6248
Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2862 - g_loss: 0.9878 - d_accuracy: 0.6327Epoch 94: D Accuracy = 0.5351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2898 - g_loss: 0.9880 - d_accuracy: 0.6292 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2791 - g_loss: 0.9895 - d_accuracy: 0.6358Epoch 95: D Accuracy = 0.5351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2819 - g_loss: 0.9883 - d_accuracy: 0.6322 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2882 - g_loss: 0.9808 - d_accuracy: 0.6284Epoch 96: D Accuracy = 0.5789 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2901 - g_loss: 0.9766 - d_accuracy: 0.6266 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2830 - g_loss: 0.9843 - d_accuracy: 0.6340Epoch 97: D Accuracy = 0.6579 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2833 - g_loss: 0.9853 - d_accuracy: 0.6349 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2712 - g_loss: 0.9984 - d_accuracy: 0.6408Epoch 98: D Accuracy = 0.6053 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2707 - g_loss: 1.0041 - d_accuracy: 0.6395 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9879 - d_accuracy: 0.6333Epoch 99: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2800 - g_loss: 0.9880 - d_accuracy: 0.6338 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2695 - g_loss: 0.9916 - d_accuracy: 0.6358 Class 5 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.7456 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2662 - g_loss: 0.9917 - d_accuracy: 0.6398 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9868 - d_accuracy: 0.6310Epoch 101: D Accuracy = 0.5526 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2867 - g_loss: 0.9827 - d_accuracy: 0.6282 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2786 - g_loss: 0.9812 - d_accuracy: 0.6290Epoch 102: D Accuracy = 0.5965 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2803 - g_loss: 0.9788 - d_accuracy: 0.6278 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2922 - g_loss: 0.9780 - d_accuracy: 0.6187Epoch 103: D Accuracy = 0.6316 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2918 - g_loss: 0.9777 - d_accuracy: 0.6192 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2965 - g_loss: 0.9718 - d_accuracy: 0.6214Epoch 104: D Accuracy = 0.5702 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2997 - g_loss: 0.9695 - d_accuracy: 0.6195 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.9666 - d_accuracy: 0.6214Epoch 105: D Accuracy = 0.6053 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2914 - g_loss: 0.9668 - d_accuracy: 0.6208 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2969 - g_loss: 0.9739 - d_accuracy: 0.6116Epoch 106: D Accuracy = 0.5614 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2967 - g_loss: 0.9773 - d_accuracy: 0.6099 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2915 - g_loss: 0.9698 - d_accuracy: 0.6244Epoch 107: D Accuracy = 0.6140 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2919 - g_loss: 0.9694 - d_accuracy: 0.6241 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.9552 - d_accuracy: 0.6140Epoch 108: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3075 - g_loss: 0.9560 - d_accuracy: 0.6153 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2947 - g_loss: 0.9693 - d_accuracy: 0.6206Epoch 109: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2936 - g_loss: 0.9694 - d_accuracy: 0.6232 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9715 - d_accuracy: 0.6221Epoch 110: D Accuracy = 0.6754 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2858 - g_loss: 0.9737 - d_accuracy: 0.6240 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2872 - g_loss: 0.9728 - d_accuracy: 0.6249Epoch 111: D Accuracy = 0.6491 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2863 - g_loss: 0.9779 - d_accuracy: 0.6257 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9568 - d_accuracy: 0.6156Epoch 112: D Accuracy = 0.6140 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2949 - g_loss: 0.9554 - d_accuracy: 0.6156 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9606 - d_accuracy: 0.6204Epoch 113: D Accuracy = 0.6053 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3018 - g_loss: 0.9628 - d_accuracy: 0.6198 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9586 - d_accuracy: 0.6110Epoch 114: D Accuracy = 0.6140 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3015 - g_loss: 0.9668 - d_accuracy: 0.6111 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9717 - d_accuracy: 0.6269Epoch 115: D Accuracy = 0.6491 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2863 - g_loss: 0.9746 - d_accuracy: 0.6277 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9581 - d_accuracy: 0.6181Epoch 116: D Accuracy = 0.6491 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2938 - g_loss: 0.9577 - d_accuracy: 0.6192 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9613 - d_accuracy: 0.6218Epoch 117: D Accuracy = 0.6140 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2974 - g_loss: 0.9612 - d_accuracy: 0.6216 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9669 - d_accuracy: 0.6284Epoch 118: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2800 - g_loss: 0.9678 - d_accuracy: 0.6298 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2954 - g_loss: 0.9632 - d_accuracy: 0.6150Epoch 119: D Accuracy = 0.6140 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2949 - g_loss: 0.9634 - d_accuracy: 0.6150 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2957 - g_loss: 0.9560 - d_accuracy: 0.6175Epoch 120: D Accuracy = 0.5877 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2978 - g_loss: 0.9551 - d_accuracy: 0.6165 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2845 - g_loss: 0.9548 - d_accuracy: 0.6254 Epoch 121: Generator loss improved from 0.8090 to 0.7771. Saving weights. Epoch 121: D Accuracy = 0.6579 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2862 - g_loss: 0.9485 - d_accuracy: 0.6265 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9629 - d_accuracy: 0.6136Epoch 122: D Accuracy = 0.5789 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3054 - g_loss: 0.9692 - d_accuracy: 0.6124 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9558 - d_accuracy: 0.6195Epoch 123: D Accuracy = 0.6053 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2959 - g_loss: 0.9587 - d_accuracy: 0.6190 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9537 - d_accuracy: 0.6201Epoch 124: D Accuracy = 0.6228 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2978 - g_loss: 0.9500 - d_accuracy: 0.6202 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 0.9630 - d_accuracy: 0.6258Epoch 125: D Accuracy = 0.5965 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2863 - g_loss: 0.9604 - d_accuracy: 0.6248 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9448 - d_accuracy: 0.6090Epoch 126: D Accuracy = 0.7018 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3050 - g_loss: 0.9464 - d_accuracy: 0.6123 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3037 - g_loss: 0.9490 - d_accuracy: 0.6216 Epoch 127: Generator loss improved from 0.7771 to 0.7760. Saving weights. Epoch 127: D Accuracy = 0.6842 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3038 - g_loss: 0.9428 - d_accuracy: 0.6238 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2959 - g_loss: 0.9578 - d_accuracy: 0.6208Epoch 128: D Accuracy = 0.6491 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2943 - g_loss: 0.9607 - d_accuracy: 0.6218 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9485 - d_accuracy: 0.6186Epoch 129: D Accuracy = 0.6579 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2998 - g_loss: 0.9473 - d_accuracy: 0.6200 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9516 - d_accuracy: 0.6143Epoch 130: D Accuracy = 0.6404 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3006 - g_loss: 0.9542 - d_accuracy: 0.6152 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.9450 - d_accuracy: 0.6100Epoch 131: D Accuracy = 0.6140 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3033 - g_loss: 0.9411 - d_accuracy: 0.6101
Epoch 132/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9592 - d_accuracy: 0.6203Epoch 132: D Accuracy = 0.5263 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2901 - g_loss: 0.9566 - d_accuracy: 0.6170 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3055 - g_loss: 0.9446 - d_accuracy: 0.6114Epoch 133: D Accuracy = 0.5351 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3088 - g_loss: 0.9416 - d_accuracy: 0.6087 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3009 - g_loss: 0.9537 - d_accuracy: 0.6063Epoch 134: D Accuracy = 0.6228 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3016 - g_loss: 0.9543 - d_accuracy: 0.6068 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2903 - g_loss: 0.9452 - d_accuracy: 0.6272Epoch 135: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2893 - g_loss: 0.9412 - d_accuracy: 0.6292 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2910 - g_loss: 0.9603 - d_accuracy: 0.6237Epoch 136: D Accuracy = 0.5263 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2923 - g_loss: 0.9577 - d_accuracy: 0.6202 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3005 - g_loss: 0.9453 - d_accuracy: 0.6148Epoch 137: D Accuracy = 0.5789 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3027 - g_loss: 0.9411 - d_accuracy: 0.6135 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2884 - g_loss: 0.9622 - d_accuracy: 0.6216Epoch 138: D Accuracy = 0.6491 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2870 - g_loss: 0.9676 - d_accuracy: 0.6225 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2833 - g_loss: 0.9578 - d_accuracy: 0.6301Epoch 139: D Accuracy = 0.5877 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2841 - g_loss: 0.9583 - d_accuracy: 0.6286 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9510 - d_accuracy: 0.6227Epoch 140: D Accuracy = 0.6228 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2890 - g_loss: 0.9466 - d_accuracy: 0.6228 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9536 - d_accuracy: 0.6164Epoch 141: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2945 - g_loss: 0.9582 - d_accuracy: 0.6182 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9473 - d_accuracy: 0.6190Epoch 142: D Accuracy = 0.6579 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2990 - g_loss: 0.9460 - d_accuracy: 0.6204 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2923 - g_loss: 0.9461 - d_accuracy: 0.6191Epoch 143: D Accuracy = 0.6404 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2931 - g_loss: 0.9426 - d_accuracy: 0.6198 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9556 - d_accuracy: 0.6148Epoch 144: D Accuracy = 0.6316 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2973 - g_loss: 0.9602 - d_accuracy: 0.6154 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2979 - g_loss: 0.9491 - d_accuracy: 0.6131Epoch 145: D Accuracy = 0.5702 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3004 - g_loss: 0.9495 - d_accuracy: 0.6116 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9609 - d_accuracy: 0.6247Epoch 146: D Accuracy = 0.6754 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2868 - g_loss: 0.9598 - d_accuracy: 0.6265 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9471 - d_accuracy: 0.6249Epoch 147: D Accuracy = 0.6140 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2900 - g_loss: 0.9452 - d_accuracy: 0.6245 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9553 - d_accuracy: 0.6164Epoch 148: D Accuracy = 0.5965 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2963 - g_loss: 0.9622 - d_accuracy: 0.6157 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9573 - d_accuracy: 0.6284Epoch 149: D Accuracy = 0.5877 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2822 - g_loss: 0.9564 - d_accuracy: 0.6269 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2832 - g_loss: 0.9542 - d_accuracy: 0.6268Epoch 150: D Accuracy = 0.7193 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2797 - g_loss: 0.9559 - d_accuracy: 0.6301 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2852 - g_loss: 0.9595 - d_accuracy: 0.6264Epoch 151: D Accuracy = 0.7018 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2840 - g_loss: 0.9586 - d_accuracy: 0.6291 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9566 - d_accuracy: 0.6229Epoch 152: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2856 - g_loss: 0.9598 - d_accuracy: 0.6245 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9563 - d_accuracy: 0.6294Epoch 153: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2737 - g_loss: 0.9558 - d_accuracy: 0.6308 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2830 - g_loss: 0.9649 - d_accuracy: 0.6145Epoch 154: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2813 - g_loss: 0.9660 - d_accuracy: 0.6164 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9524 - d_accuracy: 0.6202Epoch 155: D Accuracy = 0.5614 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2924 - g_loss: 0.9561 - d_accuracy: 0.6181 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9560 - d_accuracy: 0.6197Epoch 156: D Accuracy = 0.6579 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2849 - g_loss: 0.9631 - d_accuracy: 0.6211 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2841 - g_loss: 0.9501 - d_accuracy: 0.6204Epoch 157: D Accuracy = 0.5877 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2829 - g_loss: 0.9497 - d_accuracy: 0.6193 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9487 - d_accuracy: 0.6154Epoch 158: D Accuracy = 0.5702 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2916 - g_loss: 0.9472 - d_accuracy: 0.6138 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2973 - g_loss: 0.9505 - d_accuracy: 0.6196Epoch 159: D Accuracy = 0.6053 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2945 - g_loss: 0.9600 - d_accuracy: 0.6191 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9524 - d_accuracy: 0.6284Epoch 160: D Accuracy = 0.6930 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2777 - g_loss: 0.9493 - d_accuracy: 0.6307 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9596 - d_accuracy: 0.6310Epoch 161: D Accuracy = 0.6316 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2832 - g_loss: 0.9571 - d_accuracy: 0.6311 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9610 - d_accuracy: 0.6359Epoch 162: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2755 - g_loss: 0.9606 - d_accuracy: 0.6370 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9499 - d_accuracy: 0.6179Epoch 163: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2971 - g_loss: 0.9564 - d_accuracy: 0.6203
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9623 - d_accuracy: 0.6332Epoch 164: D Accuracy = 0.5614 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2768 - g_loss: 0.9626 - d_accuracy: 0.6306 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2805 - g_loss: 0.9628 - d_accuracy: 0.6321Epoch 165: D Accuracy = 0.7105 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2764 - g_loss: 0.9688 - d_accuracy: 0.6349 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9616 - d_accuracy: 0.6355Epoch 166: D Accuracy = 0.6316 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2754 - g_loss: 0.9595 - d_accuracy: 0.6354 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2778 - g_loss: 0.9648 - d_accuracy: 0.6332Epoch 167: D Accuracy = 0.6579 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2758 - g_loss: 0.9683 - d_accuracy: 0.6340 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9503 - d_accuracy: 0.6206Epoch 168: D Accuracy = 0.6316 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2885 - g_loss: 0.9474 - d_accuracy: 0.6210 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9600 - d_accuracy: 0.6279Epoch 169: D Accuracy = 0.6842 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2778 - g_loss: 0.9605 - d_accuracy: 0.6299 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2747 - g_loss: 0.9678 - d_accuracy: 0.6326Epoch 170: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2735 - g_loss: 0.9731 - d_accuracy: 0.6338 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2790 - g_loss: 0.9562 - d_accuracy: 0.6253Epoch 171: D Accuracy = 0.5789 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2810 - g_loss: 0.9527 - d_accuracy: 0.6237 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2747 - g_loss: 0.9622 - d_accuracy: 0.6315 Epoch 172: Generator loss improved from 0.7760 to 0.7430. Saving weights. Epoch 172: D Accuracy = 0.6140 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2775 - g_loss: 0.9544 - d_accuracy: 0.6309 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2891 - g_loss: 0.9598 - d_accuracy: 0.6193Epoch 173: D Accuracy = 0.6228 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2897 - g_loss: 0.9580 - d_accuracy: 0.6194 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2676 - g_loss: 0.9723 - d_accuracy: 0.6359Epoch 174: D Accuracy = 0.6228 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2686 - g_loss: 0.9720 - d_accuracy: 0.6354 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2778 - g_loss: 0.9654 - d_accuracy: 0.6297Epoch 175: D Accuracy = 0.5175 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2801 - g_loss: 0.9656 - d_accuracy: 0.6257 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2765 - g_loss: 0.9649 - d_accuracy: 0.6290Epoch 176: D Accuracy = 0.5702 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2788 - g_loss: 0.9629 - d_accuracy: 0.6269 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2758 - g_loss: 0.9690 - d_accuracy: 0.6271Epoch 177: D Accuracy = 0.6316 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2753 - g_loss: 0.9738 - d_accuracy: 0.6273 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9763 - d_accuracy: 0.6393Epoch 178: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2584 - g_loss: 0.9811 - d_accuracy: 0.6393 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9661 - d_accuracy: 0.6401Epoch 179: D Accuracy = 0.5789 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2732 - g_loss: 0.9682 - d_accuracy: 0.6379 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2752 - g_loss: 0.9643 - d_accuracy: 0.6286Epoch 180: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2737 - g_loss: 0.9668 - d_accuracy: 0.6290 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2724 - g_loss: 0.9665 - d_accuracy: 0.6347Epoch 181: D Accuracy = 0.6140 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2743 - g_loss: 0.9666 - d_accuracy: 0.6340 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2835 - g_loss: 0.9604 - d_accuracy: 0.6329Epoch 182: D Accuracy = 0.6053 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2842 - g_loss: 0.9590 - d_accuracy: 0.6320 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9612 - d_accuracy: 0.6252Epoch 183: D Accuracy = 0.6228 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2755 - g_loss: 0.9565 - d_accuracy: 0.6251 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2754 - g_loss: 0.9784 - d_accuracy: 0.6266Epoch 184: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2731 - g_loss: 0.9843 - d_accuracy: 0.6274 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9550 - d_accuracy: 0.6277Epoch 185: D Accuracy = 0.6579 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2845 - g_loss: 0.9576 - d_accuracy: 0.6287 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2834 - g_loss: 0.9547 - d_accuracy: 0.6271Epoch 186: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2829 - g_loss: 0.9493 - d_accuracy: 0.6294 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9678 - d_accuracy: 0.6286Epoch 187: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2748 - g_loss: 0.9700 - d_accuracy: 0.6299 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2790 - g_loss: 0.9568 - d_accuracy: 0.6274Epoch 188: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2773 - g_loss: 0.9593 - d_accuracy: 0.6279 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2901 - g_loss: 0.9505 - d_accuracy: 0.6228Epoch 189: D Accuracy = 0.5877 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2911 - g_loss: 0.9491 - d_accuracy: 0.6215 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2740 - g_loss: 0.9606 - d_accuracy: 0.6363Epoch 190: D Accuracy = 0.6140 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2756 - g_loss: 0.9578 - d_accuracy: 0.6355 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2698 - g_loss: 0.9721 - d_accuracy: 0.6370Epoch 191: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2704 - g_loss: 0.9731 - d_accuracy: 0.6371 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9686 - d_accuracy: 0.6446Epoch 192: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2630 - g_loss: 0.9674 - d_accuracy: 0.6460 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2647 - g_loss: 0.9702 - d_accuracy: 0.6357Epoch 193: D Accuracy = 0.6140 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2660 - g_loss: 0.9685 - d_accuracy: 0.6350 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2683 - g_loss: 0.9741 - d_accuracy: 0.6345Epoch 194: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2671 - g_loss: 0.9756 - d_accuracy: 0.6369 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9615 - d_accuracy: 0.6347Epoch 195: D Accuracy = 0.5614 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2750 - g_loss: 0.9603 - d_accuracy: 0.6320
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9740 - d_accuracy: 0.6374Epoch 196: D Accuracy = 0.6228 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2705 - g_loss: 0.9728 - d_accuracy: 0.6368 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9640 - d_accuracy: 0.6334Epoch 197: D Accuracy = 0.5702 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2821 - g_loss: 0.9625 - d_accuracy: 0.6311 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 0.9706 - d_accuracy: 0.6437Epoch 198: D Accuracy = 0.6754 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2610 - g_loss: 0.9693 - d_accuracy: 0.6448 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2597 - g_loss: 0.9768 - d_accuracy: 0.6384Epoch 199: D Accuracy = 0.5526 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2608 - g_loss: 0.9767 - d_accuracy: 0.6353 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2666 - g_loss: 0.9666 - d_accuracy: 0.6352 Class 5 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.6579 27/27 [==============================] - 1s 40ms/step - d_loss: 1.2669 - g_loss: 0.9645 - d_accuracy: 0.6360 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2623 - g_loss: 0.9777 - d_accuracy: 0.6366Epoch 201: D Accuracy = 0.5702 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2635 - g_loss: 0.9801 - d_accuracy: 0.6342 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2744 - g_loss: 0.9626 - d_accuracy: 0.6346Epoch 202: D Accuracy = 0.6579 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2745 - g_loss: 0.9599 - d_accuracy: 0.6354 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9682 - d_accuracy: 0.6325Epoch 203: D Accuracy = 0.5263 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2775 - g_loss: 0.9650 - d_accuracy: 0.6287 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2676 - g_loss: 0.9703 - d_accuracy: 0.6410Epoch 204: D Accuracy = 0.6754 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2685 - g_loss: 0.9685 - d_accuracy: 0.6423 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9717 - d_accuracy: 0.6396Epoch 205: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2632 - g_loss: 0.9689 - d_accuracy: 0.6405 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2736 - g_loss: 0.9744 - d_accuracy: 0.6312Epoch 206: D Accuracy = 0.6316 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2743 - g_loss: 0.9691 - d_accuracy: 0.6312 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 0.9711 - d_accuracy: 0.6423Epoch 207: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2637 - g_loss: 0.9725 - d_accuracy: 0.6444 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2673 - g_loss: 0.9784 - d_accuracy: 0.6379Epoch 208: D Accuracy = 0.6404 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2671 - g_loss: 0.9821 - d_accuracy: 0.6380 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2613 - g_loss: 0.9695 - d_accuracy: 0.6408Epoch 209: D Accuracy = 0.7281 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2589 - g_loss: 0.9722 - d_accuracy: 0.6439 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2809 - g_loss: 0.9620 - d_accuracy: 0.6286Epoch 210: D Accuracy = 0.6754 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2774 - g_loss: 0.9674 - d_accuracy: 0.6303 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2600 - g_loss: 0.9731 - d_accuracy: 0.6447Epoch 211: D Accuracy = 0.6053 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2621 - g_loss: 0.9758 - d_accuracy: 0.6433 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2633 - g_loss: 0.9731 - d_accuracy: 0.6387Epoch 212: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2610 - g_loss: 0.9715 - d_accuracy: 0.6409 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2581 - g_loss: 0.9709 - d_accuracy: 0.6389Epoch 213: D Accuracy = 0.5789 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2604 - g_loss: 0.9650 - d_accuracy: 0.6368 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2522 - g_loss: 0.9886 - d_accuracy: 0.6541Epoch 214: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2524 - g_loss: 0.9916 - d_accuracy: 0.6536 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2627 - g_loss: 0.9801 - d_accuracy: 0.6482Epoch 215: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2623 - g_loss: 0.9754 - d_accuracy: 0.6495 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2608 - g_loss: 0.9927 - d_accuracy: 0.6319Epoch 216: D Accuracy = 0.6228 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2592 - g_loss: 1.0003 - d_accuracy: 0.6315 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2610 - g_loss: 0.9746 - d_accuracy: 0.6415Epoch 217: D Accuracy = 0.5789 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2639 - g_loss: 0.9772 - d_accuracy: 0.6393 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2647 - g_loss: 0.9722 - d_accuracy: 0.6372Epoch 218: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2615 - g_loss: 0.9768 - d_accuracy: 0.6389 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9681 - d_accuracy: 0.6430Epoch 219: D Accuracy = 0.6316 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2640 - g_loss: 0.9701 - d_accuracy: 0.6426 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2621 - g_loss: 0.9720 - d_accuracy: 0.6364Epoch 220: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2640 - g_loss: 0.9657 - d_accuracy: 0.6375 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2597 - g_loss: 0.9847 - d_accuracy: 0.6470Epoch 221: D Accuracy = 0.7105 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2584 - g_loss: 0.9885 - d_accuracy: 0.6492 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9804 - d_accuracy: 0.6440Epoch 222: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2565 - g_loss: 0.9803 - d_accuracy: 0.6449 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2510 - g_loss: 0.9848 - d_accuracy: 0.6523Epoch 223: D Accuracy = 0.6053 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2544 - g_loss: 0.9813 - d_accuracy: 0.6507 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9795 - d_accuracy: 0.6310Epoch 224: D Accuracy = 0.5877 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2712 - g_loss: 0.9780 - d_accuracy: 0.6295 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2563 - g_loss: 0.9787 - d_accuracy: 0.6511Epoch 225: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2561 - g_loss: 0.9787 - d_accuracy: 0.6529 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2598 - g_loss: 0.9790 - d_accuracy: 0.6367Epoch 226: D Accuracy = 0.6491 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2590 - g_loss: 0.9828 - d_accuracy: 0.6372 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2594 - g_loss: 0.9822 - d_accuracy: 0.6421Epoch 227: D Accuracy = 0.6754 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2592 - g_loss: 0.9804 - d_accuracy: 0.6433 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2595 - g_loss: 0.9747 - d_accuracy: 0.6474Epoch 228: D Accuracy = 0.7193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2581 - g_loss: 0.9713 - d_accuracy: 0.6500 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2532 - g_loss: 0.9870 - d_accuracy: 0.6482Epoch 229: D Accuracy = 0.6491 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2529 - g_loss: 0.9814 - d_accuracy: 0.6482 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2522 - g_loss: 0.9785 - d_accuracy: 0.6524Epoch 230: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2516 - g_loss: 0.9756 - d_accuracy: 0.6523 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 0.9794 - d_accuracy: 0.6395Epoch 231: D Accuracy = 0.6053 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2622 - g_loss: 0.9822 - d_accuracy: 0.6382 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9811 - d_accuracy: 0.6463Epoch 232: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2562 - g_loss: 0.9803 - d_accuracy: 0.6464 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2493 - g_loss: 0.9872 - d_accuracy: 0.6592Epoch 233: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2469 - g_loss: 0.9878 - d_accuracy: 0.6617 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9715 - d_accuracy: 0.6425Epoch 234: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2562 - g_loss: 0.9738 - d_accuracy: 0.6453 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2550 - g_loss: 0.9803 - d_accuracy: 0.6370Epoch 235: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2543 - g_loss: 0.9773 - d_accuracy: 0.6393 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 0.9879 - d_accuracy: 0.6466Epoch 236: D Accuracy = 0.6579 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2500 - g_loss: 0.9862 - d_accuracy: 0.6470 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2595 - g_loss: 0.9849 - d_accuracy: 0.6469Epoch 237: D Accuracy = 0.6842 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2585 - g_loss: 0.9824 - d_accuracy: 0.6482 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 0.9803 - d_accuracy: 0.6407Epoch 238: D Accuracy = 0.6316 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2597 - g_loss: 0.9843 - d_accuracy: 0.6404 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2550 - g_loss: 0.9847 - d_accuracy: 0.6442Epoch 239: D Accuracy = 0.6228 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2557 - g_loss: 0.9901 - d_accuracy: 0.6434 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 0.9815 - d_accuracy: 0.6386Epoch 240: D Accuracy = 0.6053 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2608 - g_loss: 0.9891 - d_accuracy: 0.6374 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2507 - g_loss: 0.9925 - d_accuracy: 0.6532Epoch 241: D Accuracy = 0.6316 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2507 - g_loss: 0.9995 - d_accuracy: 0.6524 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2599 - g_loss: 0.9796 - d_accuracy: 0.6437Epoch 242: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2575 - g_loss: 0.9774 - d_accuracy: 0.6467 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2653 - g_loss: 0.9831 - d_accuracy: 0.6377Epoch 243: D Accuracy = 0.6404 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2653 - g_loss: 0.9797 - d_accuracy: 0.6378 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2531 - g_loss: 0.9868 - d_accuracy: 0.6490Epoch 244: D Accuracy = 0.6842 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2522 - g_loss: 0.9831 - d_accuracy: 0.6503 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 0.9945 - d_accuracy: 0.6423Epoch 245: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2545 - g_loss: 0.9949 - d_accuracy: 0.6432 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2549 - g_loss: 0.9810 - d_accuracy: 0.6484Epoch 246: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2539 - g_loss: 0.9803 - d_accuracy: 0.6481 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2481 - g_loss: 0.9950 - d_accuracy: 0.6526Epoch 247: D Accuracy = 0.6754 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2484 - g_loss: 0.9890 - d_accuracy: 0.6534 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2579 - g_loss: 0.9794 - d_accuracy: 0.6447Epoch 248: D Accuracy = 0.6140 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2582 - g_loss: 0.9774 - d_accuracy: 0.6436 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9904 - d_accuracy: 0.6550Epoch 249: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2426 - g_loss: 0.9831 - d_accuracy: 0.6555 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2440 - g_loss: 0.9971 - d_accuracy: 0.6558Epoch 250: D Accuracy = 0.6491 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2447 - g_loss: 0.9959 - d_accuracy: 0.6556 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 0.9811 - d_accuracy: 0.6410Epoch 251: D Accuracy = 0.5614 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2647 - g_loss: 0.9823 - d_accuracy: 0.6382 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2553 - g_loss: 0.9916 - d_accuracy: 0.6473Epoch 252: D Accuracy = 0.6579 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2563 - g_loss: 0.9869 - d_accuracy: 0.6477 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2472 - g_loss: 0.9897 - d_accuracy: 0.6495Epoch 253: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2460 - g_loss: 0.9886 - d_accuracy: 0.6495 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 0.9825 - d_accuracy: 0.6334Epoch 254: D Accuracy = 0.5614 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2662 - g_loss: 0.9861 - d_accuracy: 0.6308 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2528 - g_loss: 0.9817 - d_accuracy: 0.6465Epoch 255: D Accuracy = 0.5614 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2567 - g_loss: 0.9782 - d_accuracy: 0.6435 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 0.9885 - d_accuracy: 0.6419Epoch 256: D Accuracy = 0.5351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2596 - g_loss: 0.9850 - d_accuracy: 0.6381 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9917 - d_accuracy: 0.6532Epoch 257: D Accuracy = 0.6404 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2459 - g_loss: 0.9908 - d_accuracy: 0.6527 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 0.9994 - d_accuracy: 0.6496Epoch 258: D Accuracy = 0.7193 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2409 - g_loss: 0.9995 - d_accuracy: 0.6521 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 0.9977 - d_accuracy: 0.6521Epoch 259: D Accuracy = 0.6930 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2399 - g_loss: 0.9995 - d_accuracy: 0.6536 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2430 - g_loss: 0.9947 - d_accuracy: 0.6551Epoch 260: D Accuracy = 0.5439 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2465 - g_loss: 0.9973 - d_accuracy: 0.6512 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2596 - g_loss: 0.9816 - d_accuracy: 0.6426Epoch 261: D Accuracy = 0.6228 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2608 - g_loss: 0.9814 - d_accuracy: 0.6419 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2386 - g_loss: 1.0011 - d_accuracy: 0.6573Epoch 262: D Accuracy = 0.6404 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2398 - g_loss: 1.0010 - d_accuracy: 0.6566 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2333 - g_loss: 0.9979 - d_accuracy: 0.6637Epoch 263: D Accuracy = 0.6316 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2331 - g_loss: 0.9996 - d_accuracy: 0.6626
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2581 - g_loss: 0.9837 - d_accuracy: 0.6412Epoch 264: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2559 - g_loss: 0.9833 - d_accuracy: 0.6433 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 1.0053 - d_accuracy: 0.6497Epoch 265: D Accuracy = 0.5965 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2443 - g_loss: 1.0088 - d_accuracy: 0.6478 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2464 - g_loss: 1.0013 - d_accuracy: 0.6482Epoch 266: D Accuracy = 0.5965 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2469 - g_loss: 1.0091 - d_accuracy: 0.6464 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9847 - d_accuracy: 0.6453Epoch 267: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2555 - g_loss: 0.9812 - d_accuracy: 0.6454 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9937 - d_accuracy: 0.6616Epoch 268: D Accuracy = 0.6754 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2417 - g_loss: 0.9960 - d_accuracy: 0.6621 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9809 - d_accuracy: 0.6359Epoch 269: D Accuracy = 0.6316 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2648 - g_loss: 0.9776 - d_accuracy: 0.6358 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2505 - g_loss: 0.9935 - d_accuracy: 0.6482Epoch 270: D Accuracy = 0.7018 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2503 - g_loss: 0.9957 - d_accuracy: 0.6502 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9949 - d_accuracy: 0.6545Epoch 271: D Accuracy = 0.7105 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2409 - g_loss: 0.9956 - d_accuracy: 0.6565 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2579 - g_loss: 0.9809 - d_accuracy: 0.6425Epoch 272: D Accuracy = 0.6316 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2576 - g_loss: 0.9803 - d_accuracy: 0.6421 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 1.0037 - d_accuracy: 0.6639Epoch 273: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2320 - g_loss: 1.0013 - d_accuracy: 0.6640 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2509 - g_loss: 1.0006 - d_accuracy: 0.6492Epoch 274: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2511 - g_loss: 0.9986 - d_accuracy: 0.6488 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2479 - g_loss: 0.9992 - d_accuracy: 0.6543Epoch 275: D Accuracy = 0.6140 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2508 - g_loss: 1.0022 - d_accuracy: 0.6528 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 0.9930 - d_accuracy: 0.6568Epoch 276: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2412 - g_loss: 0.9976 - d_accuracy: 0.6571 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2440 - g_loss: 0.9982 - d_accuracy: 0.6552Epoch 277: D Accuracy = 0.6579 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2449 - g_loss: 1.0033 - d_accuracy: 0.6553 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 0.9893 - d_accuracy: 0.6541Epoch 278: D Accuracy = 0.7281 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2442 - g_loss: 0.9875 - d_accuracy: 0.6568 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2477 - g_loss: 0.9961 - d_accuracy: 0.6477Epoch 279: D Accuracy = 0.6842 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2451 - g_loss: 0.9963 - d_accuracy: 0.6490 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2336 - g_loss: 1.0050 - d_accuracy: 0.6677Epoch 280: D Accuracy = 0.6404 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2354 - g_loss: 1.0019 - d_accuracy: 0.6667 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2373 - g_loss: 1.0030 - d_accuracy: 0.6553Epoch 281: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2375 - g_loss: 0.9986 - d_accuracy: 0.6557 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2417 - g_loss: 1.0062 - d_accuracy: 0.6494Epoch 282: D Accuracy = 0.5965 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2435 - g_loss: 1.0129 - d_accuracy: 0.6475 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2460 - g_loss: 0.9896 - d_accuracy: 0.6510Epoch 283: D Accuracy = 0.5614 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2492 - g_loss: 0.9861 - d_accuracy: 0.6478 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2398 - g_loss: 0.9943 - d_accuracy: 0.6473Epoch 284: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2379 - g_loss: 0.9935 - d_accuracy: 0.6511 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2403 - g_loss: 1.0007 - d_accuracy: 0.6507Epoch 285: D Accuracy = 0.6228 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2408 - g_loss: 1.0000 - d_accuracy: 0.6497 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 1.0002 - d_accuracy: 0.6560Epoch 286: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2391 - g_loss: 0.9950 - d_accuracy: 0.6573 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 1.0007 - d_accuracy: 0.6561Epoch 287: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2403 - g_loss: 0.9965 - d_accuracy: 0.6555 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 1.0092 - d_accuracy: 0.6554Epoch 288: D Accuracy = 0.6754 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2376 - g_loss: 1.0103 - d_accuracy: 0.6561 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2437 - g_loss: 0.9958 - d_accuracy: 0.6528Epoch 289: D Accuracy = 0.6404 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2436 - g_loss: 0.9966 - d_accuracy: 0.6523 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 1.0082 - d_accuracy: 0.6544Epoch 290: D Accuracy = 0.6754 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2367 - g_loss: 1.0076 - d_accuracy: 0.6551 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2334 - g_loss: 1.0086 - d_accuracy: 0.6603Epoch 291: D Accuracy = 0.5702 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2348 - g_loss: 1.0170 - d_accuracy: 0.6571 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2543 - g_loss: 0.9855 - d_accuracy: 0.6430Epoch 292: D Accuracy = 0.6228 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2547 - g_loss: 0.9839 - d_accuracy: 0.6423 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2388 - g_loss: 1.0011 - d_accuracy: 0.6559Epoch 293: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2397 - g_loss: 0.9928 - d_accuracy: 0.6563 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2384 - g_loss: 1.0004 - d_accuracy: 0.6605Epoch 294: D Accuracy = 0.6579 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2396 - g_loss: 0.9969 - d_accuracy: 0.6604 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2490 - g_loss: 1.0085 - d_accuracy: 0.6459Epoch 295: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2478 - g_loss: 1.0097 - d_accuracy: 0.6479
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2395 - g_loss: 0.9988 - d_accuracy: 0.6553Epoch 296: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2389 - g_loss: 0.9948 - d_accuracy: 0.6557 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2346 - g_loss: 1.0077 - d_accuracy: 0.6560Epoch 297: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2334 - g_loss: 1.0092 - d_accuracy: 0.6570 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2395 - g_loss: 1.0010 - d_accuracy: 0.6522Epoch 298: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2382 - g_loss: 0.9958 - d_accuracy: 0.6546 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0140 - d_accuracy: 0.6577Epoch 299: D Accuracy = 0.6754 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2266 - g_loss: 1.0224 - d_accuracy: 0.6583 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 1.0076 - d_accuracy: 0.6651 Class 5 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.6404 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2328 - g_loss: 1.0083 - d_accuracy: 0.6642 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2293 - g_loss: 1.0138 - d_accuracy: 0.6634Epoch 301: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2260 - g_loss: 1.0190 - d_accuracy: 0.6657 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2336 - g_loss: 1.0016 - d_accuracy: 0.6676Epoch 302: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2324 - g_loss: 1.0042 - d_accuracy: 0.6682 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2368 - g_loss: 1.0063 - d_accuracy: 0.6584Epoch 303: D Accuracy = 0.5614 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2396 - g_loss: 1.0069 - d_accuracy: 0.6549 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2438 - g_loss: 0.9996 - d_accuracy: 0.6511Epoch 304: D Accuracy = 0.5439 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2468 - g_loss: 0.9952 - d_accuracy: 0.6472 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2332 - g_loss: 1.0145 - d_accuracy: 0.6570Epoch 305: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2309 - g_loss: 1.0190 - d_accuracy: 0.6567 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2400 - g_loss: 0.9980 - d_accuracy: 0.6548Epoch 306: D Accuracy = 0.6316 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2412 - g_loss: 0.9915 - d_accuracy: 0.6539 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2309 - g_loss: 1.0087 - d_accuracy: 0.6611Epoch 307: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2289 - g_loss: 1.0095 - d_accuracy: 0.6613 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2287 - g_loss: 1.0162 - d_accuracy: 0.6616Epoch 308: D Accuracy = 0.6491 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2285 - g_loss: 1.0158 - d_accuracy: 0.6612 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 1.0156 - d_accuracy: 0.6597Epoch 309: D Accuracy = 0.7368 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2260 - g_loss: 1.0218 - d_accuracy: 0.6624 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2406 - g_loss: 1.0020 - d_accuracy: 0.6519Epoch 310: D Accuracy = 0.6316 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2416 - g_loss: 0.9999 - d_accuracy: 0.6511 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 1.0042 - d_accuracy: 0.6550Epoch 311: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2349 - g_loss: 1.0043 - d_accuracy: 0.6555 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2376 - g_loss: 1.0112 - d_accuracy: 0.6512Epoch 312: D Accuracy = 0.6491 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2364 - g_loss: 1.0138 - d_accuracy: 0.6511 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 1.0040 - d_accuracy: 0.6577Epoch 313: D Accuracy = 0.5702 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2421 - g_loss: 1.0069 - d_accuracy: 0.6546 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2286 - g_loss: 1.0186 - d_accuracy: 0.6626Epoch 314: D Accuracy = 0.6404 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2262 - g_loss: 1.0259 - d_accuracy: 0.6618 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2378 - g_loss: 1.0054 - d_accuracy: 0.6630Epoch 315: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2351 - g_loss: 1.0108 - d_accuracy: 0.6644 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2288 - g_loss: 1.0113 - d_accuracy: 0.6637Epoch 316: D Accuracy = 0.7368 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2265 - g_loss: 1.0133 - d_accuracy: 0.6663 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2312 - g_loss: 1.0104 - d_accuracy: 0.6670Epoch 317: D Accuracy = 0.7368 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2291 - g_loss: 1.0104 - d_accuracy: 0.6695 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2269 - g_loss: 1.0239 - d_accuracy: 0.6656Epoch 318: D Accuracy = 0.7632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2229 - g_loss: 1.0281 - d_accuracy: 0.6690 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 1.0076 - d_accuracy: 0.6560Epoch 319: D Accuracy = 0.6140 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2399 - g_loss: 1.0060 - d_accuracy: 0.6545 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2367 - g_loss: 1.0177 - d_accuracy: 0.6534Epoch 320: D Accuracy = 0.7193 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2341 - g_loss: 1.0192 - d_accuracy: 0.6557 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2466 - g_loss: 0.9972 - d_accuracy: 0.6468Epoch 321: D Accuracy = 0.6316 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2472 - g_loss: 0.9985 - d_accuracy: 0.6463 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2341 - g_loss: 1.0040 - d_accuracy: 0.6598Epoch 322: D Accuracy = 0.6579 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2330 - g_loss: 1.0064 - d_accuracy: 0.6597 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2378 - g_loss: 1.0060 - d_accuracy: 0.6555Epoch 323: D Accuracy = 0.5175 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2443 - g_loss: 1.0026 - d_accuracy: 0.6505 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2382 - g_loss: 0.9993 - d_accuracy: 0.6557Epoch 324: D Accuracy = 0.6579 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2394 - g_loss: 0.9975 - d_accuracy: 0.6558 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2347 - g_loss: 1.0029 - d_accuracy: 0.6609Epoch 325: D Accuracy = 0.6579 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2365 - g_loss: 0.9999 - d_accuracy: 0.6608 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2249 - g_loss: 1.0230 - d_accuracy: 0.6651Epoch 326: D Accuracy = 0.6140 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2264 - g_loss: 1.0187 - d_accuracy: 0.6633 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2278 - g_loss: 1.0112 - d_accuracy: 0.6708Epoch 327: D Accuracy = 0.6579 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2294 - g_loss: 1.0091 - d_accuracy: 0.6703 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2326 - g_loss: 1.0139 - d_accuracy: 0.6584Epoch 328: D Accuracy = 0.6404 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2331 - g_loss: 1.0149 - d_accuracy: 0.6578 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2262 - g_loss: 1.0180 - d_accuracy: 0.6624Epoch 329: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2254 - g_loss: 1.0168 - d_accuracy: 0.6626 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2302 - g_loss: 1.0130 - d_accuracy: 0.6608Epoch 330: D Accuracy = 0.6930 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2299 - g_loss: 1.0152 - d_accuracy: 0.6619 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 1.0050 - d_accuracy: 0.6588Epoch 331: D Accuracy = 0.6228 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2368 - g_loss: 1.0019 - d_accuracy: 0.6575 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2245 - g_loss: 1.0286 - d_accuracy: 0.6656Epoch 332: D Accuracy = 0.6228 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2242 - g_loss: 1.0338 - d_accuracy: 0.6640 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 1.0203 - d_accuracy: 0.6554Epoch 333: D Accuracy = 0.6754 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2282 - g_loss: 1.0238 - d_accuracy: 0.6561 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2166 - g_loss: 1.0208 - d_accuracy: 0.6732Epoch 334: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2132 - g_loss: 1.0247 - d_accuracy: 0.6752 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2302 - g_loss: 1.0211 - d_accuracy: 0.6557Epoch 335: D Accuracy = 0.6579 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2291 - g_loss: 1.0225 - d_accuracy: 0.6558 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.0183 - d_accuracy: 0.6707Epoch 336: D Accuracy = 0.7368 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2172 - g_loss: 1.0190 - d_accuracy: 0.6730 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2228 - g_loss: 1.0233 - d_accuracy: 0.6673Epoch 337: D Accuracy = 0.6140 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2244 - g_loss: 1.0254 - d_accuracy: 0.6654 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2294 - g_loss: 1.0134 - d_accuracy: 0.6636Epoch 338: D Accuracy = 0.6316 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2302 - g_loss: 1.0150 - d_accuracy: 0.6624 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2183 - g_loss: 1.0245 - d_accuracy: 0.6718Epoch 339: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2177 - g_loss: 1.0274 - d_accuracy: 0.6716 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2197 - g_loss: 1.0274 - d_accuracy: 0.6662Epoch 340: D Accuracy = 0.6316 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2199 - g_loss: 1.0350 - d_accuracy: 0.6650 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2255 - g_loss: 1.0178 - d_accuracy: 0.6669Epoch 341: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2261 - g_loss: 1.0205 - d_accuracy: 0.6669 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2199 - g_loss: 1.0260 - d_accuracy: 0.6690Epoch 342: D Accuracy = 0.6404 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2207 - g_loss: 1.0243 - d_accuracy: 0.6679 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2361 - g_loss: 1.0124 - d_accuracy: 0.6529Epoch 343: D Accuracy = 0.5614 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2394 - g_loss: 1.0127 - d_accuracy: 0.6496 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.0330 - d_accuracy: 0.6765Epoch 344: D Accuracy = 0.6140 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2128 - g_loss: 1.0386 - d_accuracy: 0.6743 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2227 - g_loss: 1.0159 - d_accuracy: 0.6697Epoch 345: D Accuracy = 0.6754 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2213 - g_loss: 1.0214 - d_accuracy: 0.6699 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2096 - g_loss: 1.0282 - d_accuracy: 0.6795Epoch 346: D Accuracy = 0.7281 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2088 - g_loss: 1.0295 - d_accuracy: 0.6812 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2198 - g_loss: 1.0245 - d_accuracy: 0.6739Epoch 347: D Accuracy = 0.6491 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2201 - g_loss: 1.0283 - d_accuracy: 0.6730 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0292 - d_accuracy: 0.6741Epoch 348: D Accuracy = 0.6140 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2182 - g_loss: 1.0344 - d_accuracy: 0.6719 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2197 - g_loss: 1.0154 - d_accuracy: 0.6713Epoch 349: D Accuracy = 0.7193 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2188 - g_loss: 1.0129 - d_accuracy: 0.6730 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2222 - g_loss: 1.0246 - d_accuracy: 0.6690Epoch 350: D Accuracy = 0.5702 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2255 - g_loss: 1.0187 - d_accuracy: 0.6654 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2067 - g_loss: 1.0426 - d_accuracy: 0.6783Epoch 351: D Accuracy = 0.5877 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2089 - g_loss: 1.0491 - d_accuracy: 0.6751 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2183 - g_loss: 1.0311 - d_accuracy: 0.6705Epoch 352: D Accuracy = 0.6491 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2191 - g_loss: 1.0330 - d_accuracy: 0.6697 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.0171 - d_accuracy: 0.6765Epoch 353: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2204 - g_loss: 1.0114 - d_accuracy: 0.6774 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2148 - g_loss: 1.0285 - d_accuracy: 0.6736Epoch 354: D Accuracy = 0.7018 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2148 - g_loss: 1.0225 - d_accuracy: 0.6746 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2180 - g_loss: 1.0288 - d_accuracy: 0.6715Epoch 355: D Accuracy = 0.7368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2143 - g_loss: 1.0287 - d_accuracy: 0.6739 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2221 - g_loss: 1.0263 - d_accuracy: 0.6737Epoch 356: D Accuracy = 0.7105 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2212 - g_loss: 1.0258 - d_accuracy: 0.6751 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2169 - g_loss: 1.0337 - d_accuracy: 0.6676Epoch 357: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2163 - g_loss: 1.0348 - d_accuracy: 0.6676 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2099 - g_loss: 1.0323 - d_accuracy: 0.6733Epoch 358: D Accuracy = 0.6491 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2087 - g_loss: 1.0320 - d_accuracy: 0.6725 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2190 - g_loss: 1.0402 - d_accuracy: 0.6667Epoch 359: D Accuracy = 0.6053 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2202 - g_loss: 1.0441 - d_accuracy: 0.6645 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2133 - g_loss: 1.0362 - d_accuracy: 0.6763Epoch 360: D Accuracy = 0.7105 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2118 - g_loss: 1.0407 - d_accuracy: 0.6776 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2020 - g_loss: 1.0468 - d_accuracy: 0.6822Epoch 361: D Accuracy = 0.6140 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2047 - g_loss: 1.0494 - d_accuracy: 0.6797 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 1.0250 - d_accuracy: 0.6661Epoch 362: D Accuracy = 0.6053 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2260 - g_loss: 1.0233 - d_accuracy: 0.6639 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2176 - g_loss: 1.0320 - d_accuracy: 0.6685Epoch 363: D Accuracy = 0.6579 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2186 - g_loss: 1.0221 - d_accuracy: 0.6681
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2129 - g_loss: 1.0436 - d_accuracy: 0.6727Epoch 364: D Accuracy = 0.5877 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2160 - g_loss: 1.0410 - d_accuracy: 0.6696 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2112 - g_loss: 1.0297 - d_accuracy: 0.6784Epoch 365: D Accuracy = 0.5789 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2163 - g_loss: 1.0244 - d_accuracy: 0.6749 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2115 - g_loss: 1.0383 - d_accuracy: 0.6717Epoch 366: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2108 - g_loss: 1.0375 - d_accuracy: 0.6728 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2063 - g_loss: 1.0448 - d_accuracy: 0.6784Epoch 367: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2071 - g_loss: 1.0510 - d_accuracy: 0.6774 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2123 - g_loss: 1.0403 - d_accuracy: 0.6747Epoch 368: D Accuracy = 0.7368 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2118 - g_loss: 1.0445 - d_accuracy: 0.6769 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1980 - g_loss: 1.0435 - d_accuracy: 0.6842Epoch 369: D Accuracy = 0.6842 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2005 - g_loss: 1.0439 - d_accuracy: 0.6842 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2154 - g_loss: 1.0362 - d_accuracy: 0.6679Epoch 370: D Accuracy = 0.6140 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2160 - g_loss: 1.0357 - d_accuracy: 0.6659 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2090 - g_loss: 1.0340 - d_accuracy: 0.6766Epoch 371: D Accuracy = 0.5702 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2133 - g_loss: 1.0343 - d_accuracy: 0.6728 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2127 - g_loss: 1.0338 - d_accuracy: 0.6803Epoch 372: D Accuracy = 0.6404 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2140 - g_loss: 1.0320 - d_accuracy: 0.6788 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2240 - g_loss: 1.0294 - d_accuracy: 0.6644Epoch 373: D Accuracy = 0.5789 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2281 - g_loss: 1.0304 - d_accuracy: 0.6613 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.0371 - d_accuracy: 0.6852Epoch 374: D Accuracy = 0.7105 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2022 - g_loss: 1.0420 - d_accuracy: 0.6861 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2162 - g_loss: 1.0330 - d_accuracy: 0.6719Epoch 375: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2182 - g_loss: 1.0302 - d_accuracy: 0.6707 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2082 - g_loss: 1.0457 - d_accuracy: 0.6790Epoch 376: D Accuracy = 0.6842 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2079 - g_loss: 1.0445 - d_accuracy: 0.6792 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2012 - g_loss: 1.0468 - d_accuracy: 0.6813Epoch 377: D Accuracy = 0.6754 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2015 - g_loss: 1.0433 - d_accuracy: 0.6811 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.0473 - d_accuracy: 0.6775Epoch 378: D Accuracy = 0.6053 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2181 - g_loss: 1.0587 - d_accuracy: 0.6749 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2092 - g_loss: 1.0367 - d_accuracy: 0.6720Epoch 379: D Accuracy = 0.6053 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2108 - g_loss: 1.0351 - d_accuracy: 0.6696 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2076 - g_loss: 1.0430 - d_accuracy: 0.6739Epoch 380: D Accuracy = 0.7105 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2055 - g_loss: 1.0436 - d_accuracy: 0.6752 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2048 - g_loss: 1.0473 - d_accuracy: 0.6780Epoch 381: D Accuracy = 0.7281 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2047 - g_loss: 1.0448 - d_accuracy: 0.6798 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2138 - g_loss: 1.0372 - d_accuracy: 0.6770Epoch 382: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2139 - g_loss: 1.0403 - d_accuracy: 0.6776 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.0454 - d_accuracy: 0.6806Epoch 383: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2051 - g_loss: 1.0457 - d_accuracy: 0.6814 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2023 - g_loss: 1.0582 - d_accuracy: 0.6795Epoch 384: D Accuracy = 0.6053 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2055 - g_loss: 1.0571 - d_accuracy: 0.6769 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2047 - g_loss: 1.0461 - d_accuracy: 0.6773Epoch 385: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2017 - g_loss: 1.0568 - d_accuracy: 0.6782 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2052 - g_loss: 1.0320 - d_accuracy: 0.6835Epoch 386: D Accuracy = 0.6316 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2098 - g_loss: 1.0228 - d_accuracy: 0.6817 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1994 - g_loss: 1.0629 - d_accuracy: 0.6803Epoch 387: D Accuracy = 0.6140 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1993 - g_loss: 1.0708 - d_accuracy: 0.6779 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.0398 - d_accuracy: 0.6749Epoch 388: D Accuracy = 0.6053 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2111 - g_loss: 1.0445 - d_accuracy: 0.6724 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2026 - g_loss: 1.0435 - d_accuracy: 0.6828Epoch 389: D Accuracy = 0.7281 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2023 - g_loss: 1.0398 - d_accuracy: 0.6844 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1950 - g_loss: 1.0484 - d_accuracy: 0.6906Epoch 390: D Accuracy = 0.7544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1951 - g_loss: 1.0438 - d_accuracy: 0.6928 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2091 - g_loss: 1.0524 - d_accuracy: 0.6707Epoch 391: D Accuracy = 0.6316 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2077 - g_loss: 1.0609 - d_accuracy: 0.6693 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2094 - g_loss: 1.0388 - d_accuracy: 0.6774Epoch 392: D Accuracy = 0.7193 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2081 - g_loss: 1.0387 - d_accuracy: 0.6789 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2004 - g_loss: 1.0476 - d_accuracy: 0.6818Epoch 393: D Accuracy = 0.7281 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1992 - g_loss: 1.0515 - d_accuracy: 0.6834 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2065 - g_loss: 1.0471 - d_accuracy: 0.6776Epoch 394: D Accuracy = 0.5877 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2099 - g_loss: 1.0451 - d_accuracy: 0.6744 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1969 - g_loss: 1.0521 - d_accuracy: 0.6842Epoch 395: D Accuracy = 0.7193 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1965 - g_loss: 1.0501 - d_accuracy: 0.6854
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2106 - g_loss: 1.0481 - d_accuracy: 0.6759Epoch 396: D Accuracy = 0.7456 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2086 - g_loss: 1.0446 - d_accuracy: 0.6784 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1987 - g_loss: 1.0623 - d_accuracy: 0.6775Epoch 397: D Accuracy = 0.6316 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1996 - g_loss: 1.0604 - d_accuracy: 0.6758 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0404 - d_accuracy: 0.6771Epoch 398: D Accuracy = 0.6930 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2050 - g_loss: 1.0387 - d_accuracy: 0.6777 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1917 - g_loss: 1.0613 - d_accuracy: 0.6832Epoch 399: D Accuracy = 0.6579 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1928 - g_loss: 1.0653 - d_accuracy: 0.6823 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.0345 - d_accuracy: 0.6777 Class 5 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.6930 27/27 [==============================] - 1s 49ms/step - d_loss: 1.2144 - g_loss: 1.0321 - d_accuracy: 0.6783 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2012 - g_loss: 1.0478 - d_accuracy: 0.6826Epoch 401: D Accuracy = 0.6228 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2024 - g_loss: 1.0413 - d_accuracy: 0.6805 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1873 - g_loss: 1.0667 - d_accuracy: 0.6937Epoch 402: D Accuracy = 0.7193 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1871 - g_loss: 1.0618 - d_accuracy: 0.6947 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1972 - g_loss: 1.0551 - d_accuracy: 0.6813Epoch 403: D Accuracy = 0.6754 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1958 - g_loss: 1.0593 - d_accuracy: 0.6811 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.0453 - d_accuracy: 0.6785Epoch 404: D Accuracy = 0.5877 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2103 - g_loss: 1.0440 - d_accuracy: 0.6752 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2047 - g_loss: 1.0551 - d_accuracy: 0.6775Epoch 405: D Accuracy = 0.6053 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2045 - g_loss: 1.0595 - d_accuracy: 0.6749 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1911 - g_loss: 1.0587 - d_accuracy: 0.6894Epoch 406: D Accuracy = 0.7193 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1912 - g_loss: 1.0542 - d_accuracy: 0.6905 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2057 - g_loss: 1.0487 - d_accuracy: 0.6830Epoch 407: D Accuracy = 0.6140 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2102 - g_loss: 1.0452 - d_accuracy: 0.6806 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2099 - g_loss: 1.0410 - d_accuracy: 0.6834Epoch 408: D Accuracy = 0.7105 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2100 - g_loss: 1.0395 - d_accuracy: 0.6844 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1874 - g_loss: 1.0650 - d_accuracy: 0.6907Epoch 409: D Accuracy = 0.6842 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1892 - g_loss: 1.0625 - d_accuracy: 0.6905 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1816 - g_loss: 1.0624 - d_accuracy: 0.6934Epoch 410: D Accuracy = 0.7368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1804 - g_loss: 1.0606 - d_accuracy: 0.6949 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2028 - g_loss: 1.0543 - d_accuracy: 0.6774Epoch 411: D Accuracy = 0.6404 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2046 - g_loss: 1.0510 - d_accuracy: 0.6760 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1924 - g_loss: 1.0625 - d_accuracy: 0.6893Epoch 412: D Accuracy = 0.6842 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1927 - g_loss: 1.0605 - d_accuracy: 0.6891 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1907 - g_loss: 1.0705 - d_accuracy: 0.6854Epoch 413: D Accuracy = 0.6579 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1917 - g_loss: 1.0661 - d_accuracy: 0.6844 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1919 - g_loss: 1.0736 - d_accuracy: 0.6890Epoch 414: D Accuracy = 0.7281 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1900 - g_loss: 1.0767 - d_accuracy: 0.6904 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1926 - g_loss: 1.0632 - d_accuracy: 0.6880Epoch 415: D Accuracy = 0.7368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1907 - g_loss: 1.0626 - d_accuracy: 0.6898 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1820 - g_loss: 1.0677 - d_accuracy: 0.6954Epoch 416: D Accuracy = 0.7807 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1802 - g_loss: 1.0665 - d_accuracy: 0.6985 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.0573 - d_accuracy: 0.6902Epoch 417: D Accuracy = 0.7982 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1937 - g_loss: 1.0567 - d_accuracy: 0.6940 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2071 - g_loss: 1.0598 - d_accuracy: 0.6739Epoch 418: D Accuracy = 0.6491 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2055 - g_loss: 1.0652 - d_accuracy: 0.6730 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2021 - g_loss: 1.0512 - d_accuracy: 0.6815Epoch 419: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2032 - g_loss: 1.0445 - d_accuracy: 0.6810 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1933 - g_loss: 1.0602 - d_accuracy: 0.6851Epoch 420: D Accuracy = 0.6491 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1973 - g_loss: 1.0531 - d_accuracy: 0.6838 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1835 - g_loss: 1.0703 - d_accuracy: 0.6879Epoch 421: D Accuracy = 0.7719 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1803 - g_loss: 1.0724 - d_accuracy: 0.6909 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1944 - g_loss: 1.0562 - d_accuracy: 0.6861Epoch 422: D Accuracy = 0.6491 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1959 - g_loss: 1.0512 - d_accuracy: 0.6848 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1894 - g_loss: 1.0700 - d_accuracy: 0.6940Epoch 423: D Accuracy = 0.8509 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1832 - g_loss: 1.0733 - d_accuracy: 0.6996 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.0556 - d_accuracy: 0.6780Epoch 424: D Accuracy = 0.7281 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1960 - g_loss: 1.0520 - d_accuracy: 0.6798 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2084 - g_loss: 1.0563 - d_accuracy: 0.6681Epoch 425: D Accuracy = 0.5965 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2106 - g_loss: 1.0545 - d_accuracy: 0.6655 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1980 - g_loss: 1.0606 - d_accuracy: 0.6823Epoch 426: D Accuracy = 0.6842 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1975 - g_loss: 1.0596 - d_accuracy: 0.6824 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1817 - g_loss: 1.0675 - d_accuracy: 0.7001Epoch 427: D Accuracy = 0.8333 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1788 - g_loss: 1.0661 - d_accuracy: 0.7049 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.0711 - d_accuracy: 0.6831Epoch 428: D Accuracy = 0.6579 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1995 - g_loss: 1.0759 - d_accuracy: 0.6822 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2054 - g_loss: 1.0553 - d_accuracy: 0.6816Epoch 429: D Accuracy = 0.6842 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2073 - g_loss: 1.0482 - d_accuracy: 0.6817 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.0804 - d_accuracy: 0.6927Epoch 430: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1812 - g_loss: 1.0756 - d_accuracy: 0.6917 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2041 - g_loss: 1.0599 - d_accuracy: 0.6806Epoch 431: D Accuracy = 0.6491 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2042 - g_loss: 1.0552 - d_accuracy: 0.6795 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1914 - g_loss: 1.0628 - d_accuracy: 0.6889Epoch 432: D Accuracy = 0.7456 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1890 - g_loss: 1.0630 - d_accuracy: 0.6910 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1827 - g_loss: 1.0642 - d_accuracy: 0.6937Epoch 433: D Accuracy = 0.7018 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1825 - g_loss: 1.0565 - d_accuracy: 0.6940 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1867 - g_loss: 1.0806 - d_accuracy: 0.6935Epoch 434: D Accuracy = 0.7281 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1855 - g_loss: 1.0830 - d_accuracy: 0.6947 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2104 - g_loss: 1.0469 - d_accuracy: 0.6715Epoch 435: D Accuracy = 0.7719 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2070 - g_loss: 1.0466 - d_accuracy: 0.6751 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1844 - g_loss: 1.0816 - d_accuracy: 0.6889Epoch 436: D Accuracy = 0.6930 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1865 - g_loss: 1.0787 - d_accuracy: 0.6890 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.0754 - d_accuracy: 0.6948Epoch 437: D Accuracy = 0.7018 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1776 - g_loss: 1.0749 - d_accuracy: 0.6951 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1960 - g_loss: 1.0693 - d_accuracy: 0.6859Epoch 438: D Accuracy = 0.7105 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1963 - g_loss: 1.0643 - d_accuracy: 0.6868 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1867 - g_loss: 1.0763 - d_accuracy: 0.6886Epoch 439: D Accuracy = 0.6754 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1875 - g_loss: 1.0768 - d_accuracy: 0.6882 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.0733 - d_accuracy: 0.6976Epoch 440: D Accuracy = 0.7105 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1802 - g_loss: 1.0775 - d_accuracy: 0.6981 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1973 - g_loss: 1.0728 - d_accuracy: 0.6812Epoch 441: D Accuracy = 0.7544 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1922 - g_loss: 1.0771 - d_accuracy: 0.6838 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1964 - g_loss: 1.0618 - d_accuracy: 0.6774Epoch 442: D Accuracy = 0.7281 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1943 - g_loss: 1.0614 - d_accuracy: 0.6792 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.0693 - d_accuracy: 0.6851Epoch 443: D Accuracy = 0.7368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1880 - g_loss: 1.0653 - d_accuracy: 0.6870 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1864 - g_loss: 1.0804 - d_accuracy: 0.6899Epoch 444: D Accuracy = 0.6754 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1870 - g_loss: 1.0828 - d_accuracy: 0.6894 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1889 - g_loss: 1.0680 - d_accuracy: 0.6874Epoch 445: D Accuracy = 0.7368 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1874 - g_loss: 1.0669 - d_accuracy: 0.6892 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1883 - g_loss: 1.0719 - d_accuracy: 0.6927Epoch 446: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1869 - g_loss: 1.0720 - d_accuracy: 0.6930 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1863 - g_loss: 1.0809 - d_accuracy: 0.6935Epoch 447: D Accuracy = 0.6667 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1883 - g_loss: 1.0806 - d_accuracy: 0.6926 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1875 - g_loss: 1.0671 - d_accuracy: 0.6882Epoch 448: D Accuracy = 0.7368 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1863 - g_loss: 1.0653 - d_accuracy: 0.6899 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1765 - g_loss: 1.0875 - d_accuracy: 0.6969Epoch 449: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1767 - g_loss: 1.0887 - d_accuracy: 0.6970 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1806 - g_loss: 1.0820 - d_accuracy: 0.6936Epoch 450: D Accuracy = 0.5702 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1859 - g_loss: 1.0873 - d_accuracy: 0.6892 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1851 - g_loss: 1.0785 - d_accuracy: 0.6903Epoch 451: D Accuracy = 0.7544 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1819 - g_loss: 1.0816 - d_accuracy: 0.6926 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1859 - g_loss: 1.0702 - d_accuracy: 0.6871Epoch 452: D Accuracy = 0.7544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1850 - g_loss: 1.0678 - d_accuracy: 0.6895 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1811 - g_loss: 1.0812 - d_accuracy: 0.6927Epoch 453: D Accuracy = 0.6404 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1844 - g_loss: 1.0832 - d_accuracy: 0.6908 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1909 - g_loss: 1.0712 - d_accuracy: 0.6891Epoch 454: D Accuracy = 0.7544 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1881 - g_loss: 1.0720 - d_accuracy: 0.6914 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1814 - g_loss: 1.0948 - d_accuracy: 0.6954Epoch 455: D Accuracy = 0.7632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1792 - g_loss: 1.0938 - d_accuracy: 0.6978 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1796 - g_loss: 1.0768 - d_accuracy: 0.6997Epoch 456: D Accuracy = 0.6491 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1817 - g_loss: 1.0728 - d_accuracy: 0.6979 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1859 - g_loss: 1.0845 - d_accuracy: 0.6872Epoch 457: D Accuracy = 0.6316 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1890 - g_loss: 1.0814 - d_accuracy: 0.6852 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1774 - g_loss: 1.0799 - d_accuracy: 0.6982Epoch 458: D Accuracy = 0.6842 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1784 - g_loss: 1.0778 - d_accuracy: 0.6977 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1851 - g_loss: 1.0762 - d_accuracy: 0.6925Epoch 459: D Accuracy = 0.6579 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1871 - g_loss: 1.0705 - d_accuracy: 0.6912 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1685 - g_loss: 1.0902 - d_accuracy: 0.7084Epoch 460: D Accuracy = 0.7193 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1666 - g_loss: 1.0945 - d_accuracy: 0.7087 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1784 - g_loss: 1.0810 - d_accuracy: 0.6991Epoch 461: D Accuracy = 0.7456 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1767 - g_loss: 1.0801 - d_accuracy: 0.7007 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1765 - g_loss: 1.0897 - d_accuracy: 0.6920Epoch 462: D Accuracy = 0.7456 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1745 - g_loss: 1.0931 - d_accuracy: 0.6939 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1743 - g_loss: 1.0915 - d_accuracy: 0.6979Epoch 463: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1736 - g_loss: 1.0932 - d_accuracy: 0.6968
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1711 - g_loss: 1.0881 - d_accuracy: 0.7002Epoch 464: D Accuracy = 0.8070 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1656 - g_loss: 1.0926 - d_accuracy: 0.7040 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1827 - g_loss: 1.0907 - d_accuracy: 0.6939Epoch 465: D Accuracy = 0.6404 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1836 - g_loss: 1.0938 - d_accuracy: 0.6919 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1949 - g_loss: 1.0730 - d_accuracy: 0.6817Epoch 466: D Accuracy = 0.7456 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1917 - g_loss: 1.0740 - d_accuracy: 0.6840 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1709 - g_loss: 1.0965 - d_accuracy: 0.6969Epoch 467: D Accuracy = 0.6404 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1720 - g_loss: 1.0995 - d_accuracy: 0.6949 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1762 - g_loss: 1.0830 - d_accuracy: 0.6922Epoch 468: D Accuracy = 0.7982 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1745 - g_loss: 1.0765 - d_accuracy: 0.6960 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1832 - g_loss: 1.0839 - d_accuracy: 0.6923Epoch 469: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1848 - g_loss: 1.0800 - d_accuracy: 0.6924 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1713 - g_loss: 1.0843 - d_accuracy: 0.6957Epoch 470: D Accuracy = 0.6754 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1729 - g_loss: 1.0875 - d_accuracy: 0.6950 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1738 - g_loss: 1.0927 - d_accuracy: 0.6912Epoch 471: D Accuracy = 0.6930 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1724 - g_loss: 1.0963 - d_accuracy: 0.6912 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1688 - g_loss: 1.0928 - d_accuracy: 0.7000Epoch 472: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1698 - g_loss: 1.0932 - d_accuracy: 0.6994 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1836 - g_loss: 1.0848 - d_accuracy: 0.6943Epoch 473: D Accuracy = 0.6491 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1846 - g_loss: 1.0834 - d_accuracy: 0.6927 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1728 - g_loss: 1.0962 - d_accuracy: 0.6996Epoch 474: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1745 - g_loss: 1.0946 - d_accuracy: 0.6984 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1634 - g_loss: 1.0991 - d_accuracy: 0.7062Epoch 475: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1637 - g_loss: 1.0939 - d_accuracy: 0.7054 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1754 - g_loss: 1.0867 - d_accuracy: 0.6999Epoch 476: D Accuracy = 0.6930 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1742 - g_loss: 1.0831 - d_accuracy: 0.6996 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1644 - g_loss: 1.1027 - d_accuracy: 0.6989Epoch 477: D Accuracy = 0.6754 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1646 - g_loss: 1.1012 - d_accuracy: 0.6981 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1730 - g_loss: 1.0821 - d_accuracy: 0.7006Epoch 478: D Accuracy = 0.7368 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1738 - g_loss: 1.0759 - d_accuracy: 0.7019 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1838 - g_loss: 1.0944 - d_accuracy: 0.6905Epoch 479: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1811 - g_loss: 1.0987 - d_accuracy: 0.6905 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1645 - g_loss: 1.1034 - d_accuracy: 0.6983Epoch 480: D Accuracy = 0.7105 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1658 - g_loss: 1.0991 - d_accuracy: 0.6988 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1826 - g_loss: 1.0986 - d_accuracy: 0.6865Epoch 481: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1819 - g_loss: 1.1042 - d_accuracy: 0.6877 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1647 - g_loss: 1.0992 - d_accuracy: 0.7013Epoch 482: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1656 - g_loss: 1.0991 - d_accuracy: 0.7001 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1619 - g_loss: 1.1051 - d_accuracy: 0.7026Epoch 483: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1621 - g_loss: 1.1081 - d_accuracy: 0.7014 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1805 - g_loss: 1.0871 - d_accuracy: 0.6923Epoch 484: D Accuracy = 0.7105 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1817 - g_loss: 1.0838 - d_accuracy: 0.6929 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1783 - g_loss: 1.0997 - d_accuracy: 0.6922Epoch 485: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1790 - g_loss: 1.0995 - d_accuracy: 0.6919 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1554 - g_loss: 1.1026 - d_accuracy: 0.7092Epoch 486: D Accuracy = 0.7018 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1557 - g_loss: 1.1032 - d_accuracy: 0.7089 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1741 - g_loss: 1.0910 - d_accuracy: 0.6964Epoch 487: D Accuracy = 0.6316 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1756 - g_loss: 1.0891 - d_accuracy: 0.6941 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1652 - g_loss: 1.1092 - d_accuracy: 0.7089Epoch 488: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1668 - g_loss: 1.1052 - d_accuracy: 0.7086 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1606 - g_loss: 1.1100 - d_accuracy: 0.7040Epoch 489: D Accuracy = 0.8158 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1558 - g_loss: 1.1139 - d_accuracy: 0.7080 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1645 - g_loss: 1.1065 - d_accuracy: 0.6987Epoch 490: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1648 - g_loss: 1.1031 - d_accuracy: 0.6994 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1691 - g_loss: 1.1035 - d_accuracy: 0.6963Epoch 491: D Accuracy = 0.6842 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1688 - g_loss: 1.1043 - d_accuracy: 0.6959 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1624 - g_loss: 1.1128 - d_accuracy: 0.7076Epoch 492: D Accuracy = 0.7018 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1610 - g_loss: 1.1172 - d_accuracy: 0.7074 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1742 - g_loss: 1.0940 - d_accuracy: 0.6909Epoch 493: D Accuracy = 0.6930 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1770 - g_loss: 1.0876 - d_accuracy: 0.6910 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1591 - g_loss: 1.1031 - d_accuracy: 0.7045Epoch 494: D Accuracy = 0.7368 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1587 - g_loss: 1.0985 - d_accuracy: 0.7057 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1699 - g_loss: 1.1209 - d_accuracy: 0.6940Epoch 495: D Accuracy = 0.6140 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1709 - g_loss: 1.1327 - d_accuracy: 0.6912
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1777 - g_loss: 1.0934 - d_accuracy: 0.6961Epoch 496: D Accuracy = 0.7193 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1777 - g_loss: 1.0988 - d_accuracy: 0.6969 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1723 - g_loss: 1.0948 - d_accuracy: 0.6936Epoch 497: D Accuracy = 0.6228 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1750 - g_loss: 1.1009 - d_accuracy: 0.6911 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1731 - g_loss: 1.0995 - d_accuracy: 0.6991Epoch 498: D Accuracy = 0.6754 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1750 - g_loss: 1.0994 - d_accuracy: 0.6982 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1649 - g_loss: 1.1047 - d_accuracy: 0.7020Epoch 499: D Accuracy = 0.7544 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1627 - g_loss: 1.1057 - d_accuracy: 0.7039 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1603 - g_loss: 1.1043 - d_accuracy: 0.7028 Class 5 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.7105 27/27 [==============================] - 1s 40ms/step - d_loss: 1.1598 - g_loss: 1.1047 - d_accuracy: 0.7031 Training DCGAN for class 6... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.3539 - g_loss: 0.8292 - d_accuracy: 0.6031WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0166s vs `on_train_batch_end` time: 0.0175s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.9329 - g_loss: 1.4222 - d_accuracy: 0.8281 Epoch 1: Generator loss improved from inf to 1.9509. Saving weights. Epoch 1: D Accuracy = 0.9100 27/27 [==============================] - 2s 35ms/step - d_loss: 0.9271 - g_loss: 1.4411 - d_accuracy: 0.8310 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8463 - g_loss: 1.7769 - d_accuracy: 0.8774 Epoch 2: Generator loss improved from 1.9509 to 1.7418. Saving weights. Epoch 2: D Accuracy = 0.8650 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8468 - g_loss: 1.7757 - d_accuracy: 0.8769 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6230 - g_loss: 2.3660 - d_accuracy: 0.9412Epoch 3: D Accuracy = 0.9700 27/27 [==============================] - 1s 34ms/step - d_loss: 0.6207 - g_loss: 2.3695 - d_accuracy: 0.9422 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4505 - g_loss: 3.5151 - d_accuracy: 0.9807Epoch 4: D Accuracy = 0.9950 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4493 - g_loss: 3.5148 - d_accuracy: 0.9812 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5212 - g_loss: 3.5556 - d_accuracy: 0.9586 Epoch 5: Generator loss improved from 1.7418 to 1.5769. Saving weights. Epoch 5: D Accuracy = 0.9200 27/27 [==============================] - 1s 36ms/step - d_loss: 0.5308 - g_loss: 3.4850 - d_accuracy: 0.9572 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6815 - g_loss: 2.4319 - d_accuracy: 0.9176Epoch 6: D Accuracy = 0.9550 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6772 - g_loss: 2.4426 - d_accuracy: 0.9189 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5100 - g_loss: 3.3153 - d_accuracy: 0.9655Epoch 7: D Accuracy = 0.9700 27/27 [==============================] - 1s 36ms/step - d_loss: 0.5080 - g_loss: 3.3418 - d_accuracy: 0.9656 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4598 - g_loss: 3.8418 - d_accuracy: 0.9769Epoch 8: D Accuracy = 0.9700 27/27 [==============================] - 1s 37ms/step - d_loss: 0.4612 - g_loss: 3.8681 - d_accuracy: 0.9767 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4366 - g_loss: 4.0998 - d_accuracy: 0.9826Epoch 9: D Accuracy = 0.9900 27/27 [==============================] - 1s 36ms/step - d_loss: 0.4361 - g_loss: 4.0967 - d_accuracy: 0.9828 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4896 - g_loss: 3.4047 - d_accuracy: 0.9728Epoch 10: D Accuracy = 0.9600 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4908 - g_loss: 3.4104 - d_accuracy: 0.9723 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4573 - g_loss: 3.7702 - d_accuracy: 0.9790Epoch 11: D Accuracy = 0.9800 27/27 [==============================] - 1s 34ms/step - d_loss: 0.4584 - g_loss: 3.7542 - d_accuracy: 0.9790 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2557 - g_loss: 1.7826 - d_accuracy: 0.7071 Epoch 12: Generator loss improved from 1.5769 to 1.1975. Saving weights. Epoch 12: D Accuracy = 0.5950 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2642 - g_loss: 1.7617 - d_accuracy: 0.7031 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3775 - g_loss: 1.1261 - d_accuracy: 0.6144 Epoch 13: Generator loss improved from 1.1975 to 1.0161. Saving weights. Epoch 13: D Accuracy = 0.6350 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3752 - g_loss: 1.1222 - d_accuracy: 0.6151 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3630 - g_loss: 1.0484 - d_accuracy: 0.6007 Epoch 14: Generator loss improved from 1.0161 to 0.8856. Saving weights. Epoch 14: D Accuracy = 0.5900 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3624 - g_loss: 1.0426 - d_accuracy: 0.6003 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 1.0322 - d_accuracy: 0.5993Epoch 15: D Accuracy = 0.5250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3437 - g_loss: 1.0311 - d_accuracy: 0.5967 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3440 - g_loss: 0.9868 - d_accuracy: 0.5983Epoch 16: D Accuracy = 0.5600 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3450 - g_loss: 0.9867 - d_accuracy: 0.5969 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.9677 - d_accuracy: 0.5966Epoch 17: D Accuracy = 0.5700 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3371 - g_loss: 0.9656 - d_accuracy: 0.5957 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.9583 - d_accuracy: 0.5964Epoch 18: D Accuracy = 0.5900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3309 - g_loss: 0.9602 - d_accuracy: 0.5961 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.9503 - d_accuracy: 0.5953Epoch 19: D Accuracy = 0.5850 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3264 - g_loss: 0.9514 - d_accuracy: 0.5949 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.9452 - d_accuracy: 0.6049Epoch 20: D Accuracy = 0.6100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.9462 - d_accuracy: 0.6051 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.9339 - d_accuracy: 0.5935Epoch 21: D Accuracy = 0.5600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3325 - g_loss: 0.9354 - d_accuracy: 0.5923 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9443 - d_accuracy: 0.6135Epoch 22: D Accuracy = 0.6200 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3037 - g_loss: 0.9457 - d_accuracy: 0.6138 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3095 - g_loss: 0.9336 - d_accuracy: 0.6084Epoch 23: D Accuracy = 0.6300 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3085 - g_loss: 0.9361 - d_accuracy: 0.6092 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9678 - d_accuracy: 0.6270Epoch 24: D Accuracy = 0.6200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2801 - g_loss: 0.9689 - d_accuracy: 0.6267 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2933 - g_loss: 0.9492 - d_accuracy: 0.6271Epoch 25: D Accuracy = 0.6150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2931 - g_loss: 0.9481 - d_accuracy: 0.6267 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 0.9673 - d_accuracy: 0.6318Epoch 26: D Accuracy = 0.6050 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2735 - g_loss: 0.9677 - d_accuracy: 0.6308 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2763 - g_loss: 0.9720 - d_accuracy: 0.6321Epoch 27: D Accuracy = 0.6650 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2755 - g_loss: 0.9751 - d_accuracy: 0.6333 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9697 - d_accuracy: 0.6284 Epoch 28: Generator loss improved from 0.8856 to 0.8550. Saving weights. Epoch 28: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2786 - g_loss: 0.9656 - d_accuracy: 0.6292 Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9761 - d_accuracy: 0.6265Epoch 29: D Accuracy = 0.6100 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2775 - g_loss: 0.9770 - d_accuracy: 0.6259 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9736 - d_accuracy: 0.6465Epoch 30: D Accuracy = 0.6850 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2679 - g_loss: 0.9698 - d_accuracy: 0.6478 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2610 - g_loss: 0.9890 - d_accuracy: 0.6427Epoch 31: D Accuracy = 0.6650 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2609 - g_loss: 0.9905 - d_accuracy: 0.6435 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2619 - g_loss: 0.9790 - d_accuracy: 0.6496Epoch 32: D Accuracy = 0.6750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2615 - g_loss: 0.9786 - d_accuracy: 0.6505 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9921 - d_accuracy: 0.6524Epoch 33: D Accuracy = 0.6700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2552 - g_loss: 0.9898 - d_accuracy: 0.6530 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2506 - g_loss: 0.9922 - d_accuracy: 0.6546Epoch 34: D Accuracy = 0.5950 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2522 - g_loss: 0.9915 - d_accuracy: 0.6524 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2659 - g_loss: 0.9818 - d_accuracy: 0.6449Epoch 35: D Accuracy = 0.6900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2648 - g_loss: 0.9783 - d_accuracy: 0.6465 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2559 - g_loss: 0.9954 - d_accuracy: 0.6500Epoch 36: D Accuracy = 0.6750 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2544 - g_loss: 0.9953 - d_accuracy: 0.6509 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2663 - g_loss: 0.9975 - d_accuracy: 0.6333Epoch 37: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2675 - g_loss: 0.9976 - d_accuracy: 0.6321 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9872 - d_accuracy: 0.6403Epoch 38: D Accuracy = 0.6550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2666 - g_loss: 0.9858 - d_accuracy: 0.6408 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2654 - g_loss: 0.9850 - d_accuracy: 0.6413Epoch 39: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2665 - g_loss: 0.9846 - d_accuracy: 0.6398 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2844 - g_loss: 0.9713 - d_accuracy: 0.6273Epoch 40: D Accuracy = 0.6200 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2843 - g_loss: 0.9689 - d_accuracy: 0.6270 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9805 - d_accuracy: 0.6379Epoch 41: D Accuracy = 0.6600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2705 - g_loss: 0.9800 - d_accuracy: 0.6387 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9699 - d_accuracy: 0.6243Epoch 42: D Accuracy = 0.6300 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2867 - g_loss: 0.9707 - d_accuracy: 0.6245 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9693 - d_accuracy: 0.6233Epoch 43: D Accuracy = 0.6250 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2811 - g_loss: 0.9690 - d_accuracy: 0.6233 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9664 - d_accuracy: 0.6175Epoch 44: D Accuracy = 0.6100 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2876 - g_loss: 0.9708 - d_accuracy: 0.6172 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2937 - g_loss: 0.9555 - d_accuracy: 0.6185Epoch 45: D Accuracy = 0.5950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2946 - g_loss: 0.9554 - d_accuracy: 0.6177 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2955 - g_loss: 0.9492 - d_accuracy: 0.6164Epoch 46: D Accuracy = 0.6650 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2919 - g_loss: 0.9547 - d_accuracy: 0.6181 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2973 - g_loss: 0.9521 - d_accuracy: 0.6095Epoch 47: D Accuracy = 0.5750 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2989 - g_loss: 0.9527 - d_accuracy: 0.6083 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2862 - g_loss: 0.9595 - d_accuracy: 0.6270Epoch 48: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2862 - g_loss: 0.9606 - d_accuracy: 0.6260 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3041 - g_loss: 0.9568 - d_accuracy: 0.6013Epoch 49: D Accuracy = 0.5700 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3042 - g_loss: 0.9614 - d_accuracy: 0.6001 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9541 - d_accuracy: 0.6186Epoch 50: D Accuracy = 0.5850 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2884 - g_loss: 0.9540 - d_accuracy: 0.6174 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9670 - d_accuracy: 0.6189Epoch 51: D Accuracy = 0.6900 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2771 - g_loss: 0.9693 - d_accuracy: 0.6214 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9681 - d_accuracy: 0.6219Epoch 52: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2816 - g_loss: 0.9656 - d_accuracy: 0.6211 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9664 - d_accuracy: 0.6175 Epoch 53: Generator loss improved from 0.8550 to 0.8225. Saving weights. Epoch 53: D Accuracy = 0.5750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2899 - g_loss: 0.9613 - d_accuracy: 0.6160 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9648 - d_accuracy: 0.6142Epoch 54: D Accuracy = 0.6300 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2854 - g_loss: 0.9681 - d_accuracy: 0.6148 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9611 - d_accuracy: 0.6181Epoch 55: D Accuracy = 0.6450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2832 - g_loss: 0.9606 - d_accuracy: 0.6190 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9670 - d_accuracy: 0.6148Epoch 56: D Accuracy = 0.5600 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2882 - g_loss: 0.9687 - d_accuracy: 0.6128 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3001 - g_loss: 0.9481 - d_accuracy: 0.6082Epoch 57: D Accuracy = 0.5850 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2992 - g_loss: 0.9510 - d_accuracy: 0.6074 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2899 - g_loss: 0.9548 - d_accuracy: 0.6212Epoch 58: D Accuracy = 0.5700 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2916 - g_loss: 0.9518 - d_accuracy: 0.6194 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3006 - g_loss: 0.9529 - d_accuracy: 0.6069Epoch 59: D Accuracy = 0.5650 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3020 - g_loss: 0.9539 - d_accuracy: 0.6054 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2950 - g_loss: 0.9447 - d_accuracy: 0.6082Epoch 60: D Accuracy = 0.6100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2956 - g_loss: 0.9406 - d_accuracy: 0.6083
Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2987 - g_loss: 0.9471 - d_accuracy: 0.5981Epoch 61: D Accuracy = 0.5900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9501 - d_accuracy: 0.5978 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3032 - g_loss: 0.9389 - d_accuracy: 0.5997Epoch 62: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3034 - g_loss: 0.9380 - d_accuracy: 0.5988 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3038 - g_loss: 0.9451 - d_accuracy: 0.6027Epoch 63: D Accuracy = 0.5850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3038 - g_loss: 0.9481 - d_accuracy: 0.6021 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.9326 - d_accuracy: 0.5959Epoch 64: D Accuracy = 0.5750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3069 - g_loss: 0.9308 - d_accuracy: 0.5952 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3087 - g_loss: 0.9309 - d_accuracy: 0.5996Epoch 65: D Accuracy = 0.6200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3082 - g_loss: 0.9328 - d_accuracy: 0.6004 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9307 - d_accuracy: 0.5986Epoch 66: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3049 - g_loss: 0.9317 - d_accuracy: 0.6004 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3088 - g_loss: 0.9394 - d_accuracy: 0.6020Epoch 67: D Accuracy = 0.6850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3063 - g_loss: 0.9412 - d_accuracy: 0.6050 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3130 - g_loss: 0.9306 - d_accuracy: 0.5916Epoch 68: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3113 - g_loss: 0.9295 - d_accuracy: 0.5937 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.9349 - d_accuracy: 0.5947Epoch 69: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3094 - g_loss: 0.9337 - d_accuracy: 0.5949 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3117 - g_loss: 0.9304 - d_accuracy: 0.5898Epoch 70: D Accuracy = 0.5900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3109 - g_loss: 0.9331 - d_accuracy: 0.5899 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.9248 - d_accuracy: 0.5898Epoch 71: D Accuracy = 0.5650 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3141 - g_loss: 0.9256 - d_accuracy: 0.5889 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3185 - g_loss: 0.9207 - d_accuracy: 0.5901Epoch 72: D Accuracy = 0.6150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3185 - g_loss: 0.9194 - d_accuracy: 0.5909 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.9229 - d_accuracy: 0.5880Epoch 73: D Accuracy = 0.5550 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3220 - g_loss: 0.9208 - d_accuracy: 0.5868 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3201 - g_loss: 0.9240 - d_accuracy: 0.5947Epoch 74: D Accuracy = 0.5650 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3215 - g_loss: 0.9229 - d_accuracy: 0.5936 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.9205 - d_accuracy: 0.5819Epoch 75: D Accuracy = 0.5200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3247 - g_loss: 0.9203 - d_accuracy: 0.5797 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.9133 - d_accuracy: 0.5858Epoch 76: D Accuracy = 0.6450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3184 - g_loss: 0.9163 - d_accuracy: 0.5879 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.9097 - d_accuracy: 0.5851Epoch 77: D Accuracy = 0.5250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3305 - g_loss: 0.9091 - d_accuracy: 0.5830 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.9093 - d_accuracy: 0.5904Epoch 78: D Accuracy = 0.5650 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3273 - g_loss: 0.9129 - d_accuracy: 0.5895 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.9112 - d_accuracy: 0.5856Epoch 79: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3171 - g_loss: 0.9103 - d_accuracy: 0.5861 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3146 - g_loss: 0.9178 - d_accuracy: 0.5969Epoch 80: D Accuracy = 0.5700 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3154 - g_loss: 0.9177 - d_accuracy: 0.5960 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.9158 - d_accuracy: 0.5914Epoch 81: D Accuracy = 0.5850 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3180 - g_loss: 0.9160 - d_accuracy: 0.5912 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3230 - g_loss: 0.9149 - d_accuracy: 0.5885Epoch 82: D Accuracy = 0.6050 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3230 - g_loss: 0.9125 - d_accuracy: 0.5891 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.9143 - d_accuracy: 0.5872Epoch 83: D Accuracy = 0.6350 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3176 - g_loss: 0.9139 - d_accuracy: 0.5889 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3195 - g_loss: 0.9118 - d_accuracy: 0.5843Epoch 84: D Accuracy = 0.5650 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3205 - g_loss: 0.9111 - d_accuracy: 0.5836 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.9070 - d_accuracy: 0.5879Epoch 85: D Accuracy = 0.6050 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3161 - g_loss: 0.9071 - d_accuracy: 0.5886 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.9023 - d_accuracy: 0.5750Epoch 86: D Accuracy = 0.5200 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3330 - g_loss: 0.9032 - d_accuracy: 0.5730 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3257 - g_loss: 0.9037 - d_accuracy: 0.5864Epoch 87: D Accuracy = 0.5950 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3255 - g_loss: 0.9034 - d_accuracy: 0.5867 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.9014 - d_accuracy: 0.5775Epoch 88: D Accuracy = 0.5800 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3269 - g_loss: 0.9021 - d_accuracy: 0.5776 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.9076 - d_accuracy: 0.5746Epoch 89: D Accuracy = 0.5800 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3213 - g_loss: 0.9109 - d_accuracy: 0.5748 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.9017 - d_accuracy: 0.5763Epoch 90: D Accuracy = 0.6100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3233 - g_loss: 0.9025 - d_accuracy: 0.5775 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3295 - g_loss: 0.8994 - d_accuracy: 0.5799Epoch 91: D Accuracy = 0.5250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3298 - g_loss: 0.8998 - d_accuracy: 0.5780 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3298 - g_loss: 0.8971 - d_accuracy: 0.5745Epoch 92: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3288 - g_loss: 0.8961 - d_accuracy: 0.5754 Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3295 - g_loss: 0.9010 - d_accuracy: 0.5782Epoch 93: D Accuracy = 0.5950 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3291 - g_loss: 0.9031 - d_accuracy: 0.5788 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8986 - d_accuracy: 0.5770Epoch 94: D Accuracy = 0.6050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3275 - g_loss: 0.8964 - d_accuracy: 0.5780 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.9111 - d_accuracy: 0.5818Epoch 95: D Accuracy = 0.5950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3250 - g_loss: 0.9123 - d_accuracy: 0.5823 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.9017 - d_accuracy: 0.5754Epoch 96: D Accuracy = 0.5200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3203 - g_loss: 0.9026 - d_accuracy: 0.5734 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3413 - g_loss: 0.8892 - d_accuracy: 0.5615Epoch 97: D Accuracy = 0.5700 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3432 - g_loss: 0.8886 - d_accuracy: 0.5618 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.8974 - d_accuracy: 0.5785Epoch 98: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3269 - g_loss: 0.8971 - d_accuracy: 0.5782 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3265 - g_loss: 0.8994 - d_accuracy: 0.5744Epoch 99: D Accuracy = 0.5350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3276 - g_loss: 0.8984 - d_accuracy: 0.5730 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3431 - g_loss: 0.8816 - d_accuracy: 0.5635 Class 6 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.5700 27/27 [==============================] - 1s 41ms/step - d_loss: 1.3439 - g_loss: 0.8796 - d_accuracy: 0.5637 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3234 - g_loss: 0.8948 - d_accuracy: 0.5823Epoch 101: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3232 - g_loss: 0.8945 - d_accuracy: 0.5819 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3341 - g_loss: 0.8859 - d_accuracy: 0.5692 Epoch 102: Generator loss improved from 0.8225 to 0.8175. Saving weights. Epoch 102: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3339 - g_loss: 0.8834 - d_accuracy: 0.5703 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.9011 - d_accuracy: 0.5744Epoch 103: D Accuracy = 0.6300 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3254 - g_loss: 0.9023 - d_accuracy: 0.5764 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3335 - g_loss: 0.8924 - d_accuracy: 0.5688Epoch 104: D Accuracy = 0.5450 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3344 - g_loss: 0.8902 - d_accuracy: 0.5679 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8822 - d_accuracy: 0.5637Epoch 105: D Accuracy = 0.5600 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3411 - g_loss: 0.8810 - d_accuracy: 0.5636 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8920 - d_accuracy: 0.5672Epoch 106: D Accuracy = 0.5250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3357 - g_loss: 0.8922 - d_accuracy: 0.5657 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8828 - d_accuracy: 0.5596Epoch 107: D Accuracy = 0.5400 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3415 - g_loss: 0.8839 - d_accuracy: 0.5589 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3290 - g_loss: 0.8964 - d_accuracy: 0.5694Epoch 108: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3289 - g_loss: 0.8991 - d_accuracy: 0.5695 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3384 - g_loss: 0.8846 - d_accuracy: 0.5593Epoch 109: D Accuracy = 0.5700 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3382 - g_loss: 0.8855 - d_accuracy: 0.5597 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8930 - d_accuracy: 0.5754Epoch 110: D Accuracy = 0.5050 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3307 - g_loss: 0.8920 - d_accuracy: 0.5729 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3367 - g_loss: 0.8844 - d_accuracy: 0.5677Epoch 111: D Accuracy = 0.5650 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3358 - g_loss: 0.8880 - d_accuracy: 0.5676 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3328 - g_loss: 0.8850 - d_accuracy: 0.5712Epoch 112: D Accuracy = 0.6150 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3322 - g_loss: 0.8828 - d_accuracy: 0.5728 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8885 - d_accuracy: 0.5679Epoch 113: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3356 - g_loss: 0.8897 - d_accuracy: 0.5674 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8828 - d_accuracy: 0.5654Epoch 114: D Accuracy = 0.5700 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3365 - g_loss: 0.8822 - d_accuracy: 0.5655 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8876 - d_accuracy: 0.5668Epoch 115: D Accuracy = 0.5450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3348 - g_loss: 0.8866 - d_accuracy: 0.5660 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3377 - g_loss: 0.8812 - d_accuracy: 0.5625Epoch 116: D Accuracy = 0.5300 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3377 - g_loss: 0.8820 - d_accuracy: 0.5613 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8835 - d_accuracy: 0.5638Epoch 117: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3351 - g_loss: 0.8838 - d_accuracy: 0.5660 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8823 - d_accuracy: 0.5577Epoch 118: D Accuracy = 0.5150 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3407 - g_loss: 0.8828 - d_accuracy: 0.5562 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3323 - g_loss: 0.8830 - d_accuracy: 0.5697Epoch 119: D Accuracy = 0.5650 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3322 - g_loss: 0.8841 - d_accuracy: 0.5695 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3436 - g_loss: 0.8736 - d_accuracy: 0.5552 Epoch 120: Generator loss improved from 0.8175 to 0.8126. Saving weights. Epoch 120: D Accuracy = 0.5050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3455 - g_loss: 0.8714 - d_accuracy: 0.5534 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8824 - d_accuracy: 0.5630Epoch 121: D Accuracy = 0.5850 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3337 - g_loss: 0.8827 - d_accuracy: 0.5638 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3327 - g_loss: 0.8893 - d_accuracy: 0.5709Epoch 122: D Accuracy = 0.5600 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3329 - g_loss: 0.8939 - d_accuracy: 0.5706 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3285 - g_loss: 0.8786 - d_accuracy: 0.5738Epoch 123: D Accuracy = 0.5950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3279 - g_loss: 0.8771 - d_accuracy: 0.5746 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3305 - g_loss: 0.8916 - d_accuracy: 0.5642Epoch 124: D Accuracy = 0.5500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3308 - g_loss: 0.8908 - d_accuracy: 0.5637 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3438 - g_loss: 0.8807 - d_accuracy: 0.5634Epoch 125: D Accuracy = 0.5750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3426 - g_loss: 0.8823 - d_accuracy: 0.5638 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8843 - d_accuracy: 0.5779Epoch 126: D Accuracy = 0.6650 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3267 - g_loss: 0.8843 - d_accuracy: 0.5810 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8835 - d_accuracy: 0.5734Epoch 127: D Accuracy = 0.5600 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3287 - g_loss: 0.8820 - d_accuracy: 0.5729 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3362 - g_loss: 0.8836 - d_accuracy: 0.5645Epoch 128: D Accuracy = 0.5900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3350 - g_loss: 0.8844 - d_accuracy: 0.5654 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3341 - g_loss: 0.8842 - d_accuracy: 0.5708Epoch 129: D Accuracy = 0.6100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3325 - g_loss: 0.8844 - d_accuracy: 0.5722 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3323 - g_loss: 0.8848 - d_accuracy: 0.5660Epoch 130: D Accuracy = 0.5600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3332 - g_loss: 0.8833 - d_accuracy: 0.5658 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3416 - g_loss: 0.8784 - d_accuracy: 0.5599Epoch 131: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3414 - g_loss: 0.8801 - d_accuracy: 0.5602
Epoch 132/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8795 - d_accuracy: 0.5616Epoch 132: D Accuracy = 0.5550 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3361 - g_loss: 0.8797 - d_accuracy: 0.5614 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8864 - d_accuracy: 0.5701Epoch 133: D Accuracy = 0.6200 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3316 - g_loss: 0.8891 - d_accuracy: 0.5719 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3316 - g_loss: 0.8874 - d_accuracy: 0.5732Epoch 134: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3309 - g_loss: 0.8876 - d_accuracy: 0.5723 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3359 - g_loss: 0.8876 - d_accuracy: 0.5637Epoch 135: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3368 - g_loss: 0.8875 - d_accuracy: 0.5614 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3414 - g_loss: 0.8788 - d_accuracy: 0.5640Epoch 136: D Accuracy = 0.5600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3415 - g_loss: 0.8776 - d_accuracy: 0.5639 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3372 - g_loss: 0.8850 - d_accuracy: 0.5647Epoch 137: D Accuracy = 0.5350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3379 - g_loss: 0.8855 - d_accuracy: 0.5636 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3462 - g_loss: 0.8741 - d_accuracy: 0.5573Epoch 138: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3464 - g_loss: 0.8760 - d_accuracy: 0.5572 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3353 - g_loss: 0.8766 - d_accuracy: 0.5637Epoch 139: D Accuracy = 0.5600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3372 - g_loss: 0.8754 - d_accuracy: 0.5636 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3307 - g_loss: 0.8850 - d_accuracy: 0.5697 Epoch 140: Generator loss improved from 0.8126 to 0.7852. Saving weights. Epoch 140: D Accuracy = 0.5350 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3314 - g_loss: 0.8814 - d_accuracy: 0.5685 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3316 - g_loss: 0.8896 - d_accuracy: 0.5585Epoch 141: D Accuracy = 0.5800 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3312 - g_loss: 0.8898 - d_accuracy: 0.5593 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8898 - d_accuracy: 0.5644Epoch 142: D Accuracy = 0.6050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3295 - g_loss: 0.8910 - d_accuracy: 0.5658 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3338 - g_loss: 0.8814 - d_accuracy: 0.5668Epoch 143: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3351 - g_loss: 0.8811 - d_accuracy: 0.5645 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8814 - d_accuracy: 0.5689Epoch 144: D Accuracy = 0.6150 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3318 - g_loss: 0.8821 - d_accuracy: 0.5706 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8914 - d_accuracy: 0.5801Epoch 145: D Accuracy = 0.5800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3235 - g_loss: 0.8910 - d_accuracy: 0.5801 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8784 - d_accuracy: 0.5684Epoch 146: D Accuracy = 0.5450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3402 - g_loss: 0.8784 - d_accuracy: 0.5675 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.8819 - d_accuracy: 0.5620Epoch 147: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3329 - g_loss: 0.8818 - d_accuracy: 0.5624 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8880 - d_accuracy: 0.5733Epoch 148: D Accuracy = 0.5950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3277 - g_loss: 0.8908 - d_accuracy: 0.5740 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3462 - g_loss: 0.8689 - d_accuracy: 0.5563Epoch 149: D Accuracy = 0.5800 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3459 - g_loss: 0.8698 - d_accuracy: 0.5572 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3298 - g_loss: 0.8863 - d_accuracy: 0.5682Epoch 150: D Accuracy = 0.5800 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3281 - g_loss: 0.8898 - d_accuracy: 0.5686 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3370 - g_loss: 0.8832 - d_accuracy: 0.5659Epoch 151: D Accuracy = 0.5150 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3386 - g_loss: 0.8827 - d_accuracy: 0.5641 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.8796 - d_accuracy: 0.5638Epoch 152: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3353 - g_loss: 0.8781 - d_accuracy: 0.5640 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3398 - g_loss: 0.8823 - d_accuracy: 0.5609Epoch 153: D Accuracy = 0.5200 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3410 - g_loss: 0.8856 - d_accuracy: 0.5595 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8818 - d_accuracy: 0.5662Epoch 154: D Accuracy = 0.5800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3313 - g_loss: 0.8797 - d_accuracy: 0.5667 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3328 - g_loss: 0.8830 - d_accuracy: 0.5671Epoch 155: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8815 - d_accuracy: 0.5672 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.8828 - d_accuracy: 0.5725Epoch 156: D Accuracy = 0.6050 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3308 - g_loss: 0.8800 - d_accuracy: 0.5736 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8830 - d_accuracy: 0.5549Epoch 157: D Accuracy = 0.5400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3352 - g_loss: 0.8831 - d_accuracy: 0.5543 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8829 - d_accuracy: 0.5636Epoch 158: D Accuracy = 0.5300 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3365 - g_loss: 0.8817 - d_accuracy: 0.5624 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3348 - g_loss: 0.8809 - d_accuracy: 0.5627Epoch 159: D Accuracy = 0.5950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3332 - g_loss: 0.8852 - d_accuracy: 0.5638 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8794 - d_accuracy: 0.5612Epoch 160: D Accuracy = 0.6050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3299 - g_loss: 0.8782 - d_accuracy: 0.5627 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3367 - g_loss: 0.8778 - d_accuracy: 0.5588Epoch 161: D Accuracy = 0.5800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3355 - g_loss: 0.8796 - d_accuracy: 0.5596 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8815 - d_accuracy: 0.5656Epoch 162: D Accuracy = 0.5600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3269 - g_loss: 0.8820 - d_accuracy: 0.5654 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3269 - g_loss: 0.8890 - d_accuracy: 0.5745Epoch 163: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3256 - g_loss: 0.8897 - d_accuracy: 0.5763
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3247 - g_loss: 0.8862 - d_accuracy: 0.5731 Epoch 164: Generator loss improved from 0.7852 to 0.7843. Saving weights. Epoch 164: D Accuracy = 0.5600 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3256 - g_loss: 0.8826 - d_accuracy: 0.5726 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3329 - g_loss: 0.8886 - d_accuracy: 0.5647Epoch 165: D Accuracy = 0.6100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3317 - g_loss: 0.8889 - d_accuracy: 0.5663 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8740 - d_accuracy: 0.5559Epoch 166: D Accuracy = 0.5400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3457 - g_loss: 0.8749 - d_accuracy: 0.5553 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8754 - d_accuracy: 0.5625Epoch 167: D Accuracy = 0.5150 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3382 - g_loss: 0.8754 - d_accuracy: 0.5608 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.8890 - d_accuracy: 0.5717Epoch 168: D Accuracy = 0.5300 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3274 - g_loss: 0.8867 - d_accuracy: 0.5702 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3281 - g_loss: 0.8867 - d_accuracy: 0.5647Epoch 169: D Accuracy = 0.5800 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3271 - g_loss: 0.8870 - d_accuracy: 0.5653 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.8832 - d_accuracy: 0.5612Epoch 170: D Accuracy = 0.5950 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3342 - g_loss: 0.8860 - d_accuracy: 0.5624 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8812 - d_accuracy: 0.5611Epoch 171: D Accuracy = 0.5450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3316 - g_loss: 0.8806 - d_accuracy: 0.5606 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3292 - g_loss: 0.8857 - d_accuracy: 0.5702Epoch 172: D Accuracy = 0.5800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3282 - g_loss: 0.8861 - d_accuracy: 0.5706 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8793 - d_accuracy: 0.5639Epoch 173: D Accuracy = 0.5250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3423 - g_loss: 0.8790 - d_accuracy: 0.5625 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8930 - d_accuracy: 0.5763Epoch 174: D Accuracy = 0.5550 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3260 - g_loss: 0.8925 - d_accuracy: 0.5755 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3292 - g_loss: 0.8851 - d_accuracy: 0.5663Epoch 175: D Accuracy = 0.5600 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3295 - g_loss: 0.8839 - d_accuracy: 0.5661 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8879 - d_accuracy: 0.5775Epoch 176: D Accuracy = 0.5000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3284 - g_loss: 0.8855 - d_accuracy: 0.5748 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8826 - d_accuracy: 0.5682Epoch 177: D Accuracy = 0.5250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3333 - g_loss: 0.8810 - d_accuracy: 0.5667 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3294 - g_loss: 0.8880 - d_accuracy: 0.5630Epoch 178: D Accuracy = 0.5800 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3300 - g_loss: 0.8875 - d_accuracy: 0.5636 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8871 - d_accuracy: 0.5671Epoch 179: D Accuracy = 0.5650 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3288 - g_loss: 0.8860 - d_accuracy: 0.5670 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3245 - g_loss: 0.8884 - d_accuracy: 0.5799Epoch 180: D Accuracy = 0.6600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3229 - g_loss: 0.8872 - d_accuracy: 0.5827 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8897 - d_accuracy: 0.5629Epoch 181: D Accuracy = 0.5850 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3270 - g_loss: 0.8924 - d_accuracy: 0.5637 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8858 - d_accuracy: 0.5713Epoch 182: D Accuracy = 0.5350 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3265 - g_loss: 0.8872 - d_accuracy: 0.5700 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8854 - d_accuracy: 0.5731Epoch 183: D Accuracy = 0.5750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3279 - g_loss: 0.8875 - d_accuracy: 0.5732 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3268 - g_loss: 0.8861 - d_accuracy: 0.5760 Epoch 184: Generator loss improved from 0.7843 to 0.7654. Saving weights. Epoch 184: D Accuracy = 0.5900 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3265 - g_loss: 0.8818 - d_accuracy: 0.5765 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8884 - d_accuracy: 0.5643Epoch 185: D Accuracy = 0.5800 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3346 - g_loss: 0.8863 - d_accuracy: 0.5649 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3190 - g_loss: 0.8946 - d_accuracy: 0.5819Epoch 186: D Accuracy = 0.6300 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3182 - g_loss: 0.8938 - d_accuracy: 0.5836 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3233 - g_loss: 0.8963 - d_accuracy: 0.5757Epoch 187: D Accuracy = 0.5800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3230 - g_loss: 0.8974 - d_accuracy: 0.5759 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3339 - g_loss: 0.8820 - d_accuracy: 0.5689Epoch 188: D Accuracy = 0.5800 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3329 - g_loss: 0.8830 - d_accuracy: 0.5693 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3273 - g_loss: 0.8859 - d_accuracy: 0.5726Epoch 189: D Accuracy = 0.5700 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3281 - g_loss: 0.8844 - d_accuracy: 0.5725 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8840 - d_accuracy: 0.5637Epoch 190: D Accuracy = 0.5100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3382 - g_loss: 0.8823 - d_accuracy: 0.5618 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.8888 - d_accuracy: 0.5770Epoch 191: D Accuracy = 0.5800 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3243 - g_loss: 0.8923 - d_accuracy: 0.5771 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3247 - g_loss: 0.8911 - d_accuracy: 0.5681Epoch 192: D Accuracy = 0.6150 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3235 - g_loss: 0.8939 - d_accuracy: 0.5697 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3200 - g_loss: 0.8966 - d_accuracy: 0.5827Epoch 193: D Accuracy = 0.6150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3187 - g_loss: 0.8982 - d_accuracy: 0.5838 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8879 - d_accuracy: 0.5698Epoch 194: D Accuracy = 0.5650 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3320 - g_loss: 0.8845 - d_accuracy: 0.5697 Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.8881 - d_accuracy: 0.5678Epoch 195: D Accuracy = 0.5800 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3292 - g_loss: 0.8867 - d_accuracy: 0.5682 Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.8868 - d_accuracy: 0.5697Epoch 196: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3310 - g_loss: 0.8858 - d_accuracy: 0.5717 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8852 - d_accuracy: 0.5677Epoch 197: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3284 - g_loss: 0.8846 - d_accuracy: 0.5680 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8935 - d_accuracy: 0.5742Epoch 198: D Accuracy = 0.5350 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3249 - g_loss: 0.8952 - d_accuracy: 0.5728 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8872 - d_accuracy: 0.5665Epoch 199: D Accuracy = 0.5800 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3301 - g_loss: 0.8854 - d_accuracy: 0.5670 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8838 - d_accuracy: 0.5743 Class 6 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.5050 27/27 [==============================] - 1s 41ms/step - d_loss: 1.3275 - g_loss: 0.8819 - d_accuracy: 0.5718 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8928 - d_accuracy: 0.5803Epoch 201: D Accuracy = 0.5900 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3226 - g_loss: 0.8923 - d_accuracy: 0.5806 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3263 - g_loss: 0.8913 - d_accuracy: 0.5703Epoch 202: D Accuracy = 0.5700 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3282 - g_loss: 0.8889 - d_accuracy: 0.5703 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3262 - g_loss: 0.8911 - d_accuracy: 0.5690Epoch 203: D Accuracy = 0.5750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3265 - g_loss: 0.8903 - d_accuracy: 0.5693 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3258 - g_loss: 0.8855 - d_accuracy: 0.5724Epoch 204: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3263 - g_loss: 0.8827 - d_accuracy: 0.5725 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8872 - d_accuracy: 0.5634Epoch 205: D Accuracy = 0.5600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3318 - g_loss: 0.8866 - d_accuracy: 0.5633 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8971 - d_accuracy: 0.5833Epoch 206: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3177 - g_loss: 0.8978 - d_accuracy: 0.5828 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8850 - d_accuracy: 0.5671Epoch 207: D Accuracy = 0.5700 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3287 - g_loss: 0.8829 - d_accuracy: 0.5672 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3196 - g_loss: 0.8995 - d_accuracy: 0.5792Epoch 208: D Accuracy = 0.5050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3204 - g_loss: 0.9005 - d_accuracy: 0.5765 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3280 - g_loss: 0.8883 - d_accuracy: 0.5726Epoch 209: D Accuracy = 0.6200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3265 - g_loss: 0.8898 - d_accuracy: 0.5743 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.8905 - d_accuracy: 0.5751Epoch 210: D Accuracy = 0.5900 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3217 - g_loss: 0.8898 - d_accuracy: 0.5756 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8932 - d_accuracy: 0.5721Epoch 211: D Accuracy = 0.6350 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3274 - g_loss: 0.8952 - d_accuracy: 0.5744 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8974 - d_accuracy: 0.5701Epoch 212: D Accuracy = 0.5300 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3220 - g_loss: 0.8970 - d_accuracy: 0.5687 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8808 - d_accuracy: 0.5658Epoch 213: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8803 - d_accuracy: 0.5655 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3142 - g_loss: 0.9035 - d_accuracy: 0.5862Epoch 214: D Accuracy = 0.6050 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3132 - g_loss: 0.9065 - d_accuracy: 0.5869 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.8851 - d_accuracy: 0.5757Epoch 215: D Accuracy = 0.6100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3267 - g_loss: 0.8836 - d_accuracy: 0.5769 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.8942 - d_accuracy: 0.5791Epoch 216: D Accuracy = 0.6050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3187 - g_loss: 0.8940 - d_accuracy: 0.5800 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3231 - g_loss: 0.8990 - d_accuracy: 0.5747Epoch 217: D Accuracy = 0.5400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3248 - g_loss: 0.8972 - d_accuracy: 0.5734 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.8945 - d_accuracy: 0.5871Epoch 218: D Accuracy = 0.5400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3161 - g_loss: 0.8936 - d_accuracy: 0.5854 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.9005 - d_accuracy: 0.5908Epoch 219: D Accuracy = 0.5800 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3135 - g_loss: 0.8986 - d_accuracy: 0.5904 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9024 - d_accuracy: 0.5832Epoch 220: D Accuracy = 0.5200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3170 - g_loss: 0.8985 - d_accuracy: 0.5809 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3240 - g_loss: 0.8996 - d_accuracy: 0.5750Epoch 221: D Accuracy = 0.5400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3247 - g_loss: 0.9017 - d_accuracy: 0.5737 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3145 - g_loss: 0.8975 - d_accuracy: 0.5834Epoch 222: D Accuracy = 0.5600 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3152 - g_loss: 0.8982 - d_accuracy: 0.5826 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3226 - g_loss: 0.9001 - d_accuracy: 0.5827Epoch 223: D Accuracy = 0.5950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3233 - g_loss: 0.8992 - d_accuracy: 0.5831 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.8954 - d_accuracy: 0.5778Epoch 224: D Accuracy = 0.5150 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3252 - g_loss: 0.8933 - d_accuracy: 0.5756 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3200 - g_loss: 0.8997 - d_accuracy: 0.5831Epoch 225: D Accuracy = 0.5650 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3207 - g_loss: 0.8964 - d_accuracy: 0.5825 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.8944 - d_accuracy: 0.5722Epoch 226: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3254 - g_loss: 0.8959 - d_accuracy: 0.5714 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.8930 - d_accuracy: 0.5854Epoch 227: D Accuracy = 0.6100 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3209 - g_loss: 0.8909 - d_accuracy: 0.5863 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3223 - g_loss: 0.8950 - d_accuracy: 0.5729Epoch 228: D Accuracy = 0.5650 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3233 - g_loss: 0.8927 - d_accuracy: 0.5726 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.8993 - d_accuracy: 0.5866Epoch 229: D Accuracy = 0.6150 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3155 - g_loss: 0.8966 - d_accuracy: 0.5876 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8976 - d_accuracy: 0.5751Epoch 230: D Accuracy = 0.5500 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3223 - g_loss: 0.8948 - d_accuracy: 0.5742 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8957 - d_accuracy: 0.5684Epoch 231: D Accuracy = 0.5800 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3241 - g_loss: 0.8934 - d_accuracy: 0.5688 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3122 - g_loss: 0.9073 - d_accuracy: 0.5853Epoch 232: D Accuracy = 0.5650 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3140 - g_loss: 0.9058 - d_accuracy: 0.5846 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3284 - g_loss: 0.8963 - d_accuracy: 0.5670Epoch 233: D Accuracy = 0.5500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3286 - g_loss: 0.8982 - d_accuracy: 0.5664 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8950 - d_accuracy: 0.5683Epoch 234: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3273 - g_loss: 0.8941 - d_accuracy: 0.5678 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3199 - g_loss: 0.8982 - d_accuracy: 0.5758Epoch 235: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3206 - g_loss: 0.8959 - d_accuracy: 0.5749 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.9023 - d_accuracy: 0.5778Epoch 236: D Accuracy = 0.5900 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3172 - g_loss: 0.9031 - d_accuracy: 0.5783 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3251 - g_loss: 0.8953 - d_accuracy: 0.5718Epoch 237: D Accuracy = 0.5450 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3255 - g_loss: 0.8958 - d_accuracy: 0.5709 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8946 - d_accuracy: 0.5726Epoch 238: D Accuracy = 0.4950 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3275 - g_loss: 0.8942 - d_accuracy: 0.5698 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3143 - g_loss: 0.8983 - d_accuracy: 0.5816Epoch 239: D Accuracy = 0.6550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3127 - g_loss: 0.8992 - d_accuracy: 0.5842 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8899 - d_accuracy: 0.5745Epoch 240: D Accuracy = 0.6550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3208 - g_loss: 0.8905 - d_accuracy: 0.5773 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8905 - d_accuracy: 0.5643Epoch 241: D Accuracy = 0.6100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3271 - g_loss: 0.8892 - d_accuracy: 0.5659 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3199 - g_loss: 0.8955 - d_accuracy: 0.5750Epoch 242: D Accuracy = 0.5450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3217 - g_loss: 0.8914 - d_accuracy: 0.5739 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3138 - g_loss: 0.9069 - d_accuracy: 0.5797Epoch 243: D Accuracy = 0.5550 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3130 - g_loss: 0.9108 - d_accuracy: 0.5788 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3200 - g_loss: 0.8975 - d_accuracy: 0.5711Epoch 244: D Accuracy = 0.5200 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3220 - g_loss: 0.8977 - d_accuracy: 0.5692 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3192 - g_loss: 0.8945 - d_accuracy: 0.5729Epoch 245: D Accuracy = 0.5650 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3190 - g_loss: 0.8933 - d_accuracy: 0.5726 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.8937 - d_accuracy: 0.5823Epoch 246: D Accuracy = 0.6050 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3227 - g_loss: 0.8942 - d_accuracy: 0.5831 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.9005 - d_accuracy: 0.5756Epoch 247: D Accuracy = 0.5150 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3214 - g_loss: 0.8990 - d_accuracy: 0.5735 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3212 - g_loss: 0.9000 - d_accuracy: 0.5830Epoch 248: D Accuracy = 0.5450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3235 - g_loss: 0.8991 - d_accuracy: 0.5816 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9040 - d_accuracy: 0.5864Epoch 249: D Accuracy = 0.6050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3137 - g_loss: 0.9043 - d_accuracy: 0.5870 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3150 - g_loss: 0.9026 - d_accuracy: 0.5841Epoch 250: D Accuracy = 0.5550 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3174 - g_loss: 0.9012 - d_accuracy: 0.5830 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3130 - g_loss: 0.9098 - d_accuracy: 0.5837Epoch 251: D Accuracy = 0.5150 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3151 - g_loss: 0.9131 - d_accuracy: 0.5813 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.9068 - d_accuracy: 0.5856Epoch 252: D Accuracy = 0.5850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3096 - g_loss: 0.9056 - d_accuracy: 0.5856 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9076 - d_accuracy: 0.5865Epoch 253: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 0.9102 - d_accuracy: 0.5861 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3138 - g_loss: 0.9058 - d_accuracy: 0.5835Epoch 254: D Accuracy = 0.5700 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3134 - g_loss: 0.9066 - d_accuracy: 0.5830 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.8976 - d_accuracy: 0.5754Epoch 255: D Accuracy = 0.4850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3249 - g_loss: 0.8935 - d_accuracy: 0.5722 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9083 - d_accuracy: 0.5860Epoch 256: D Accuracy = 0.5400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3129 - g_loss: 0.9094 - d_accuracy: 0.5843 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.9069 - d_accuracy: 0.5804Epoch 257: D Accuracy = 0.5450 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3138 - g_loss: 0.9064 - d_accuracy: 0.5791 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8996 - d_accuracy: 0.5773Epoch 258: D Accuracy = 0.6100 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3172 - g_loss: 0.8991 - d_accuracy: 0.5784 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.9076 - d_accuracy: 0.5790Epoch 259: D Accuracy = 0.6100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3103 - g_loss: 0.9060 - d_accuracy: 0.5801 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9009 - d_accuracy: 0.5781Epoch 260: D Accuracy = 0.5700 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3159 - g_loss: 0.8985 - d_accuracy: 0.5778 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3202 - g_loss: 0.8989 - d_accuracy: 0.5828Epoch 261: D Accuracy = 0.5800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3206 - g_loss: 0.8975 - d_accuracy: 0.5827 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3231 - g_loss: 0.8955 - d_accuracy: 0.5757Epoch 262: D Accuracy = 0.5750 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3212 - g_loss: 0.8984 - d_accuracy: 0.5757 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.9015 - d_accuracy: 0.5798Epoch 263: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3169 - g_loss: 0.9037 - d_accuracy: 0.5788
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3122 - g_loss: 0.9025 - d_accuracy: 0.5844Epoch 264: D Accuracy = 0.5550 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3122 - g_loss: 0.9013 - d_accuracy: 0.5833 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.9059 - d_accuracy: 0.5743Epoch 265: D Accuracy = 0.5650 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3188 - g_loss: 0.9045 - d_accuracy: 0.5740 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3259 - g_loss: 0.8942 - d_accuracy: 0.5704Epoch 266: D Accuracy = 0.5800 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3257 - g_loss: 0.8928 - d_accuracy: 0.5707 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.9032 - d_accuracy: 0.5747Epoch 267: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3165 - g_loss: 0.9020 - d_accuracy: 0.5740 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3110 - g_loss: 0.9058 - d_accuracy: 0.5867Epoch 268: D Accuracy = 0.5800 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3102 - g_loss: 0.9086 - d_accuracy: 0.5865 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3096 - g_loss: 0.9080 - d_accuracy: 0.5878Epoch 269: D Accuracy = 0.5650 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3106 - g_loss: 0.9065 - d_accuracy: 0.5870 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.9040 - d_accuracy: 0.5847Epoch 270: D Accuracy = 0.5650 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3154 - g_loss: 0.9068 - d_accuracy: 0.5840 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3295 - g_loss: 0.8958 - d_accuracy: 0.5669Epoch 271: D Accuracy = 0.5250 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3304 - g_loss: 0.8986 - d_accuracy: 0.5654 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.8992 - d_accuracy: 0.5741Epoch 272: D Accuracy = 0.5600 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3191 - g_loss: 0.8990 - d_accuracy: 0.5736 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8877 - d_accuracy: 0.5718Epoch 273: D Accuracy = 0.5950 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3254 - g_loss: 0.8877 - d_accuracy: 0.5726 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3238 - g_loss: 0.9059 - d_accuracy: 0.5751Epoch 274: D Accuracy = 0.5250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3253 - g_loss: 0.9116 - d_accuracy: 0.5734 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9053 - d_accuracy: 0.5906Epoch 275: D Accuracy = 0.5950 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3102 - g_loss: 0.9045 - d_accuracy: 0.5908 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.9043 - d_accuracy: 0.5878Epoch 276: D Accuracy = 0.5350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3161 - g_loss: 0.9009 - d_accuracy: 0.5859 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3140 - g_loss: 0.9054 - d_accuracy: 0.5866Epoch 277: D Accuracy = 0.5600 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3155 - g_loss: 0.9067 - d_accuracy: 0.5856 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.9029 - d_accuracy: 0.5762Epoch 278: D Accuracy = 0.4800 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3206 - g_loss: 0.9000 - d_accuracy: 0.5728 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.9049 - d_accuracy: 0.5834Epoch 279: D Accuracy = 0.6450 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3173 - g_loss: 0.9049 - d_accuracy: 0.5856 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3196 - g_loss: 0.8994 - d_accuracy: 0.5841Epoch 280: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3192 - g_loss: 0.8972 - d_accuracy: 0.5847 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.9036 - d_accuracy: 0.5822Epoch 281: D Accuracy = 0.5900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3164 - g_loss: 0.9052 - d_accuracy: 0.5825 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3025 - g_loss: 0.9135 - d_accuracy: 0.5969Epoch 282: D Accuracy = 0.6400 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3007 - g_loss: 0.9148 - d_accuracy: 0.5984 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3078 - g_loss: 0.9081 - d_accuracy: 0.5908Epoch 283: D Accuracy = 0.6300 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3076 - g_loss: 0.9074 - d_accuracy: 0.5922 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3167 - g_loss: 0.9052 - d_accuracy: 0.5824Epoch 284: D Accuracy = 0.5400 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3177 - g_loss: 0.9058 - d_accuracy: 0.5808 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.9010 - d_accuracy: 0.5860Epoch 285: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3158 - g_loss: 0.9022 - d_accuracy: 0.5865 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3201 - g_loss: 0.8969 - d_accuracy: 0.5791Epoch 286: D Accuracy = 0.5450 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3218 - g_loss: 0.8967 - d_accuracy: 0.5779 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9079 - d_accuracy: 0.5894Epoch 287: D Accuracy = 0.6450 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3053 - g_loss: 0.9064 - d_accuracy: 0.5914 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.9083 - d_accuracy: 0.5815Epoch 288: D Accuracy = 0.6100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3223 - g_loss: 0.9087 - d_accuracy: 0.5825 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.9045 - d_accuracy: 0.5813Epoch 289: D Accuracy = 0.5350 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3173 - g_loss: 0.9074 - d_accuracy: 0.5796 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.9111 - d_accuracy: 0.5879Epoch 290: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3032 - g_loss: 0.9120 - d_accuracy: 0.5901 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3069 - g_loss: 0.9067 - d_accuracy: 0.5947Epoch 291: D Accuracy = 0.6350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3064 - g_loss: 0.9089 - d_accuracy: 0.5961 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.9000 - d_accuracy: 0.5824Epoch 292: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3142 - g_loss: 0.8993 - d_accuracy: 0.5830 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3240 - g_loss: 0.9052 - d_accuracy: 0.5710Epoch 293: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3219 - g_loss: 0.9094 - d_accuracy: 0.5720 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3089 - g_loss: 0.9080 - d_accuracy: 0.5860Epoch 294: D Accuracy = 0.6550 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3073 - g_loss: 0.9106 - d_accuracy: 0.5885 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3203 - g_loss: 0.9019 - d_accuracy: 0.5852Epoch 295: D Accuracy = 0.5700 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3221 - g_loss: 0.9046 - d_accuracy: 0.5847
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3138 - g_loss: 0.9016 - d_accuracy: 0.5826 Epoch 296: Generator loss improved from 0.7654 to 0.7608. Saving weights. Epoch 296: D Accuracy = 0.5850 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3140 - g_loss: 0.8965 - d_accuracy: 0.5827 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3031 - g_loss: 0.9195 - d_accuracy: 0.5843Epoch 297: D Accuracy = 0.6150 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3024 - g_loss: 0.9202 - d_accuracy: 0.5854 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.9074 - d_accuracy: 0.5904Epoch 298: D Accuracy = 0.6050 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3081 - g_loss: 0.9077 - d_accuracy: 0.5909 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3010 - g_loss: 0.9172 - d_accuracy: 0.6014Epoch 299: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3019 - g_loss: 0.9159 - d_accuracy: 0.6003 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9153 - d_accuracy: 0.5832 Class 6 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.5950 27/27 [==============================] - 1s 41ms/step - d_loss: 1.3038 - g_loss: 0.9206 - d_accuracy: 0.5837 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2972 - g_loss: 0.9230 - d_accuracy: 0.6037Epoch 301: D Accuracy = 0.6400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2952 - g_loss: 0.9242 - d_accuracy: 0.6050 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3140 - g_loss: 0.9058 - d_accuracy: 0.5837 Epoch 302: Generator loss improved from 0.7608 to 0.7455. Saving weights. Epoch 302: D Accuracy = 0.5300 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3161 - g_loss: 0.9001 - d_accuracy: 0.5818 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3142 - g_loss: 0.9131 - d_accuracy: 0.5755Epoch 303: D Accuracy = 0.5300 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3145 - g_loss: 0.9165 - d_accuracy: 0.5739 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3140 - g_loss: 0.9040 - d_accuracy: 0.5857Epoch 304: D Accuracy = 0.6350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 0.9035 - d_accuracy: 0.5875 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.9124 - d_accuracy: 0.5867Epoch 305: D Accuracy = 0.5600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3107 - g_loss: 0.9140 - d_accuracy: 0.5858 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9071 - d_accuracy: 0.5780Epoch 306: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3164 - g_loss: 0.9111 - d_accuracy: 0.5770 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.9162 - d_accuracy: 0.5898Epoch 307: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3109 - g_loss: 0.9202 - d_accuracy: 0.5884 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3038 - g_loss: 0.9137 - d_accuracy: 0.5956Epoch 308: D Accuracy = 0.5000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3068 - g_loss: 0.9106 - d_accuracy: 0.5922 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3091 - g_loss: 0.9084 - d_accuracy: 0.5852Epoch 309: D Accuracy = 0.5200 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3115 - g_loss: 0.9084 - d_accuracy: 0.5829 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9098 - d_accuracy: 0.5931Epoch 310: D Accuracy = 0.6400 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3100 - g_loss: 0.9076 - d_accuracy: 0.5948 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3053 - g_loss: 0.9137 - d_accuracy: 0.5835Epoch 311: D Accuracy = 0.5600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3064 - g_loss: 0.9120 - d_accuracy: 0.5827 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3053 - g_loss: 0.9161 - d_accuracy: 0.5988Epoch 312: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3021 - g_loss: 0.9197 - d_accuracy: 0.6025 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3078 - g_loss: 0.9115 - d_accuracy: 0.5881Epoch 313: D Accuracy = 0.5700 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3081 - g_loss: 0.9108 - d_accuracy: 0.5874 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.9105 - d_accuracy: 0.5700Epoch 314: D Accuracy = 0.5350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.9095 - d_accuracy: 0.5688 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3095 - g_loss: 0.9052 - d_accuracy: 0.5985Epoch 315: D Accuracy = 0.5900 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3095 - g_loss: 0.9039 - d_accuracy: 0.5982 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3138 - g_loss: 0.9120 - d_accuracy: 0.5837Epoch 316: D Accuracy = 0.5250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3154 - g_loss: 0.9157 - d_accuracy: 0.5816 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.9036 - d_accuracy: 0.5805Epoch 317: D Accuracy = 0.6350 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3137 - g_loss: 0.9041 - d_accuracy: 0.5825 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9189 - d_accuracy: 0.5945Epoch 318: D Accuracy = 0.5400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3020 - g_loss: 0.9238 - d_accuracy: 0.5926 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3100 - g_loss: 0.9155 - d_accuracy: 0.5874Epoch 319: D Accuracy = 0.6150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3089 - g_loss: 0.9149 - d_accuracy: 0.5884 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3001 - g_loss: 0.9216 - d_accuracy: 0.5942Epoch 320: D Accuracy = 0.5150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3027 - g_loss: 0.9178 - d_accuracy: 0.5913 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.9069 - d_accuracy: 0.5794Epoch 321: D Accuracy = 0.5850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3117 - g_loss: 0.9090 - d_accuracy: 0.5796 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9175 - d_accuracy: 0.5924Epoch 322: D Accuracy = 0.5850 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3077 - g_loss: 0.9189 - d_accuracy: 0.5921 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.9140 - d_accuracy: 0.5850Epoch 323: D Accuracy = 0.5050 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3114 - g_loss: 0.9163 - d_accuracy: 0.5821 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3016 - g_loss: 0.9199 - d_accuracy: 0.5957Epoch 324: D Accuracy = 0.6350 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3002 - g_loss: 0.9244 - d_accuracy: 0.5971 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.9170 - d_accuracy: 0.5894Epoch 325: D Accuracy = 0.5500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3095 - g_loss: 0.9207 - d_accuracy: 0.5880 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3035 - g_loss: 0.9150 - d_accuracy: 0.5836Epoch 326: D Accuracy = 0.5850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3046 - g_loss: 0.9114 - d_accuracy: 0.5836 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2977 - g_loss: 0.9257 - d_accuracy: 0.5983Epoch 327: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2956 - g_loss: 0.9244 - d_accuracy: 0.6019 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9226 - d_accuracy: 0.5970Epoch 328: D Accuracy = 0.5950 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3026 - g_loss: 0.9245 - d_accuracy: 0.5969 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9178 - d_accuracy: 0.5910Epoch 329: D Accuracy = 0.5550 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3018 - g_loss: 0.9122 - d_accuracy: 0.5897 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3113 - g_loss: 0.9101 - d_accuracy: 0.5922Epoch 330: D Accuracy = 0.5250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3143 - g_loss: 0.9071 - d_accuracy: 0.5898 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3037 - g_loss: 0.9182 - d_accuracy: 0.5838Epoch 331: D Accuracy = 0.6450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3011 - g_loss: 0.9220 - d_accuracy: 0.5860 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3041 - g_loss: 0.9135 - d_accuracy: 0.5934Epoch 332: D Accuracy = 0.6650 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3029 - g_loss: 0.9095 - d_accuracy: 0.5959 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9268 - d_accuracy: 0.5953Epoch 333: D Accuracy = 0.6550 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2977 - g_loss: 0.9253 - d_accuracy: 0.5974 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3051 - g_loss: 0.9169 - d_accuracy: 0.5921Epoch 334: D Accuracy = 0.6300 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3034 - g_loss: 0.9190 - d_accuracy: 0.5934 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.9169 - d_accuracy: 0.5852Epoch 335: D Accuracy = 0.5750 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3087 - g_loss: 0.9198 - d_accuracy: 0.5849 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3032 - g_loss: 0.9155 - d_accuracy: 0.5902Epoch 336: D Accuracy = 0.6200 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3026 - g_loss: 0.9154 - d_accuracy: 0.5913 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3006 - g_loss: 0.9289 - d_accuracy: 0.5940Epoch 337: D Accuracy = 0.5450 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3033 - g_loss: 0.9293 - d_accuracy: 0.5922 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3002 - g_loss: 0.9255 - d_accuracy: 0.5904Epoch 338: D Accuracy = 0.6100 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2996 - g_loss: 0.9266 - d_accuracy: 0.5911 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3081 - g_loss: 0.9110 - d_accuracy: 0.5841Epoch 339: D Accuracy = 0.5900 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3088 - g_loss: 0.9075 - d_accuracy: 0.5843 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3047 - g_loss: 0.9177 - d_accuracy: 0.5869Epoch 340: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3045 - g_loss: 0.9147 - d_accuracy: 0.5874 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3012 - g_loss: 0.9201 - d_accuracy: 0.5884Epoch 341: D Accuracy = 0.5850 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3027 - g_loss: 0.9178 - d_accuracy: 0.5882 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3048 - g_loss: 0.9153 - d_accuracy: 0.5899Epoch 342: D Accuracy = 0.5750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3063 - g_loss: 0.9128 - d_accuracy: 0.5893 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9187 - d_accuracy: 0.5922Epoch 343: D Accuracy = 0.5950 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3064 - g_loss: 0.9165 - d_accuracy: 0.5923 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9289 - d_accuracy: 0.6042Epoch 344: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2918 - g_loss: 0.9283 - d_accuracy: 0.6049 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3095 - g_loss: 0.9208 - d_accuracy: 0.5757Epoch 345: D Accuracy = 0.6150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3081 - g_loss: 0.9248 - d_accuracy: 0.5771 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9257 - d_accuracy: 0.5945Epoch 346: D Accuracy = 0.6100 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2932 - g_loss: 0.9271 - d_accuracy: 0.5951 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2789 - g_loss: 0.9405 - d_accuracy: 0.6166Epoch 347: D Accuracy = 0.5400 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2799 - g_loss: 0.9442 - d_accuracy: 0.6139 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9248 - d_accuracy: 0.5984Epoch 348: D Accuracy = 0.5150 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3036 - g_loss: 0.9261 - d_accuracy: 0.5954 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2939 - g_loss: 0.9281 - d_accuracy: 0.6009Epoch 349: D Accuracy = 0.5850 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2936 - g_loss: 0.9289 - d_accuracy: 0.6004 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2939 - g_loss: 0.9273 - d_accuracy: 0.6023Epoch 350: D Accuracy = 0.6400 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2939 - g_loss: 0.9243 - d_accuracy: 0.6036 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2903 - g_loss: 0.9357 - d_accuracy: 0.6090Epoch 351: D Accuracy = 0.5550 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2916 - g_loss: 0.9357 - d_accuracy: 0.6070 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2991 - g_loss: 0.9218 - d_accuracy: 0.6002Epoch 352: D Accuracy = 0.5150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3019 - g_loss: 0.9213 - d_accuracy: 0.5972 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9306 - d_accuracy: 0.6060Epoch 353: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2931 - g_loss: 0.9327 - d_accuracy: 0.6058 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9218 - d_accuracy: 0.6032Epoch 354: D Accuracy = 0.7000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2935 - g_loss: 0.9172 - d_accuracy: 0.6066 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2942 - g_loss: 0.9351 - d_accuracy: 0.5971Epoch 355: D Accuracy = 0.5200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2961 - g_loss: 0.9375 - d_accuracy: 0.5943 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9282 - d_accuracy: 0.6037Epoch 356: D Accuracy = 0.5700 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2905 - g_loss: 0.9329 - d_accuracy: 0.6025 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3116 - g_loss: 0.9143 - d_accuracy: 0.5813Epoch 357: D Accuracy = 0.5350 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3134 - g_loss: 0.9120 - d_accuracy: 0.5796 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2959 - g_loss: 0.9289 - d_accuracy: 0.5987Epoch 358: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2955 - g_loss: 0.9280 - d_accuracy: 0.5996 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3074 - g_loss: 0.9177 - d_accuracy: 0.5881Epoch 359: D Accuracy = 0.5550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3093 - g_loss: 0.9117 - d_accuracy: 0.5869 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2941 - g_loss: 0.9359 - d_accuracy: 0.6033Epoch 360: D Accuracy = 0.6450 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2927 - g_loss: 0.9364 - d_accuracy: 0.6048 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3015 - g_loss: 0.9241 - d_accuracy: 0.5942Epoch 361: D Accuracy = 0.5200 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3038 - g_loss: 0.9211 - d_accuracy: 0.5916 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.9278 - d_accuracy: 0.5892Epoch 362: D Accuracy = 0.6400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3004 - g_loss: 0.9316 - d_accuracy: 0.5911 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3009 - g_loss: 0.9270 - d_accuracy: 0.5918Epoch 363: D Accuracy = 0.6000 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2998 - g_loss: 0.9292 - d_accuracy: 0.5921
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9261 - d_accuracy: 0.5905Epoch 364: D Accuracy = 0.5600 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3012 - g_loss: 0.9262 - d_accuracy: 0.5894 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2930 - g_loss: 0.9332 - d_accuracy: 0.6049Epoch 365: D Accuracy = 0.5850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2943 - g_loss: 0.9327 - d_accuracy: 0.6041 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2789 - g_loss: 0.9398 - d_accuracy: 0.6198Epoch 366: D Accuracy = 0.6400 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2778 - g_loss: 0.9404 - d_accuracy: 0.6205 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3059 - g_loss: 0.9270 - d_accuracy: 0.5878Epoch 367: D Accuracy = 0.5850 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3049 - g_loss: 0.9323 - d_accuracy: 0.5877 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9259 - d_accuracy: 0.5977Epoch 368: D Accuracy = 0.6500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2979 - g_loss: 0.9266 - d_accuracy: 0.5996 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2880 - g_loss: 0.9406 - d_accuracy: 0.6017Epoch 369: D Accuracy = 0.6400 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2883 - g_loss: 0.9368 - d_accuracy: 0.6031 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 0.9449 - d_accuracy: 0.6061Epoch 370: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2836 - g_loss: 0.9505 - d_accuracy: 0.6059 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9329 - d_accuracy: 0.6066Epoch 371: D Accuracy = 0.5550 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2906 - g_loss: 0.9338 - d_accuracy: 0.6048 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2933 - g_loss: 0.9350 - d_accuracy: 0.5949Epoch 372: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2954 - g_loss: 0.9376 - d_accuracy: 0.5933 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2979 - g_loss: 0.9240 - d_accuracy: 0.6011Epoch 373: D Accuracy = 0.5300 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3008 - g_loss: 0.9215 - d_accuracy: 0.5985 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2937 - g_loss: 0.9336 - d_accuracy: 0.6114Epoch 374: D Accuracy = 0.5850 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2938 - g_loss: 0.9357 - d_accuracy: 0.6104 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9314 - d_accuracy: 0.6016Epoch 375: D Accuracy = 0.6450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2909 - g_loss: 0.9314 - d_accuracy: 0.6031 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9337 - d_accuracy: 0.6068Epoch 376: D Accuracy = 0.6100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2908 - g_loss: 0.9302 - d_accuracy: 0.6069 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2831 - g_loss: 0.9434 - d_accuracy: 0.6098Epoch 377: D Accuracy = 0.6050 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2840 - g_loss: 0.9443 - d_accuracy: 0.6096 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2844 - g_loss: 0.9397 - d_accuracy: 0.6085Epoch 378: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2848 - g_loss: 0.9358 - d_accuracy: 0.6091 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9291 - d_accuracy: 0.5885Epoch 379: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3007 - g_loss: 0.9289 - d_accuracy: 0.5889 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9368 - d_accuracy: 0.6021Epoch 380: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2886 - g_loss: 0.9388 - d_accuracy: 0.6020 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2962 - g_loss: 0.9275 - d_accuracy: 0.6039Epoch 381: D Accuracy = 0.5800 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2982 - g_loss: 0.9270 - d_accuracy: 0.6031 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 0.9522 - d_accuracy: 0.6214Epoch 382: D Accuracy = 0.6400 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2730 - g_loss: 0.9517 - d_accuracy: 0.6220 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9363 - d_accuracy: 0.6019Epoch 383: D Accuracy = 0.5750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2925 - g_loss: 0.9373 - d_accuracy: 0.6009 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9404 - d_accuracy: 0.6047Epoch 384: D Accuracy = 0.6600 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2842 - g_loss: 0.9407 - d_accuracy: 0.6067 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 0.9354 - d_accuracy: 0.6054Epoch 385: D Accuracy = 0.5950 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2969 - g_loss: 0.9321 - d_accuracy: 0.6050 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2836 - g_loss: 0.9404 - d_accuracy: 0.6111Epoch 386: D Accuracy = 0.5900 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2838 - g_loss: 0.9399 - d_accuracy: 0.6104 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9369 - d_accuracy: 0.5992Epoch 387: D Accuracy = 0.6900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2906 - g_loss: 0.9401 - d_accuracy: 0.6024 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9336 - d_accuracy: 0.5921Epoch 388: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2999 - g_loss: 0.9322 - d_accuracy: 0.5924 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9329 - d_accuracy: 0.5985Epoch 389: D Accuracy = 0.6050 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2916 - g_loss: 0.9361 - d_accuracy: 0.5987 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9297 - d_accuracy: 0.6009Epoch 390: D Accuracy = 0.5800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2972 - g_loss: 0.9280 - d_accuracy: 0.6002 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2896 - g_loss: 0.9357 - d_accuracy: 0.6049Epoch 391: D Accuracy = 0.6950 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2874 - g_loss: 0.9345 - d_accuracy: 0.6081 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9473 - d_accuracy: 0.6052Epoch 392: D Accuracy = 0.4900 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2888 - g_loss: 0.9463 - d_accuracy: 0.6011 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2903 - g_loss: 0.9362 - d_accuracy: 0.6062Epoch 393: D Accuracy = 0.5950 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2918 - g_loss: 0.9311 - d_accuracy: 0.6058 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2915 - g_loss: 0.9388 - d_accuracy: 0.6056Epoch 394: D Accuracy = 0.6950 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2891 - g_loss: 0.9389 - d_accuracy: 0.6088 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2925 - g_loss: 0.9392 - d_accuracy: 0.6047Epoch 395: D Accuracy = 0.5850 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2920 - g_loss: 0.9380 - d_accuracy: 0.6040
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2860 - g_loss: 0.9480 - d_accuracy: 0.6030Epoch 396: D Accuracy = 0.5150 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2875 - g_loss: 0.9539 - d_accuracy: 0.5998 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9420 - d_accuracy: 0.6146Epoch 397: D Accuracy = 0.6450 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2796 - g_loss: 0.9411 - d_accuracy: 0.6157 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2767 - g_loss: 0.9443 - d_accuracy: 0.6165Epoch 398: D Accuracy = 0.5750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2779 - g_loss: 0.9418 - d_accuracy: 0.6150 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2776 - g_loss: 0.9522 - d_accuracy: 0.6172Epoch 399: D Accuracy = 0.6450 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2757 - g_loss: 0.9540 - d_accuracy: 0.6182 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2888 - g_loss: 0.9411 - d_accuracy: 0.6013 Class 6 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.5800 27/27 [==============================] - 1s 43ms/step - d_loss: 1.2887 - g_loss: 0.9452 - d_accuracy: 0.6006 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9394 - d_accuracy: 0.6085Epoch 401: D Accuracy = 0.6100 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2860 - g_loss: 0.9361 - d_accuracy: 0.6086 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2851 - g_loss: 0.9447 - d_accuracy: 0.6071Epoch 402: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2857 - g_loss: 0.9479 - d_accuracy: 0.6069 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9437 - d_accuracy: 0.6085Epoch 403: D Accuracy = 0.6300 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2791 - g_loss: 0.9464 - d_accuracy: 0.6093 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9552 - d_accuracy: 0.6068Epoch 404: D Accuracy = 0.5950 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2798 - g_loss: 0.9606 - d_accuracy: 0.6064 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2882 - g_loss: 0.9404 - d_accuracy: 0.6063Epoch 405: D Accuracy = 0.6050 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2895 - g_loss: 0.9349 - d_accuracy: 0.6063 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9535 - d_accuracy: 0.6089Epoch 406: D Accuracy = 0.6050 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2806 - g_loss: 0.9505 - d_accuracy: 0.6088 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9534 - d_accuracy: 0.6066Epoch 407: D Accuracy = 0.5300 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2875 - g_loss: 0.9587 - d_accuracy: 0.6038 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9490 - d_accuracy: 0.6107Epoch 408: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2866 - g_loss: 0.9511 - d_accuracy: 0.6094 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2743 - g_loss: 0.9479 - d_accuracy: 0.6136Epoch 409: D Accuracy = 0.6850 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2738 - g_loss: 0.9474 - d_accuracy: 0.6162 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9403 - d_accuracy: 0.6027Epoch 410: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2890 - g_loss: 0.9406 - d_accuracy: 0.6015 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2852 - g_loss: 0.9451 - d_accuracy: 0.6050Epoch 411: D Accuracy = 0.6350 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2838 - g_loss: 0.9488 - d_accuracy: 0.6060 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9446 - d_accuracy: 0.6110Epoch 412: D Accuracy = 0.5900 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2823 - g_loss: 0.9425 - d_accuracy: 0.6102 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9567 - d_accuracy: 0.6084Epoch 413: D Accuracy = 0.6250 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2799 - g_loss: 0.9544 - d_accuracy: 0.6090 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2798 - g_loss: 0.9484 - d_accuracy: 0.6215Epoch 414: D Accuracy = 0.6550 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2795 - g_loss: 0.9447 - d_accuracy: 0.6227 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2807 - g_loss: 0.9500 - d_accuracy: 0.6119Epoch 415: D Accuracy = 0.5950 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2802 - g_loss: 0.9478 - d_accuracy: 0.6113 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2643 - g_loss: 0.9694 - d_accuracy: 0.6277Epoch 416: D Accuracy = 0.5700 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2661 - g_loss: 0.9691 - d_accuracy: 0.6257 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2769 - g_loss: 0.9478 - d_accuracy: 0.6218Epoch 417: D Accuracy = 0.6600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2764 - g_loss: 0.9486 - d_accuracy: 0.6232 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9552 - d_accuracy: 0.6162Epoch 418: D Accuracy = 0.5750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2826 - g_loss: 0.9533 - d_accuracy: 0.6147 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9485 - d_accuracy: 0.6128Epoch 419: D Accuracy = 0.6850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2768 - g_loss: 0.9487 - d_accuracy: 0.6153 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2744 - g_loss: 0.9633 - d_accuracy: 0.6177Epoch 420: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2770 - g_loss: 0.9595 - d_accuracy: 0.6153 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9512 - d_accuracy: 0.6096Epoch 421: D Accuracy = 0.6350 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2833 - g_loss: 0.9516 - d_accuracy: 0.6105 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9513 - d_accuracy: 0.5996Epoch 422: D Accuracy = 0.6150 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2923 - g_loss: 0.9476 - d_accuracy: 0.6002 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2649 - g_loss: 0.9681 - d_accuracy: 0.6247Epoch 423: D Accuracy = 0.6950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2621 - g_loss: 0.9677 - d_accuracy: 0.6272 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2829 - g_loss: 0.9515 - d_accuracy: 0.6043Epoch 424: D Accuracy = 0.6050 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2815 - g_loss: 0.9540 - d_accuracy: 0.6043 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2709 - g_loss: 0.9566 - d_accuracy: 0.6270Epoch 425: D Accuracy = 0.6100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2715 - g_loss: 0.9581 - d_accuracy: 0.6264 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2859 - g_loss: 0.9434 - d_accuracy: 0.6105Epoch 426: D Accuracy = 0.5300 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2880 - g_loss: 0.9407 - d_accuracy: 0.6076 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9687 - d_accuracy: 0.6160Epoch 427: D Accuracy = 0.5550 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2670 - g_loss: 0.9710 - d_accuracy: 0.6139 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2790 - g_loss: 0.9510 - d_accuracy: 0.6224Epoch 428: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2801 - g_loss: 0.9540 - d_accuracy: 0.6198 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9592 - d_accuracy: 0.6211Epoch 429: D Accuracy = 0.5950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2711 - g_loss: 0.9653 - d_accuracy: 0.6202 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9487 - d_accuracy: 0.6138Epoch 430: D Accuracy = 0.5650 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2833 - g_loss: 0.9494 - d_accuracy: 0.6121 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9609 - d_accuracy: 0.6190Epoch 431: D Accuracy = 0.6200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2728 - g_loss: 0.9571 - d_accuracy: 0.6191 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2739 - g_loss: 0.9602 - d_accuracy: 0.6172Epoch 432: D Accuracy = 0.7300 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2702 - g_loss: 0.9621 - d_accuracy: 0.6212 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9548 - d_accuracy: 0.6095Epoch 433: D Accuracy = 0.5450 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2825 - g_loss: 0.9579 - d_accuracy: 0.6071 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2702 - g_loss: 0.9622 - d_accuracy: 0.6156Epoch 434: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2716 - g_loss: 0.9615 - d_accuracy: 0.6132 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9649 - d_accuracy: 0.6112Epoch 435: D Accuracy = 0.6600 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2784 - g_loss: 0.9637 - d_accuracy: 0.6130 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9520 - d_accuracy: 0.6108Epoch 436: D Accuracy = 0.5650 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2841 - g_loss: 0.9514 - d_accuracy: 0.6091 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9554 - d_accuracy: 0.6282Epoch 437: D Accuracy = 0.6100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2689 - g_loss: 0.9551 - d_accuracy: 0.6276 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 0.9750 - d_accuracy: 0.6270Epoch 438: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2603 - g_loss: 0.9743 - d_accuracy: 0.6242 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9578 - d_accuracy: 0.6339Epoch 439: D Accuracy = 0.6850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2665 - g_loss: 0.9567 - d_accuracy: 0.6357 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9617 - d_accuracy: 0.6216Epoch 440: D Accuracy = 0.6550 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2699 - g_loss: 0.9607 - d_accuracy: 0.6228 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2693 - g_loss: 0.9656 - d_accuracy: 0.6336Epoch 441: D Accuracy = 0.6100 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2685 - g_loss: 0.9698 - d_accuracy: 0.6327 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2722 - g_loss: 0.9556 - d_accuracy: 0.6268Epoch 442: D Accuracy = 0.5650 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2746 - g_loss: 0.9504 - d_accuracy: 0.6246 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2878 - g_loss: 0.9606 - d_accuracy: 0.6092Epoch 443: D Accuracy = 0.5700 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2886 - g_loss: 0.9627 - d_accuracy: 0.6078 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2630 - g_loss: 0.9651 - d_accuracy: 0.6285Epoch 444: D Accuracy = 0.6700 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2613 - g_loss: 0.9632 - d_accuracy: 0.6300 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2901 - g_loss: 0.9486 - d_accuracy: 0.6029Epoch 445: D Accuracy = 0.6450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2898 - g_loss: 0.9452 - d_accuracy: 0.6044 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2646 - g_loss: 0.9690 - d_accuracy: 0.6285Epoch 446: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2684 - g_loss: 0.9683 - d_accuracy: 0.6239 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2619 - g_loss: 0.9620 - d_accuracy: 0.6284Epoch 447: D Accuracy = 0.7050 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2589 - g_loss: 0.9641 - d_accuracy: 0.6311 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2640 - g_loss: 0.9781 - d_accuracy: 0.6346Epoch 448: D Accuracy = 0.7200 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2614 - g_loss: 0.9808 - d_accuracy: 0.6376 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2805 - g_loss: 0.9568 - d_accuracy: 0.6075Epoch 449: D Accuracy = 0.7350 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2766 - g_loss: 0.9602 - d_accuracy: 0.6121 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9626 - d_accuracy: 0.6223Epoch 450: D Accuracy = 0.6850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2725 - g_loss: 0.9603 - d_accuracy: 0.6245 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2634 - g_loss: 0.9765 - d_accuracy: 0.6322Epoch 451: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2632 - g_loss: 0.9791 - d_accuracy: 0.6320 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2676 - g_loss: 0.9693 - d_accuracy: 0.6232Epoch 452: D Accuracy = 0.7400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2644 - g_loss: 0.9677 - d_accuracy: 0.6274 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 0.9742 - d_accuracy: 0.6286Epoch 453: D Accuracy = 0.5900 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2650 - g_loss: 0.9747 - d_accuracy: 0.6272 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2633 - g_loss: 0.9708 - d_accuracy: 0.6306Epoch 454: D Accuracy = 0.5850 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2642 - g_loss: 0.9678 - d_accuracy: 0.6290 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2715 - g_loss: 0.9722 - d_accuracy: 0.6240Epoch 455: D Accuracy = 0.5900 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2733 - g_loss: 0.9729 - d_accuracy: 0.6228 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9834 - d_accuracy: 0.6394Epoch 456: D Accuracy = 0.5600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2564 - g_loss: 0.9870 - d_accuracy: 0.6365 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2640 - g_loss: 0.9689 - d_accuracy: 0.6326Epoch 457: D Accuracy = 0.5450 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2664 - g_loss: 0.9644 - d_accuracy: 0.6295 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9807 - d_accuracy: 0.6335Epoch 458: D Accuracy = 0.6150 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2626 - g_loss: 0.9807 - d_accuracy: 0.6328 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9751 - d_accuracy: 0.6235Epoch 459: D Accuracy = 0.5800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2621 - g_loss: 0.9764 - d_accuracy: 0.6219 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2666 - g_loss: 0.9747 - d_accuracy: 0.6256Epoch 460: D Accuracy = 0.6500 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2652 - g_loss: 0.9750 - d_accuracy: 0.6265 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2702 - g_loss: 0.9697 - d_accuracy: 0.6191Epoch 461: D Accuracy = 0.5400 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2732 - g_loss: 0.9679 - d_accuracy: 0.6163 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2557 - g_loss: 0.9790 - d_accuracy: 0.6254Epoch 462: D Accuracy = 0.6400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2554 - g_loss: 0.9805 - d_accuracy: 0.6259 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 0.9764 - d_accuracy: 0.6384Epoch 463: D Accuracy = 0.6300 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2615 - g_loss: 0.9774 - d_accuracy: 0.6381
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2613 - g_loss: 0.9784 - d_accuracy: 0.6300Epoch 464: D Accuracy = 0.6850 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2599 - g_loss: 0.9784 - d_accuracy: 0.6319 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9749 - d_accuracy: 0.6364Epoch 465: D Accuracy = 0.7450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2514 - g_loss: 0.9716 - d_accuracy: 0.6403 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2690 - g_loss: 0.9776 - d_accuracy: 0.6271Epoch 466: D Accuracy = 0.5950 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2698 - g_loss: 0.9786 - d_accuracy: 0.6259 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2610 - g_loss: 0.9803 - d_accuracy: 0.6311Epoch 467: D Accuracy = 0.6300 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2596 - g_loss: 0.9846 - d_accuracy: 0.6311 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 0.9768 - d_accuracy: 0.6312Epoch 468: D Accuracy = 0.5850 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2655 - g_loss: 0.9804 - d_accuracy: 0.6295 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9834 - d_accuracy: 0.6317Epoch 469: D Accuracy = 0.5800 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2594 - g_loss: 0.9868 - d_accuracy: 0.6299 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2533 - g_loss: 0.9812 - d_accuracy: 0.6297Epoch 470: D Accuracy = 0.7450 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2506 - g_loss: 0.9783 - d_accuracy: 0.6339 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9604 - d_accuracy: 0.6136Epoch 471: D Accuracy = 0.6500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2812 - g_loss: 0.9570 - d_accuracy: 0.6149 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 0.9845 - d_accuracy: 0.6314Epoch 472: D Accuracy = 0.5950 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2594 - g_loss: 0.9827 - d_accuracy: 0.6301 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2601 - g_loss: 0.9752 - d_accuracy: 0.6307Epoch 473: D Accuracy = 0.6800 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2612 - g_loss: 0.9689 - d_accuracy: 0.6324 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9729 - d_accuracy: 0.6206Epoch 474: D Accuracy = 0.6500 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2683 - g_loss: 0.9767 - d_accuracy: 0.6216 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9879 - d_accuracy: 0.6344Epoch 475: D Accuracy = 0.5300 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2633 - g_loss: 0.9890 - d_accuracy: 0.6306 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 0.9751 - d_accuracy: 0.6299Epoch 476: D Accuracy = 0.6600 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2615 - g_loss: 0.9744 - d_accuracy: 0.6310 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2535 - g_loss: 0.9830 - d_accuracy: 0.6359Epoch 477: D Accuracy = 0.6800 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2521 - g_loss: 0.9846 - d_accuracy: 0.6374 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2535 - g_loss: 0.9810 - d_accuracy: 0.6349Epoch 478: D Accuracy = 0.5850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2553 - g_loss: 0.9806 - d_accuracy: 0.6332 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9815 - d_accuracy: 0.6346Epoch 479: D Accuracy = 0.5950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2591 - g_loss: 0.9781 - d_accuracy: 0.6332 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2601 - g_loss: 0.9776 - d_accuracy: 0.6329Epoch 480: D Accuracy = 0.7200 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2589 - g_loss: 0.9730 - d_accuracy: 0.6360 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9782 - d_accuracy: 0.6175Epoch 481: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2618 - g_loss: 0.9790 - d_accuracy: 0.6177 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 0.9932 - d_accuracy: 0.6470Epoch 482: D Accuracy = 0.6400 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2441 - g_loss: 0.9935 - d_accuracy: 0.6467 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9917 - d_accuracy: 0.6359Epoch 483: D Accuracy = 0.5450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2584 - g_loss: 0.9927 - d_accuracy: 0.6327 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2612 - g_loss: 0.9778 - d_accuracy: 0.6274Epoch 484: D Accuracy = 0.7250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2570 - g_loss: 0.9802 - d_accuracy: 0.6309 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2432 - g_loss: 1.0123 - d_accuracy: 0.6392Epoch 485: D Accuracy = 0.7550 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2385 - g_loss: 1.0160 - d_accuracy: 0.6434 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9834 - d_accuracy: 0.6336Epoch 486: D Accuracy = 0.5850 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2611 - g_loss: 0.9798 - d_accuracy: 0.6319 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2603 - g_loss: 0.9801 - d_accuracy: 0.6320Epoch 487: D Accuracy = 0.6650 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2602 - g_loss: 0.9771 - d_accuracy: 0.6332 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2609 - g_loss: 0.9753 - d_accuracy: 0.6394Epoch 488: D Accuracy = 0.6900 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2600 - g_loss: 0.9730 - d_accuracy: 0.6412 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2581 - g_loss: 0.9896 - d_accuracy: 0.6323Epoch 489: D Accuracy = 0.6450 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2572 - g_loss: 0.9888 - d_accuracy: 0.6327 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2634 - g_loss: 0.9852 - d_accuracy: 0.6226Epoch 490: D Accuracy = 0.5100 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2668 - g_loss: 0.9807 - d_accuracy: 0.6186 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2511 - g_loss: 0.9910 - d_accuracy: 0.6405Epoch 491: D Accuracy = 0.6400 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2520 - g_loss: 0.9836 - d_accuracy: 0.6404 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2633 - g_loss: 0.9876 - d_accuracy: 0.6220Epoch 492: D Accuracy = 0.4900 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2668 - g_loss: 0.9842 - d_accuracy: 0.6173 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2507 - g_loss: 0.9899 - d_accuracy: 0.6456 Epoch 493: Generator loss improved from 0.7455 to 0.7162. Saving weights. Epoch 493: D Accuracy = 0.5400 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2551 - g_loss: 0.9801 - d_accuracy: 0.6418 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 1.0035 - d_accuracy: 0.6431Epoch 494: D Accuracy = 0.5950 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2414 - g_loss: 1.0078 - d_accuracy: 0.6414 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2702 - g_loss: 0.9744 - d_accuracy: 0.6256Epoch 495: D Accuracy = 0.5950 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2711 - g_loss: 0.9730 - d_accuracy: 0.6245
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 1.0023 - d_accuracy: 0.6488Epoch 496: D Accuracy = 0.6900 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2283 - g_loss: 1.0029 - d_accuracy: 0.6503 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9970 - d_accuracy: 0.6243Epoch 497: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2588 - g_loss: 1.0031 - d_accuracy: 0.6225 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2447 - g_loss: 0.9933 - d_accuracy: 0.6495Epoch 498: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2425 - g_loss: 0.9915 - d_accuracy: 0.6530 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2596 - g_loss: 0.9779 - d_accuracy: 0.6262Epoch 499: D Accuracy = 0.7200 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2566 - g_loss: 0.9750 - d_accuracy: 0.6296 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 0.9955 - d_accuracy: 0.6409 Class 6 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.5500 27/27 [==============================] - 1s 43ms/step - d_loss: 1.2491 - g_loss: 0.9940 - d_accuracy: 0.6376 Training DCGAN for class 7... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.6707 - g_loss: 1.0166 - d_accuracy: 0.4828WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0172s vs `on_train_batch_end` time: 0.0187s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.2599 - g_loss: 1.1259 - d_accuracy: 0.6753 Epoch 1: Generator loss improved from inf to 1.3413. Saving weights. Epoch 1: D Accuracy = 0.7905 27/27 [==============================] - 2s 36ms/step - d_loss: 1.2517 - g_loss: 1.1336 - d_accuracy: 0.6794 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2018 - g_loss: 1.1969 - d_accuracy: 0.7243 Epoch 2: Generator loss improved from 1.3413 to 1.0557. Saving weights. Epoch 2: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2057 - g_loss: 1.1918 - d_accuracy: 0.7211 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1672 - g_loss: 1.1688 - d_accuracy: 0.7202Epoch 3: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1678 - g_loss: 1.1658 - d_accuracy: 0.7196 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0338 - g_loss: 1.3317 - d_accuracy: 0.7753Epoch 4: D Accuracy = 0.8041 27/27 [==============================] - 1s 34ms/step - d_loss: 1.0312 - g_loss: 1.3340 - d_accuracy: 0.7763 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9465 - g_loss: 1.5426 - d_accuracy: 0.8163Epoch 5: D Accuracy = 0.8649 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9391 - g_loss: 1.5562 - d_accuracy: 0.8181 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.7050 - g_loss: 2.1015 - d_accuracy: 0.9073Epoch 6: D Accuracy = 0.9257 27/27 [==============================] - 1s 35ms/step - d_loss: 0.7025 - g_loss: 2.1073 - d_accuracy: 0.9079 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5848 - g_loss: 2.6249 - d_accuracy: 0.9453Epoch 7: D Accuracy = 0.9595 27/27 [==============================] - 1s 36ms/step - d_loss: 0.5832 - g_loss: 2.6302 - d_accuracy: 0.9458 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1774 - g_loss: 1.7135 - d_accuracy: 0.7195Epoch 8: D Accuracy = 0.5946 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1890 - g_loss: 1.6950 - d_accuracy: 0.7150 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4979 - g_loss: 1.0068 - d_accuracy: 0.5484Epoch 9: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.4903 - g_loss: 1.0141 - d_accuracy: 0.5513 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4056 - g_loss: 0.9820 - d_accuracy: 0.5748 Epoch 10: Generator loss improved from 1.0557 to 1.0430. Saving weights. Epoch 10: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.4061 - g_loss: 0.9842 - d_accuracy: 0.5755 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3579 - g_loss: 0.9891 - d_accuracy: 0.5939 Epoch 11: Generator loss improved from 1.0430 to 1.0018. Saving weights. Epoch 11: D Accuracy = 0.5743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3573 - g_loss: 0.9895 - d_accuracy: 0.5932 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3534 - g_loss: 0.9722 - d_accuracy: 0.5900 Epoch 12: Generator loss improved from 1.0018 to 0.9200. Saving weights. Epoch 12: D Accuracy = 0.5743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3546 - g_loss: 0.9704 - d_accuracy: 0.5894 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3536 - g_loss: 0.9474 - d_accuracy: 0.5819 Epoch 13: Generator loss improved from 0.9200 to 0.8609. Saving weights. Epoch 13: D Accuracy = 0.5270 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3567 - g_loss: 0.9443 - d_accuracy: 0.5799 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.9515 - d_accuracy: 0.6045Epoch 14: D Accuracy = 0.5878 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3192 - g_loss: 0.9528 - d_accuracy: 0.6039 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.9450 - d_accuracy: 0.6003Epoch 15: D Accuracy = 0.6689 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3149 - g_loss: 0.9482 - d_accuracy: 0.6027 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3066 - g_loss: 0.9526 - d_accuracy: 0.6166Epoch 16: D Accuracy = 0.6689 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3060 - g_loss: 0.9525 - d_accuracy: 0.6185 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2987 - g_loss: 0.9576 - d_accuracy: 0.6187Epoch 17: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2967 - g_loss: 0.9582 - d_accuracy: 0.6212 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2897 - g_loss: 0.9659 - d_accuracy: 0.6272Epoch 18: D Accuracy = 0.6149 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2899 - g_loss: 0.9656 - d_accuracy: 0.6268 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2714 - g_loss: 0.9735 - d_accuracy: 0.6370Epoch 19: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2703 - g_loss: 0.9733 - d_accuracy: 0.6393 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2783 - g_loss: 0.9904 - d_accuracy: 0.6308Epoch 20: D Accuracy = 0.6419 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2777 - g_loss: 0.9936 - d_accuracy: 0.6312 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2639 - g_loss: 0.9958 - d_accuracy: 0.6423Epoch 21: D Accuracy = 0.6419 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2635 - g_loss: 0.9954 - d_accuracy: 0.6423 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2572 - g_loss: 1.0057 - d_accuracy: 0.6512Epoch 22: D Accuracy = 0.6216 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2597 - g_loss: 1.0056 - d_accuracy: 0.6501 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2365 - g_loss: 1.0141 - d_accuracy: 0.6637Epoch 23: D Accuracy = 0.6689 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2359 - g_loss: 1.0134 - d_accuracy: 0.6639 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2180 - g_loss: 1.0449 - d_accuracy: 0.6748Epoch 24: D Accuracy = 0.6419 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2185 - g_loss: 1.0470 - d_accuracy: 0.6736 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2168 - g_loss: 1.0603 - d_accuracy: 0.6776Epoch 25: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2177 - g_loss: 1.0646 - d_accuracy: 0.6770 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0578 - d_accuracy: 0.6842Epoch 26: D Accuracy = 0.6689 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2078 - g_loss: 1.0557 - d_accuracy: 0.6837 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2151 - g_loss: 1.0657 - d_accuracy: 0.6794Epoch 27: D Accuracy = 0.6689 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2155 - g_loss: 1.0656 - d_accuracy: 0.6791 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2151 - g_loss: 1.0793 - d_accuracy: 0.6776Epoch 28: D Accuracy = 0.7568 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2115 - g_loss: 1.0781 - d_accuracy: 0.6804 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2302 - g_loss: 1.0634 - d_accuracy: 0.6655Epoch 29: D Accuracy = 0.6351 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2305 - g_loss: 1.0637 - d_accuracy: 0.6644
Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 1.0510 - d_accuracy: 0.6619Epoch 30: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2394 - g_loss: 1.0511 - d_accuracy: 0.6624 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2416 - g_loss: 1.0459 - d_accuracy: 0.6591Epoch 31: D Accuracy = 0.6824 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2412 - g_loss: 1.0453 - d_accuracy: 0.6599 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2376 - g_loss: 1.0519 - d_accuracy: 0.6602Epoch 32: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2361 - g_loss: 1.0523 - d_accuracy: 0.6613 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2443 - g_loss: 1.0401 - d_accuracy: 0.6599Epoch 33: D Accuracy = 0.6959 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2443 - g_loss: 1.0422 - d_accuracy: 0.6612 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2518 - g_loss: 1.0364 - d_accuracy: 0.6555Epoch 34: D Accuracy = 0.6486 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2502 - g_loss: 1.0414 - d_accuracy: 0.6553 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 1.0232 - d_accuracy: 0.6493Epoch 35: D Accuracy = 0.6959 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2608 - g_loss: 1.0219 - d_accuracy: 0.6510 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2570 - g_loss: 1.0247 - d_accuracy: 0.6440Epoch 36: D Accuracy = 0.5946 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2572 - g_loss: 1.0280 - d_accuracy: 0.6422 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2548 - g_loss: 1.0187 - d_accuracy: 0.6527Epoch 37: D Accuracy = 0.6959 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2509 - g_loss: 1.0217 - d_accuracy: 0.6542 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2722 - g_loss: 1.0091 - d_accuracy: 0.6373Epoch 38: D Accuracy = 0.5743 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2748 - g_loss: 1.0098 - d_accuracy: 0.6351 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2712 - g_loss: 0.9992 - d_accuracy: 0.6398Epoch 39: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2721 - g_loss: 0.9997 - d_accuracy: 0.6391 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9818 - d_accuracy: 0.6263Epoch 40: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2930 - g_loss: 0.9794 - d_accuracy: 0.6262 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2899 - g_loss: 0.9783 - d_accuracy: 0.6304Epoch 41: D Accuracy = 0.6351 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2905 - g_loss: 0.9763 - d_accuracy: 0.6306 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2760 - g_loss: 0.9879 - d_accuracy: 0.6373Epoch 42: D Accuracy = 0.6486 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2759 - g_loss: 0.9869 - d_accuracy: 0.6377 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9757 - d_accuracy: 0.6275Epoch 43: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2893 - g_loss: 0.9761 - d_accuracy: 0.6288 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9623 - d_accuracy: 0.6238Epoch 44: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2971 - g_loss: 0.9657 - d_accuracy: 0.6234 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2993 - g_loss: 0.9587 - d_accuracy: 0.6178Epoch 45: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2973 - g_loss: 0.9573 - d_accuracy: 0.6189 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2900 - g_loss: 0.9620 - d_accuracy: 0.6276Epoch 46: D Accuracy = 0.6284 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2890 - g_loss: 0.9642 - d_accuracy: 0.6276 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.9541 - d_accuracy: 0.6086Epoch 47: D Accuracy = 0.6014 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3094 - g_loss: 0.9527 - d_accuracy: 0.6084 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3159 - g_loss: 0.9401 - d_accuracy: 0.6037Epoch 48: D Accuracy = 0.5608 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3144 - g_loss: 0.9428 - d_accuracy: 0.6021 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3050 - g_loss: 0.9414 - d_accuracy: 0.6144Epoch 49: D Accuracy = 0.6622 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3038 - g_loss: 0.9411 - d_accuracy: 0.6161 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3064 - g_loss: 0.9469 - d_accuracy: 0.6142Epoch 50: D Accuracy = 0.6419 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3070 - g_loss: 0.9458 - d_accuracy: 0.6152 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3078 - g_loss: 0.9459 - d_accuracy: 0.6105Epoch 51: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3091 - g_loss: 0.9454 - d_accuracy: 0.6114 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.9298 - d_accuracy: 0.6054Epoch 52: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3174 - g_loss: 0.9309 - d_accuracy: 0.6065 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9399 - d_accuracy: 0.6131 Epoch 53: Generator loss improved from 0.8609 to 0.8524. Saving weights. Epoch 53: D Accuracy = 0.5743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3081 - g_loss: 0.9367 - d_accuracy: 0.6118 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3122 - g_loss: 0.9313 - d_accuracy: 0.6067Epoch 54: D Accuracy = 0.5676 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3124 - g_loss: 0.9325 - d_accuracy: 0.6053 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3074 - g_loss: 0.9260 - d_accuracy: 0.6078 Epoch 55: Generator loss improved from 0.8524 to 0.8009. Saving weights. Epoch 55: D Accuracy = 0.5743 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3076 - g_loss: 0.9216 - d_accuracy: 0.6066 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.9324 - d_accuracy: 0.5969Epoch 56: D Accuracy = 0.6284 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3191 - g_loss: 0.9308 - d_accuracy: 0.5980 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3132 - g_loss: 0.9292 - d_accuracy: 0.6043Epoch 57: D Accuracy = 0.5541 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3151 - g_loss: 0.9277 - d_accuracy: 0.6025 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.9282 - d_accuracy: 0.6070Epoch 58: D Accuracy = 0.5878 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3121 - g_loss: 0.9272 - d_accuracy: 0.6063 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.9190 - d_accuracy: 0.6070Epoch 59: D Accuracy = 0.6419 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3142 - g_loss: 0.9183 - d_accuracy: 0.6082 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3152 - g_loss: 0.9184 - d_accuracy: 0.6019Epoch 60: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3141 - g_loss: 0.9162 - d_accuracy: 0.6041 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3133 - g_loss: 0.9227 - d_accuracy: 0.6073Epoch 61: D Accuracy = 0.6554 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3110 - g_loss: 0.9248 - d_accuracy: 0.6090
Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.9238 - d_accuracy: 0.6023Epoch 62: D Accuracy = 0.6486 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3133 - g_loss: 0.9256 - d_accuracy: 0.6039 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9232 - d_accuracy: 0.6014Epoch 63: D Accuracy = 0.5743 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3137 - g_loss: 0.9207 - d_accuracy: 0.6005 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.9255 - d_accuracy: 0.6113Epoch 64: D Accuracy = 0.5203 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3108 - g_loss: 0.9281 - d_accuracy: 0.6080 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.9095 - d_accuracy: 0.5953Epoch 65: D Accuracy = 0.5338 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3237 - g_loss: 0.9062 - d_accuracy: 0.5931 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3125 - g_loss: 0.9181 - d_accuracy: 0.6081Epoch 66: D Accuracy = 0.6284 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3125 - g_loss: 0.9174 - d_accuracy: 0.6088 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.9107 - d_accuracy: 0.5918Epoch 67: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3300 - g_loss: 0.9097 - d_accuracy: 0.5905 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.9087 - d_accuracy: 0.6004Epoch 68: D Accuracy = 0.6081 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3223 - g_loss: 0.9081 - d_accuracy: 0.6006 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3191 - g_loss: 0.9125 - d_accuracy: 0.5946Epoch 69: D Accuracy = 0.6014 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3177 - g_loss: 0.9130 - d_accuracy: 0.5949 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.9120 - d_accuracy: 0.5970Epoch 70: D Accuracy = 0.6216 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3194 - g_loss: 0.9105 - d_accuracy: 0.5978 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3218 - g_loss: 0.9154 - d_accuracy: 0.5905Epoch 71: D Accuracy = 0.5676 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3213 - g_loss: 0.9146 - d_accuracy: 0.5896 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3203 - g_loss: 0.9102 - d_accuracy: 0.5974Epoch 72: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3202 - g_loss: 0.9105 - d_accuracy: 0.5983 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.9024 - d_accuracy: 0.5817Epoch 73: D Accuracy = 0.6149 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3323 - g_loss: 0.9028 - d_accuracy: 0.5828 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.9126 - d_accuracy: 0.5968Epoch 74: D Accuracy = 0.5811 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3167 - g_loss: 0.9147 - d_accuracy: 0.5962 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.9033 - d_accuracy: 0.5917Epoch 75: D Accuracy = 0.5608 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3289 - g_loss: 0.9026 - d_accuracy: 0.5906 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3364 - g_loss: 0.8947 - d_accuracy: 0.5774Epoch 76: D Accuracy = 0.5541 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3370 - g_loss: 0.8919 - d_accuracy: 0.5765 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3423 - g_loss: 0.8901 - d_accuracy: 0.5772Epoch 77: D Accuracy = 0.5608 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3424 - g_loss: 0.8911 - d_accuracy: 0.5766 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3329 - g_loss: 0.8928 - d_accuracy: 0.5904Epoch 78: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3338 - g_loss: 0.8918 - d_accuracy: 0.5910 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.8957 - d_accuracy: 0.5859Epoch 79: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3293 - g_loss: 0.8952 - d_accuracy: 0.5867 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8994 - d_accuracy: 0.5918Epoch 80: D Accuracy = 0.5405 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3264 - g_loss: 0.8993 - d_accuracy: 0.5899 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8911 - d_accuracy: 0.5848Epoch 81: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3329 - g_loss: 0.8896 - d_accuracy: 0.5861 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8960 - d_accuracy: 0.5819Epoch 82: D Accuracy = 0.5405 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3324 - g_loss: 0.8976 - d_accuracy: 0.5805 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8917 - d_accuracy: 0.5873Epoch 83: D Accuracy = 0.5878 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3364 - g_loss: 0.8907 - d_accuracy: 0.5873 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3428 - g_loss: 0.8867 - d_accuracy: 0.5789Epoch 84: D Accuracy = 0.5135 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3445 - g_loss: 0.8845 - d_accuracy: 0.5766 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3412 - g_loss: 0.8839 - d_accuracy: 0.5755Epoch 85: D Accuracy = 0.5743 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3414 - g_loss: 0.8864 - d_accuracy: 0.5755 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3316 - g_loss: 0.8895 - d_accuracy: 0.5873Epoch 86: D Accuracy = 0.5135 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3344 - g_loss: 0.8879 - d_accuracy: 0.5847 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3424 - g_loss: 0.8841 - d_accuracy: 0.5759Epoch 87: D Accuracy = 0.5676 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3426 - g_loss: 0.8859 - d_accuracy: 0.5756 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8853 - d_accuracy: 0.5821Epoch 88: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3352 - g_loss: 0.8845 - d_accuracy: 0.5831 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3394 - g_loss: 0.8857 - d_accuracy: 0.5783Epoch 89: D Accuracy = 0.5135 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3409 - g_loss: 0.8865 - d_accuracy: 0.5760 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8801 - d_accuracy: 0.5771 Epoch 90: Generator loss improved from 0.8009 to 0.7933. Saving weights. Epoch 90: D Accuracy = 0.5743 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3383 - g_loss: 0.8770 - d_accuracy: 0.5770 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3375 - g_loss: 0.8860 - d_accuracy: 0.5711Epoch 91: D Accuracy = 0.5135 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3389 - g_loss: 0.8843 - d_accuracy: 0.5690 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.8841 - d_accuracy: 0.5892Epoch 92: D Accuracy = 0.6892 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3287 - g_loss: 0.8847 - d_accuracy: 0.5928 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8817 - d_accuracy: 0.5801Epoch 93: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3352 - g_loss: 0.8812 - d_accuracy: 0.5819
Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8854 - d_accuracy: 0.5784Epoch 94: D Accuracy = 0.6014 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3325 - g_loss: 0.8845 - d_accuracy: 0.5792 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8785 - d_accuracy: 0.5813Epoch 95: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3382 - g_loss: 0.8797 - d_accuracy: 0.5830 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3412 - g_loss: 0.8791 - d_accuracy: 0.5709Epoch 96: D Accuracy = 0.5473 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3412 - g_loss: 0.8792 - d_accuracy: 0.5701 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8756 - d_accuracy: 0.5718Epoch 97: D Accuracy = 0.5676 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3426 - g_loss: 0.8788 - d_accuracy: 0.5717 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8764 - d_accuracy: 0.5708Epoch 98: D Accuracy = 0.5878 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3413 - g_loss: 0.8768 - d_accuracy: 0.5714 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8789 - d_accuracy: 0.5717Epoch 99: D Accuracy = 0.5338 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3390 - g_loss: 0.8787 - d_accuracy: 0.5704 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3413 - g_loss: 0.8797 - d_accuracy: 0.5696 Class 7 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.5270 27/27 [==============================] - 1s 49ms/step - d_loss: 1.3430 - g_loss: 0.8818 - d_accuracy: 0.5681 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3382 - g_loss: 0.8778 - d_accuracy: 0.5789Epoch 101: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3377 - g_loss: 0.8768 - d_accuracy: 0.5800 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3448 - g_loss: 0.8751 - d_accuracy: 0.5682Epoch 102: D Accuracy = 0.5405 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3454 - g_loss: 0.8742 - d_accuracy: 0.5672 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8760 - d_accuracy: 0.5751Epoch 103: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3364 - g_loss: 0.8765 - d_accuracy: 0.5758 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3386 - g_loss: 0.8767 - d_accuracy: 0.5738Epoch 104: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3382 - g_loss: 0.8762 - d_accuracy: 0.5757 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8783 - d_accuracy: 0.5760Epoch 105: D Accuracy = 0.5135 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3374 - g_loss: 0.8761 - d_accuracy: 0.5738 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8756 - d_accuracy: 0.5744Epoch 106: D Accuracy = 0.5946 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3348 - g_loss: 0.8763 - d_accuracy: 0.5751 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3427 - g_loss: 0.8722 - d_accuracy: 0.5754Epoch 107: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3416 - g_loss: 0.8722 - d_accuracy: 0.5773 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3422 - g_loss: 0.8729 - d_accuracy: 0.5723Epoch 108: D Accuracy = 0.7095 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3395 - g_loss: 0.8736 - d_accuracy: 0.5772 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3383 - g_loss: 0.8749 - d_accuracy: 0.5728Epoch 109: D Accuracy = 0.5743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3377 - g_loss: 0.8748 - d_accuracy: 0.5728 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8749 - d_accuracy: 0.5684Epoch 110: D Accuracy = 0.5068 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3478 - g_loss: 0.8734 - d_accuracy: 0.5662 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3355 - g_loss: 0.8750 - d_accuracy: 0.5771Epoch 111: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3352 - g_loss: 0.8725 - d_accuracy: 0.5778 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8763 - d_accuracy: 0.5778Epoch 112: D Accuracy = 0.5878 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3410 - g_loss: 0.8768 - d_accuracy: 0.5781 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3391 - g_loss: 0.8739 - d_accuracy: 0.5698Epoch 113: D Accuracy = 0.5338 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3394 - g_loss: 0.8727 - d_accuracy: 0.5685 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8762 - d_accuracy: 0.5744Epoch 114: D Accuracy = 0.5743 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3373 - g_loss: 0.8772 - d_accuracy: 0.5744 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3384 - g_loss: 0.8742 - d_accuracy: 0.5766Epoch 115: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3377 - g_loss: 0.8732 - d_accuracy: 0.5782 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3331 - g_loss: 0.8776 - d_accuracy: 0.5852Epoch 116: D Accuracy = 0.5743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3337 - g_loss: 0.8763 - d_accuracy: 0.5848 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8789 - d_accuracy: 0.5844Epoch 117: D Accuracy = 0.5338 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3322 - g_loss: 0.8789 - d_accuracy: 0.5826 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3380 - g_loss: 0.8751 - d_accuracy: 0.5741Epoch 118: D Accuracy = 0.5878 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3374 - g_loss: 0.8750 - d_accuracy: 0.5746 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3350 - g_loss: 0.8769 - d_accuracy: 0.5827Epoch 119: D Accuracy = 0.5878 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3357 - g_loss: 0.8782 - d_accuracy: 0.5829 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3419 - g_loss: 0.8691 - d_accuracy: 0.5699Epoch 120: D Accuracy = 0.5743 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3421 - g_loss: 0.8664 - d_accuracy: 0.5700 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8771 - d_accuracy: 0.5801Epoch 121: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3361 - g_loss: 0.8771 - d_accuracy: 0.5801 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8745 - d_accuracy: 0.5773Epoch 122: D Accuracy = 0.5473 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3384 - g_loss: 0.8753 - d_accuracy: 0.5762 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8731 - d_accuracy: 0.5762Epoch 123: D Accuracy = 0.5541 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3382 - g_loss: 0.8730 - d_accuracy: 0.5754 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8718 - d_accuracy: 0.5722Epoch 124: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3350 - g_loss: 0.8696 - d_accuracy: 0.5730 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8721 - d_accuracy: 0.5709Epoch 125: D Accuracy = 0.5676 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3400 - g_loss: 0.8708 - d_accuracy: 0.5708 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3307 - g_loss: 0.8780 - d_accuracy: 0.5800Epoch 126: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3302 - g_loss: 0.8788 - d_accuracy: 0.5810 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3392 - g_loss: 0.8734 - d_accuracy: 0.5728Epoch 127: D Accuracy = 0.5676 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3402 - g_loss: 0.8727 - d_accuracy: 0.5726 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3422 - g_loss: 0.8669 - d_accuracy: 0.5687Epoch 128: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3402 - g_loss: 0.8679 - d_accuracy: 0.5706 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8764 - d_accuracy: 0.5739Epoch 129: D Accuracy = 0.5608 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3388 - g_loss: 0.8753 - d_accuracy: 0.5734 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3346 - g_loss: 0.8760 - d_accuracy: 0.5764Epoch 130: D Accuracy = 0.5676 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3345 - g_loss: 0.8762 - d_accuracy: 0.5761 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3318 - g_loss: 0.8781 - d_accuracy: 0.5834Epoch 131: D Accuracy = 0.5405 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3331 - g_loss: 0.8775 - d_accuracy: 0.5819 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8713 - d_accuracy: 0.5840Epoch 132: D Accuracy = 0.5878 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3332 - g_loss: 0.8704 - d_accuracy: 0.5841 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8684 - d_accuracy: 0.5716Epoch 133: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3373 - g_loss: 0.8686 - d_accuracy: 0.5729 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8768 - d_accuracy: 0.5687Epoch 134: D Accuracy = 0.5541 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3366 - g_loss: 0.8805 - d_accuracy: 0.5682 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8778 - d_accuracy: 0.5850Epoch 135: D Accuracy = 0.6419 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3288 - g_loss: 0.8781 - d_accuracy: 0.5870 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.8741 - d_accuracy: 0.5768Epoch 136: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3347 - g_loss: 0.8745 - d_accuracy: 0.5769 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8699 - d_accuracy: 0.5790Epoch 137: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3360 - g_loss: 0.8684 - d_accuracy: 0.5807 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.8784 - d_accuracy: 0.5753Epoch 138: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3347 - g_loss: 0.8792 - d_accuracy: 0.5755 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.8750 - d_accuracy: 0.5804Epoch 139: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3299 - g_loss: 0.8738 - d_accuracy: 0.5776 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3308 - g_loss: 0.8780 - d_accuracy: 0.5846Epoch 140: D Accuracy = 0.5743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3313 - g_loss: 0.8753 - d_accuracy: 0.5843 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3423 - g_loss: 0.8723 - d_accuracy: 0.5669Epoch 141: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3405 - g_loss: 0.8742 - d_accuracy: 0.5688 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8760 - d_accuracy: 0.5737Epoch 142: D Accuracy = 0.5338 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3331 - g_loss: 0.8770 - d_accuracy: 0.5723 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8737 - d_accuracy: 0.5728Epoch 143: D Accuracy = 0.5878 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3337 - g_loss: 0.8751 - d_accuracy: 0.5734 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3332 - g_loss: 0.8721 - d_accuracy: 0.5771Epoch 144: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3327 - g_loss: 0.8693 - d_accuracy: 0.5782 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8782 - d_accuracy: 0.5743Epoch 145: D Accuracy = 0.5878 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3380 - g_loss: 0.8782 - d_accuracy: 0.5748 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3298 - g_loss: 0.8797 - d_accuracy: 0.5805Epoch 146: D Accuracy = 0.5135 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3312 - g_loss: 0.8817 - d_accuracy: 0.5781 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8706 - d_accuracy: 0.5786Epoch 147: D Accuracy = 0.5203 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3382 - g_loss: 0.8684 - d_accuracy: 0.5765 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3438 - g_loss: 0.8653 - d_accuracy: 0.5676Epoch 148: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3438 - g_loss: 0.8655 - d_accuracy: 0.5686 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3274 - g_loss: 0.8781 - d_accuracy: 0.5785 Epoch 149: Generator loss improved from 0.7933 to 0.7594. Saving weights. Epoch 149: D Accuracy = 0.5608 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3290 - g_loss: 0.8739 - d_accuracy: 0.5779 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8780 - d_accuracy: 0.5713Epoch 150: D Accuracy = 0.5608 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3367 - g_loss: 0.8783 - d_accuracy: 0.5709 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8708 - d_accuracy: 0.5706Epoch 151: D Accuracy = 0.5338 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3375 - g_loss: 0.8709 - d_accuracy: 0.5692 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3415 - g_loss: 0.8669 - d_accuracy: 0.5643Epoch 152: D Accuracy = 0.4865 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3435 - g_loss: 0.8652 - d_accuracy: 0.5615 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8696 - d_accuracy: 0.5774Epoch 153: D Accuracy = 0.5541 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3344 - g_loss: 0.8684 - d_accuracy: 0.5765 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8716 - d_accuracy: 0.5720Epoch 154: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3350 - g_loss: 0.8721 - d_accuracy: 0.5742 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8816 - d_accuracy: 0.5847Epoch 155: D Accuracy = 0.5473 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3273 - g_loss: 0.8813 - d_accuracy: 0.5833 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8746 - d_accuracy: 0.5776Epoch 156: D Accuracy = 0.5473 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3353 - g_loss: 0.8719 - d_accuracy: 0.5765 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3282 - g_loss: 0.8806 - d_accuracy: 0.5794Epoch 157: D Accuracy = 0.5473 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3298 - g_loss: 0.8788 - d_accuracy: 0.5783 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3346 - g_loss: 0.8716 - d_accuracy: 0.5737Epoch 158: D Accuracy = 0.5405 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3357 - g_loss: 0.8701 - d_accuracy: 0.5725 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3252 - g_loss: 0.8824 - d_accuracy: 0.5917Epoch 159: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3250 - g_loss: 0.8840 - d_accuracy: 0.5928 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8804 - d_accuracy: 0.5884Epoch 160: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3246 - g_loss: 0.8814 - d_accuracy: 0.5871 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3263 - g_loss: 0.8765 - d_accuracy: 0.5856Epoch 161: D Accuracy = 0.6419 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3264 - g_loss: 0.8758 - d_accuracy: 0.5876 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3252 - g_loss: 0.8807 - d_accuracy: 0.5826Epoch 162: D Accuracy = 0.6014 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3253 - g_loss: 0.8806 - d_accuracy: 0.5833 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3305 - g_loss: 0.8798 - d_accuracy: 0.5771Epoch 163: D Accuracy = 0.5811 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3289 - g_loss: 0.8831 - d_accuracy: 0.5772
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3240 - g_loss: 0.8818 - d_accuracy: 0.5906Epoch 164: D Accuracy = 0.5608 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3244 - g_loss: 0.8807 - d_accuracy: 0.5896 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3261 - g_loss: 0.8807 - d_accuracy: 0.5838Epoch 165: D Accuracy = 0.5743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3266 - g_loss: 0.8791 - d_accuracy: 0.5834 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8756 - d_accuracy: 0.5811Epoch 166: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3274 - g_loss: 0.8740 - d_accuracy: 0.5802 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.8843 - d_accuracy: 0.5818Epoch 167: D Accuracy = 0.5405 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3287 - g_loss: 0.8849 - d_accuracy: 0.5803 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8832 - d_accuracy: 0.5793Epoch 168: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3248 - g_loss: 0.8830 - d_accuracy: 0.5806 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.8799 - d_accuracy: 0.5847Epoch 169: D Accuracy = 0.5338 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3253 - g_loss: 0.8791 - d_accuracy: 0.5829 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3271 - g_loss: 0.8777 - d_accuracy: 0.5803Epoch 170: D Accuracy = 0.5068 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3293 - g_loss: 0.8749 - d_accuracy: 0.5776 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8826 - d_accuracy: 0.5892Epoch 171: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3222 - g_loss: 0.8827 - d_accuracy: 0.5899 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.8822 - d_accuracy: 0.5925Epoch 172: D Accuracy = 0.6824 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3199 - g_loss: 0.8827 - d_accuracy: 0.5958 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8794 - d_accuracy: 0.5834Epoch 173: D Accuracy = 0.5608 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3279 - g_loss: 0.8780 - d_accuracy: 0.5826 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3221 - g_loss: 0.8830 - d_accuracy: 0.5841Epoch 174: D Accuracy = 0.5473 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3225 - g_loss: 0.8825 - d_accuracy: 0.5828 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3244 - g_loss: 0.8867 - d_accuracy: 0.5829Epoch 175: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3272 - g_loss: 0.8838 - d_accuracy: 0.5799 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.8801 - d_accuracy: 0.5903Epoch 176: D Accuracy = 0.6419 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3226 - g_loss: 0.8801 - d_accuracy: 0.5922 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3244 - g_loss: 0.8813 - d_accuracy: 0.5861Epoch 177: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3239 - g_loss: 0.8825 - d_accuracy: 0.5864 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.8890 - d_accuracy: 0.5884Epoch 178: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3212 - g_loss: 0.8905 - d_accuracy: 0.5891 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3206 - g_loss: 0.8851 - d_accuracy: 0.5911Epoch 179: D Accuracy = 0.5743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3208 - g_loss: 0.8848 - d_accuracy: 0.5905 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3226 - g_loss: 0.8857 - d_accuracy: 0.5871Epoch 180: D Accuracy = 0.5405 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3244 - g_loss: 0.8859 - d_accuracy: 0.5855 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3255 - g_loss: 0.8848 - d_accuracy: 0.5799Epoch 181: D Accuracy = 0.5878 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3253 - g_loss: 0.8840 - d_accuracy: 0.5802 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3255 - g_loss: 0.8830 - d_accuracy: 0.5800 Epoch 182: Generator loss improved from 0.7594 to 0.7540. Saving weights. Epoch 182: D Accuracy = 0.4189 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3293 - g_loss: 0.8784 - d_accuracy: 0.5743 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3253 - g_loss: 0.8869 - d_accuracy: 0.5822Epoch 183: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3257 - g_loss: 0.8846 - d_accuracy: 0.5811 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8891 - d_accuracy: 0.5949Epoch 184: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3211 - g_loss: 0.8883 - d_accuracy: 0.5949 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.8880 - d_accuracy: 0.5917Epoch 185: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3163 - g_loss: 0.8875 - d_accuracy: 0.5928 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8892 - d_accuracy: 0.5884Epoch 186: D Accuracy = 0.6419 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3205 - g_loss: 0.8896 - d_accuracy: 0.5904 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3159 - g_loss: 0.8905 - d_accuracy: 0.5981Epoch 187: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3157 - g_loss: 0.8898 - d_accuracy: 0.5974 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3086 - g_loss: 0.8943 - d_accuracy: 0.5999Epoch 188: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3085 - g_loss: 0.8947 - d_accuracy: 0.6002 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.8836 - d_accuracy: 0.5915Epoch 189: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3263 - g_loss: 0.8840 - d_accuracy: 0.5923 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3144 - g_loss: 0.8910 - d_accuracy: 0.5961Epoch 190: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3127 - g_loss: 0.8930 - d_accuracy: 0.5970 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.8867 - d_accuracy: 0.5882Epoch 191: D Accuracy = 0.5405 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3228 - g_loss: 0.8868 - d_accuracy: 0.5865 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.8874 - d_accuracy: 0.5880Epoch 192: D Accuracy = 0.5203 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3188 - g_loss: 0.8869 - d_accuracy: 0.5856 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3238 - g_loss: 0.8829 - d_accuracy: 0.5830Epoch 193: D Accuracy = 0.5541 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3255 - g_loss: 0.8804 - d_accuracy: 0.5820 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3219 - g_loss: 0.8891 - d_accuracy: 0.5860Epoch 194: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3210 - g_loss: 0.8884 - d_accuracy: 0.5868 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3208 - g_loss: 0.8896 - d_accuracy: 0.5901Epoch 195: D Accuracy = 0.6622 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3185 - g_loss: 0.8936 - d_accuracy: 0.5926
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.8978 - d_accuracy: 0.5991Epoch 196: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3087 - g_loss: 0.8961 - d_accuracy: 0.5994 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3199 - g_loss: 0.8869 - d_accuracy: 0.5923Epoch 197: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3199 - g_loss: 0.8856 - d_accuracy: 0.5909 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3181 - g_loss: 0.8888 - d_accuracy: 0.5926Epoch 198: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3182 - g_loss: 0.8897 - d_accuracy: 0.5927 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.8907 - d_accuracy: 0.5952Epoch 199: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3097 - g_loss: 0.8914 - d_accuracy: 0.5962 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.8934 - d_accuracy: 0.6018 Class 7 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.6081 27/27 [==============================] - 1s 41ms/step - d_loss: 1.3092 - g_loss: 0.8965 - d_accuracy: 0.6020 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.8865 - d_accuracy: 0.5922Epoch 201: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.8879 - d_accuracy: 0.5923 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3095 - g_loss: 0.8962 - d_accuracy: 0.5949Epoch 202: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3085 - g_loss: 0.8974 - d_accuracy: 0.5961 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.8938 - d_accuracy: 0.5915Epoch 203: D Accuracy = 0.5608 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3175 - g_loss: 0.8952 - d_accuracy: 0.5904 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3170 - g_loss: 0.8906 - d_accuracy: 0.5916Epoch 204: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3161 - g_loss: 0.8921 - d_accuracy: 0.5917 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8883 - d_accuracy: 0.5883Epoch 205: D Accuracy = 0.5743 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3176 - g_loss: 0.8856 - d_accuracy: 0.5878 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.8912 - d_accuracy: 0.5919Epoch 206: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3136 - g_loss: 0.8910 - d_accuracy: 0.5930 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.8922 - d_accuracy: 0.5940Epoch 207: D Accuracy = 0.5608 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3181 - g_loss: 0.8924 - d_accuracy: 0.5928 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3139 - g_loss: 0.8916 - d_accuracy: 0.5986Epoch 208: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3147 - g_loss: 0.8881 - d_accuracy: 0.5984 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.8970 - d_accuracy: 0.5881Epoch 209: D Accuracy = 0.5743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.8978 - d_accuracy: 0.5876 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3162 - g_loss: 0.8894 - d_accuracy: 0.5961Epoch 210: D Accuracy = 0.5473 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3179 - g_loss: 0.8898 - d_accuracy: 0.5943 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.8884 - d_accuracy: 0.5872Epoch 211: D Accuracy = 0.5811 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3200 - g_loss: 0.8885 - d_accuracy: 0.5870 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.8924 - d_accuracy: 0.5898Epoch 212: D Accuracy = 0.5811 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3173 - g_loss: 0.8947 - d_accuracy: 0.5895 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3111 - g_loss: 0.8925 - d_accuracy: 0.5965Epoch 213: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3103 - g_loss: 0.8920 - d_accuracy: 0.5976 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3074 - g_loss: 0.8978 - d_accuracy: 0.6012Epoch 214: D Accuracy = 0.6149 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3073 - g_loss: 0.8960 - d_accuracy: 0.6017 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3113 - g_loss: 0.9002 - d_accuracy: 0.5995Epoch 215: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3099 - g_loss: 0.9016 - d_accuracy: 0.5988 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.8901 - d_accuracy: 0.5990Epoch 216: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3179 - g_loss: 0.8868 - d_accuracy: 0.6013 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3170 - g_loss: 0.8947 - d_accuracy: 0.5909Epoch 217: D Accuracy = 0.5743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3164 - g_loss: 0.8959 - d_accuracy: 0.5903 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.8965 - d_accuracy: 0.6030Epoch 218: D Accuracy = 0.5203 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3117 - g_loss: 0.8946 - d_accuracy: 0.6001 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3139 - g_loss: 0.8912 - d_accuracy: 0.5930Epoch 219: D Accuracy = 0.5878 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3145 - g_loss: 0.8914 - d_accuracy: 0.5928 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8889 - d_accuracy: 0.5916Epoch 220: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3213 - g_loss: 0.8888 - d_accuracy: 0.5917 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.8965 - d_accuracy: 0.6025Epoch 221: D Accuracy = 0.5946 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3099 - g_loss: 0.8972 - d_accuracy: 0.6022 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.8949 - d_accuracy: 0.5911Epoch 222: D Accuracy = 0.5405 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3183 - g_loss: 0.8916 - d_accuracy: 0.5893 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.8919 - d_accuracy: 0.5901Epoch 223: D Accuracy = 0.6014 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3160 - g_loss: 0.8934 - d_accuracy: 0.5905 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.8994 - d_accuracy: 0.6046Epoch 224: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3064 - g_loss: 0.8971 - d_accuracy: 0.6081 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3070 - g_loss: 0.9003 - d_accuracy: 0.6030Epoch 225: D Accuracy = 0.5743 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3081 - g_loss: 0.8971 - d_accuracy: 0.6020 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.8997 - d_accuracy: 0.5948Epoch 226: D Accuracy = 0.5608 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3128 - g_loss: 0.8995 - d_accuracy: 0.5936 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.8911 - d_accuracy: 0.5994Epoch 227: D Accuracy = 0.6014 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3133 - g_loss: 0.8890 - d_accuracy: 0.5995 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3074 - g_loss: 0.9019 - d_accuracy: 0.5941Epoch 228: D Accuracy = 0.4932 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3092 - g_loss: 0.9004 - d_accuracy: 0.5905 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9010 - d_accuracy: 0.6075Epoch 229: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3045 - g_loss: 0.9004 - d_accuracy: 0.6065 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9020 - d_accuracy: 0.6021Epoch 230: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3083 - g_loss: 0.9031 - d_accuracy: 0.6014 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3125 - g_loss: 0.8979 - d_accuracy: 0.6000Epoch 231: D Accuracy = 0.5135 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3161 - g_loss: 0.8991 - d_accuracy: 0.5969 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.8992 - d_accuracy: 0.5942Epoch 232: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3061 - g_loss: 0.9006 - d_accuracy: 0.5954 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.8936 - d_accuracy: 0.5971Epoch 233: D Accuracy = 0.6014 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3134 - g_loss: 0.8962 - d_accuracy: 0.5972 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3133 - g_loss: 0.8931 - d_accuracy: 0.5960Epoch 234: D Accuracy = 0.5338 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3146 - g_loss: 0.8947 - d_accuracy: 0.5938 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.8922 - d_accuracy: 0.5925Epoch 235: D Accuracy = 0.5473 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3161 - g_loss: 0.8914 - d_accuracy: 0.5909 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9005 - d_accuracy: 0.5972Epoch 236: D Accuracy = 0.6554 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3050 - g_loss: 0.8993 - d_accuracy: 0.5993 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3048 - g_loss: 0.9021 - d_accuracy: 0.6010Epoch 237: D Accuracy = 0.6419 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3035 - g_loss: 0.9039 - d_accuracy: 0.6025 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9052 - d_accuracy: 0.5986Epoch 238: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3031 - g_loss: 0.9067 - d_accuracy: 0.5980 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9061 - d_accuracy: 0.6168Epoch 239: D Accuracy = 0.6486 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2967 - g_loss: 0.9060 - d_accuracy: 0.6179 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3041 - g_loss: 0.9022 - d_accuracy: 0.6021Epoch 240: D Accuracy = 0.6824 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3016 - g_loss: 0.9034 - d_accuracy: 0.6050 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3087 - g_loss: 0.9008 - d_accuracy: 0.5946Epoch 241: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3073 - g_loss: 0.8994 - d_accuracy: 0.5958 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9047 - d_accuracy: 0.6023Epoch 242: D Accuracy = 0.6554 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3050 - g_loss: 0.9018 - d_accuracy: 0.6042 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.9027 - d_accuracy: 0.6006Epoch 243: D Accuracy = 0.5878 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3043 - g_loss: 0.8996 - d_accuracy: 0.6002 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3118 - g_loss: 0.8965 - d_accuracy: 0.5973Epoch 244: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.8948 - d_accuracy: 0.5979 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9022 - d_accuracy: 0.5935Epoch 245: D Accuracy = 0.5473 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3129 - g_loss: 0.9007 - d_accuracy: 0.5918 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.8987 - d_accuracy: 0.6038Epoch 246: D Accuracy = 0.6216 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3079 - g_loss: 0.8984 - d_accuracy: 0.6044 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3071 - g_loss: 0.8992 - d_accuracy: 0.5978Epoch 247: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3064 - g_loss: 0.9000 - d_accuracy: 0.5972 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9081 - d_accuracy: 0.6031Epoch 248: D Accuracy = 0.5338 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9109 - d_accuracy: 0.6006 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2954 - g_loss: 0.9091 - d_accuracy: 0.6184Epoch 249: D Accuracy = 0.6149 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2966 - g_loss: 0.9095 - d_accuracy: 0.6183 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.9033 - d_accuracy: 0.6010Epoch 250: D Accuracy = 0.6014 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3064 - g_loss: 0.9004 - d_accuracy: 0.6010 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9065 - d_accuracy: 0.6124Epoch 251: D Accuracy = 0.5743 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2983 - g_loss: 0.9065 - d_accuracy: 0.6111 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2973 - g_loss: 0.9109 - d_accuracy: 0.6107Epoch 252: D Accuracy = 0.5878 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2965 - g_loss: 0.9136 - d_accuracy: 0.6099 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9031 - d_accuracy: 0.6008Epoch 253: D Accuracy = 0.5811 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3035 - g_loss: 0.9030 - d_accuracy: 0.6001 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9030 - d_accuracy: 0.5967Epoch 254: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3042 - g_loss: 0.9014 - d_accuracy: 0.5966 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3031 - g_loss: 0.9059 - d_accuracy: 0.6052Epoch 255: D Accuracy = 0.5878 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3034 - g_loss: 0.9081 - d_accuracy: 0.6046 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9042 - d_accuracy: 0.6059Epoch 256: D Accuracy = 0.5270 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3030 - g_loss: 0.9044 - d_accuracy: 0.6031 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9042 - d_accuracy: 0.6105Epoch 257: D Accuracy = 0.6284 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3019 - g_loss: 0.9052 - d_accuracy: 0.6112 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9110 - d_accuracy: 0.6027Epoch 258: D Accuracy = 0.6014 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3028 - g_loss: 0.9127 - d_accuracy: 0.6027 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2955 - g_loss: 0.9130 - d_accuracy: 0.6151Epoch 259: D Accuracy = 0.6689 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2945 - g_loss: 0.9119 - d_accuracy: 0.6170 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2982 - g_loss: 0.9122 - d_accuracy: 0.6071Epoch 260: D Accuracy = 0.6351 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2976 - g_loss: 0.9130 - d_accuracy: 0.6081 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9189 - d_accuracy: 0.6180Epoch 261: D Accuracy = 0.6014 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2893 - g_loss: 0.9175 - d_accuracy: 0.6175 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9114 - d_accuracy: 0.6100Epoch 262: D Accuracy = 0.7095 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2995 - g_loss: 0.9132 - d_accuracy: 0.6136 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3039 - g_loss: 0.9073 - d_accuracy: 0.6110Epoch 263: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3040 - g_loss: 0.9059 - d_accuracy: 0.6114
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2961 - g_loss: 0.9148 - d_accuracy: 0.6054Epoch 264: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2943 - g_loss: 0.9169 - d_accuracy: 0.6057 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2961 - g_loss: 0.9142 - d_accuracy: 0.6078Epoch 265: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2960 - g_loss: 0.9154 - d_accuracy: 0.6085 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2948 - g_loss: 0.9111 - d_accuracy: 0.6123Epoch 266: D Accuracy = 0.6419 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2945 - g_loss: 0.9110 - d_accuracy: 0.6134 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9087 - d_accuracy: 0.6120Epoch 267: D Accuracy = 0.6419 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3000 - g_loss: 0.9082 - d_accuracy: 0.6131 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2850 - g_loss: 0.9196 - d_accuracy: 0.6200Epoch 268: D Accuracy = 0.5878 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2854 - g_loss: 0.9189 - d_accuracy: 0.6189 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2891 - g_loss: 0.9193 - d_accuracy: 0.6190Epoch 269: D Accuracy = 0.6149 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2885 - g_loss: 0.9199 - d_accuracy: 0.6188 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9234 - d_accuracy: 0.6149Epoch 270: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2870 - g_loss: 0.9256 - d_accuracy: 0.6142 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2929 - g_loss: 0.9152 - d_accuracy: 0.6151Epoch 271: D Accuracy = 0.5878 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2944 - g_loss: 0.9154 - d_accuracy: 0.6141 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9128 - d_accuracy: 0.6092Epoch 272: D Accuracy = 0.6351 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2975 - g_loss: 0.9116 - d_accuracy: 0.6101 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 0.9143 - d_accuracy: 0.6053Epoch 273: D Accuracy = 0.6014 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2980 - g_loss: 0.9159 - d_accuracy: 0.6052 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9114 - d_accuracy: 0.6156Epoch 274: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2980 - g_loss: 0.9081 - d_accuracy: 0.6160 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2874 - g_loss: 0.9260 - d_accuracy: 0.6172Epoch 275: D Accuracy = 0.5541 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2880 - g_loss: 0.9248 - d_accuracy: 0.6149 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9091 - d_accuracy: 0.6111Epoch 276: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2973 - g_loss: 0.9108 - d_accuracy: 0.6110 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2895 - g_loss: 0.9196 - d_accuracy: 0.6126Epoch 277: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2909 - g_loss: 0.9175 - d_accuracy: 0.6129 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2959 - g_loss: 0.9149 - d_accuracy: 0.6128Epoch 278: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2966 - g_loss: 0.9140 - d_accuracy: 0.6128 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2981 - g_loss: 0.9139 - d_accuracy: 0.6113Epoch 279: D Accuracy = 0.5878 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2986 - g_loss: 0.9142 - d_accuracy: 0.6105 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2936 - g_loss: 0.9179 - d_accuracy: 0.6170Epoch 280: D Accuracy = 0.5878 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2938 - g_loss: 0.9187 - d_accuracy: 0.6159 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2882 - g_loss: 0.9183 - d_accuracy: 0.6161Epoch 281: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2880 - g_loss: 0.9194 - d_accuracy: 0.6158 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9208 - d_accuracy: 0.6115Epoch 282: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2907 - g_loss: 0.9228 - d_accuracy: 0.6133 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2895 - g_loss: 0.9166 - d_accuracy: 0.6198Epoch 283: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2898 - g_loss: 0.9143 - d_accuracy: 0.6208 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2966 - g_loss: 0.9157 - d_accuracy: 0.6078Epoch 284: D Accuracy = 0.5743 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2975 - g_loss: 0.9182 - d_accuracy: 0.6066 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2807 - g_loss: 0.9206 - d_accuracy: 0.6292Epoch 285: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2791 - g_loss: 0.9222 - d_accuracy: 0.6309 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2918 - g_loss: 0.9224 - d_accuracy: 0.6114Epoch 286: D Accuracy = 0.6419 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2914 - g_loss: 0.9223 - d_accuracy: 0.6125 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2867 - g_loss: 0.9265 - d_accuracy: 0.6103Epoch 287: D Accuracy = 0.5878 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2870 - g_loss: 0.9282 - d_accuracy: 0.6095 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9194 - d_accuracy: 0.6213Epoch 288: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2859 - g_loss: 0.9167 - d_accuracy: 0.6213 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2873 - g_loss: 0.9244 - d_accuracy: 0.6150Epoch 289: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2864 - g_loss: 0.9256 - d_accuracy: 0.6162 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9230 - d_accuracy: 0.6251Epoch 290: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2769 - g_loss: 0.9235 - d_accuracy: 0.6283 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2906 - g_loss: 0.9188 - d_accuracy: 0.6177Epoch 291: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2904 - g_loss: 0.9201 - d_accuracy: 0.6174 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2933 - g_loss: 0.9155 - d_accuracy: 0.6176Epoch 292: D Accuracy = 0.6081 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2926 - g_loss: 0.9169 - d_accuracy: 0.6172 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2859 - g_loss: 0.9211 - d_accuracy: 0.6151Epoch 293: D Accuracy = 0.6351 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2838 - g_loss: 0.9228 - d_accuracy: 0.6158 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9279 - d_accuracy: 0.6199Epoch 294: D Accuracy = 0.5541 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2828 - g_loss: 0.9283 - d_accuracy: 0.6176 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2877 - g_loss: 0.9215 - d_accuracy: 0.6185Epoch 295: D Accuracy = 0.6554 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2869 - g_loss: 0.9220 - d_accuracy: 0.6198
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9281 - d_accuracy: 0.6199Epoch 296: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2853 - g_loss: 0.9288 - d_accuracy: 0.6219 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 0.9256 - d_accuracy: 0.6171Epoch 297: D Accuracy = 0.5405 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2857 - g_loss: 0.9247 - d_accuracy: 0.6144 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9164 - d_accuracy: 0.6067Epoch 298: D Accuracy = 0.5338 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2998 - g_loss: 0.9159 - d_accuracy: 0.6041 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2943 - g_loss: 0.9170 - d_accuracy: 0.6187Epoch 299: D Accuracy = 0.6081 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2949 - g_loss: 0.9148 - d_accuracy: 0.6184 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 0.9184 - d_accuracy: 0.6063 Class 7 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.6081 27/27 [==============================] - 1s 43ms/step - d_loss: 1.2966 - g_loss: 0.9198 - d_accuracy: 0.6064 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2822 - g_loss: 0.9248 - d_accuracy: 0.6235Epoch 301: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2829 - g_loss: 0.9244 - d_accuracy: 0.6237 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9320 - d_accuracy: 0.6198Epoch 302: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2804 - g_loss: 0.9310 - d_accuracy: 0.6189 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2862 - g_loss: 0.9264 - d_accuracy: 0.6162Epoch 303: D Accuracy = 0.6419 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2865 - g_loss: 0.9260 - d_accuracy: 0.6171 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9260 - d_accuracy: 0.6237Epoch 304: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2800 - g_loss: 0.9284 - d_accuracy: 0.6246 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2869 - g_loss: 0.9220 - d_accuracy: 0.6144Epoch 305: D Accuracy = 0.6284 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2858 - g_loss: 0.9215 - d_accuracy: 0.6149 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2836 - g_loss: 0.9278 - d_accuracy: 0.6199Epoch 306: D Accuracy = 0.6149 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2844 - g_loss: 0.9244 - d_accuracy: 0.6197 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9221 - d_accuracy: 0.6167Epoch 307: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2878 - g_loss: 0.9231 - d_accuracy: 0.6189 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2835 - g_loss: 0.9237 - d_accuracy: 0.6215Epoch 308: D Accuracy = 0.5473 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2850 - g_loss: 0.9219 - d_accuracy: 0.6189 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2821 - g_loss: 0.9324 - d_accuracy: 0.6234Epoch 309: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2817 - g_loss: 0.9348 - d_accuracy: 0.6234 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9280 - d_accuracy: 0.6225Epoch 310: D Accuracy = 0.5878 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2810 - g_loss: 0.9256 - d_accuracy: 0.6212 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2846 - g_loss: 0.9253 - d_accuracy: 0.6244Epoch 311: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2842 - g_loss: 0.9224 - d_accuracy: 0.6253 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9289 - d_accuracy: 0.6252Epoch 312: D Accuracy = 0.6419 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2787 - g_loss: 0.9254 - d_accuracy: 0.6258 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2805 - g_loss: 0.9385 - d_accuracy: 0.6193Epoch 313: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2811 - g_loss: 0.9362 - d_accuracy: 0.6189 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2755 - g_loss: 0.9376 - d_accuracy: 0.6276Epoch 314: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2759 - g_loss: 0.9387 - d_accuracy: 0.6274 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9380 - d_accuracy: 0.6314Epoch 315: D Accuracy = 0.6419 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2706 - g_loss: 0.9387 - d_accuracy: 0.6318 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2821 - g_loss: 0.9321 - d_accuracy: 0.6163Epoch 316: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2814 - g_loss: 0.9329 - d_accuracy: 0.6175 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9346 - d_accuracy: 0.6277Epoch 317: D Accuracy = 0.5608 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2766 - g_loss: 0.9341 - d_accuracy: 0.6253 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2720 - g_loss: 0.9335 - d_accuracy: 0.6344Epoch 318: D Accuracy = 0.6689 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2716 - g_loss: 0.9332 - d_accuracy: 0.6357 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2686 - g_loss: 0.9355 - d_accuracy: 0.6342Epoch 319: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2680 - g_loss: 0.9334 - d_accuracy: 0.6342 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2675 - g_loss: 0.9474 - d_accuracy: 0.6353Epoch 320: D Accuracy = 0.6486 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2673 - g_loss: 0.9488 - d_accuracy: 0.6358 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 0.9368 - d_accuracy: 0.6290Epoch 321: D Accuracy = 0.6284 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2740 - g_loss: 0.9383 - d_accuracy: 0.6290 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2731 - g_loss: 0.9424 - d_accuracy: 0.6316Epoch 322: D Accuracy = 0.6351 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2726 - g_loss: 0.9434 - d_accuracy: 0.6317 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2778 - g_loss: 0.9332 - d_accuracy: 0.6318Epoch 323: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2778 - g_loss: 0.9350 - d_accuracy: 0.6309 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2754 - g_loss: 0.9324 - d_accuracy: 0.6224Epoch 324: D Accuracy = 0.6014 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2751 - g_loss: 0.9321 - d_accuracy: 0.6216 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 0.9401 - d_accuracy: 0.6282Epoch 325: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2729 - g_loss: 0.9388 - d_accuracy: 0.6289 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2804 - g_loss: 0.9331 - d_accuracy: 0.6191Epoch 326: D Accuracy = 0.5878 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2801 - g_loss: 0.9340 - d_accuracy: 0.6180 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2689 - g_loss: 0.9418 - d_accuracy: 0.6331Epoch 327: D Accuracy = 0.6486 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2690 - g_loss: 0.9416 - d_accuracy: 0.6337 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2743 - g_loss: 0.9380 - d_accuracy: 0.6268Epoch 328: D Accuracy = 0.6689 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2734 - g_loss: 0.9392 - d_accuracy: 0.6283 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9372 - d_accuracy: 0.6325Epoch 329: D Accuracy = 0.6554 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2766 - g_loss: 0.9383 - d_accuracy: 0.6333 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2721 - g_loss: 0.9412 - d_accuracy: 0.6230Epoch 330: D Accuracy = 0.5878 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2736 - g_loss: 0.9420 - d_accuracy: 0.6218 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 0.9378 - d_accuracy: 0.6318Epoch 331: D Accuracy = 0.6554 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2731 - g_loss: 0.9365 - d_accuracy: 0.6326 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 0.9413 - d_accuracy: 0.6252Epoch 332: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2708 - g_loss: 0.9422 - d_accuracy: 0.6250 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2797 - g_loss: 0.9335 - d_accuracy: 0.6286Epoch 333: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2798 - g_loss: 0.9359 - d_accuracy: 0.6286 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9408 - d_accuracy: 0.6313Epoch 334: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2717 - g_loss: 0.9375 - d_accuracy: 0.6299 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2670 - g_loss: 0.9440 - d_accuracy: 0.6361Epoch 335: D Accuracy = 0.6014 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2678 - g_loss: 0.9434 - d_accuracy: 0.6349 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9396 - d_accuracy: 0.6255Epoch 336: D Accuracy = 0.5203 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2812 - g_loss: 0.9381 - d_accuracy: 0.6217 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9436 - d_accuracy: 0.6335Epoch 337: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2654 - g_loss: 0.9441 - d_accuracy: 0.6333 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2740 - g_loss: 0.9391 - d_accuracy: 0.6307Epoch 338: D Accuracy = 0.6351 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2755 - g_loss: 0.9369 - d_accuracy: 0.6309 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2736 - g_loss: 0.9404 - d_accuracy: 0.6287Epoch 339: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2725 - g_loss: 0.9401 - d_accuracy: 0.6299 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2611 - g_loss: 0.9469 - d_accuracy: 0.6411Epoch 340: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2595 - g_loss: 0.9448 - d_accuracy: 0.6447 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2686 - g_loss: 0.9463 - d_accuracy: 0.6332Epoch 341: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2693 - g_loss: 0.9431 - d_accuracy: 0.6348 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2747 - g_loss: 0.9439 - d_accuracy: 0.6303Epoch 342: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2742 - g_loss: 0.9478 - d_accuracy: 0.6305 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2673 - g_loss: 0.9461 - d_accuracy: 0.6338Epoch 343: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2661 - g_loss: 0.9482 - d_accuracy: 0.6334 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9469 - d_accuracy: 0.6380Epoch 344: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2733 - g_loss: 0.9472 - d_accuracy: 0.6375 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9519 - d_accuracy: 0.6359Epoch 345: D Accuracy = 0.6419 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2643 - g_loss: 0.9549 - d_accuracy: 0.6361 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2724 - g_loss: 0.9396 - d_accuracy: 0.6355Epoch 346: D Accuracy = 0.6892 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2714 - g_loss: 0.9381 - d_accuracy: 0.6374 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2714 - g_loss: 0.9461 - d_accuracy: 0.6313Epoch 347: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2693 - g_loss: 0.9480 - d_accuracy: 0.6343 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9498 - d_accuracy: 0.6317Epoch 348: D Accuracy = 0.5405 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2713 - g_loss: 0.9527 - d_accuracy: 0.6285 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2689 - g_loss: 0.9444 - d_accuracy: 0.6353Epoch 349: D Accuracy = 0.6959 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2681 - g_loss: 0.9435 - d_accuracy: 0.6375 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2640 - g_loss: 0.9501 - d_accuracy: 0.6386Epoch 350: D Accuracy = 0.6959 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2623 - g_loss: 0.9517 - d_accuracy: 0.6407 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2706 - g_loss: 0.9446 - d_accuracy: 0.6326Epoch 351: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2694 - g_loss: 0.9465 - d_accuracy: 0.6337 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2605 - g_loss: 0.9506 - d_accuracy: 0.6468Epoch 352: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2586 - g_loss: 0.9527 - d_accuracy: 0.6483 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9469 - d_accuracy: 0.6292Epoch 353: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2661 - g_loss: 0.9445 - d_accuracy: 0.6291 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2622 - g_loss: 0.9527 - d_accuracy: 0.6390Epoch 354: D Accuracy = 0.7095 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2600 - g_loss: 0.9563 - d_accuracy: 0.6415 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 0.9522 - d_accuracy: 0.6412Epoch 355: D Accuracy = 0.6554 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2571 - g_loss: 0.9523 - d_accuracy: 0.6417 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2646 - g_loss: 0.9519 - d_accuracy: 0.6354Epoch 356: D Accuracy = 0.6554 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2638 - g_loss: 0.9527 - d_accuracy: 0.6361 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9549 - d_accuracy: 0.6353Epoch 357: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2638 - g_loss: 0.9553 - d_accuracy: 0.6367 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2641 - g_loss: 0.9512 - d_accuracy: 0.6396Epoch 358: D Accuracy = 0.6554 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2639 - g_loss: 0.9512 - d_accuracy: 0.6401 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9571 - d_accuracy: 0.6422Epoch 359: D Accuracy = 0.6959 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2558 - g_loss: 0.9573 - d_accuracy: 0.6442 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2595 - g_loss: 0.9540 - d_accuracy: 0.6418Epoch 360: D Accuracy = 0.6419 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2590 - g_loss: 0.9537 - d_accuracy: 0.6418 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2628 - g_loss: 0.9563 - d_accuracy: 0.6282Epoch 361: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2612 - g_loss: 0.9567 - d_accuracy: 0.6289 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2671 - g_loss: 0.9481 - d_accuracy: 0.6333Epoch 362: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2660 - g_loss: 0.9463 - d_accuracy: 0.6344 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2586 - g_loss: 0.9582 - d_accuracy: 0.6417Epoch 363: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2585 - g_loss: 0.9601 - d_accuracy: 0.6407
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2623 - g_loss: 0.9540 - d_accuracy: 0.6338Epoch 364: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2635 - g_loss: 0.9565 - d_accuracy: 0.6319 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2577 - g_loss: 0.9543 - d_accuracy: 0.6429Epoch 365: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2570 - g_loss: 0.9541 - d_accuracy: 0.6436 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9503 - d_accuracy: 0.6417Epoch 366: D Accuracy = 0.6824 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2593 - g_loss: 0.9505 - d_accuracy: 0.6432 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9509 - d_accuracy: 0.6335Epoch 367: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2681 - g_loss: 0.9517 - d_accuracy: 0.6345 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2561 - g_loss: 0.9644 - d_accuracy: 0.6443Epoch 368: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2565 - g_loss: 0.9666 - d_accuracy: 0.6425 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2632 - g_loss: 0.9537 - d_accuracy: 0.6387Epoch 369: D Accuracy = 0.6351 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2641 - g_loss: 0.9529 - d_accuracy: 0.6386 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2572 - g_loss: 0.9628 - d_accuracy: 0.6384Epoch 370: D Accuracy = 0.6419 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2562 - g_loss: 0.9639 - d_accuracy: 0.6385 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2621 - g_loss: 0.9573 - d_accuracy: 0.6365Epoch 371: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2595 - g_loss: 0.9612 - d_accuracy: 0.6384 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2433 - g_loss: 0.9717 - d_accuracy: 0.6480Epoch 372: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2440 - g_loss: 0.9732 - d_accuracy: 0.6461 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 0.9543 - d_accuracy: 0.6369Epoch 373: D Accuracy = 0.6419 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2596 - g_loss: 0.9569 - d_accuracy: 0.6371 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2519 - g_loss: 0.9624 - d_accuracy: 0.6505Epoch 374: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2522 - g_loss: 0.9621 - d_accuracy: 0.6495 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2509 - g_loss: 0.9617 - d_accuracy: 0.6498Epoch 375: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2493 - g_loss: 0.9612 - d_accuracy: 0.6522 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2583 - g_loss: 0.9617 - d_accuracy: 0.6363Epoch 376: D Accuracy = 0.5676 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2607 - g_loss: 0.9595 - d_accuracy: 0.6339 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2503 - g_loss: 0.9667 - d_accuracy: 0.6475Epoch 377: D Accuracy = 0.6554 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2492 - g_loss: 0.9672 - d_accuracy: 0.6478 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2566 - g_loss: 0.9642 - d_accuracy: 0.6400Epoch 378: D Accuracy = 0.6554 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2565 - g_loss: 0.9646 - d_accuracy: 0.6406 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2447 - g_loss: 0.9708 - d_accuracy: 0.6508Epoch 379: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2435 - g_loss: 0.9721 - d_accuracy: 0.6507 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2471 - g_loss: 0.9698 - d_accuracy: 0.6485Epoch 380: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2464 - g_loss: 0.9689 - d_accuracy: 0.6480 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2508 - g_loss: 0.9714 - d_accuracy: 0.6417Epoch 381: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2516 - g_loss: 0.9718 - d_accuracy: 0.6405 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2568 - g_loss: 0.9580 - d_accuracy: 0.6430Epoch 382: D Accuracy = 0.6959 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2563 - g_loss: 0.9550 - d_accuracy: 0.6449 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2431 - g_loss: 0.9759 - d_accuracy: 0.6545Epoch 383: D Accuracy = 0.6351 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2433 - g_loss: 0.9758 - d_accuracy: 0.6538 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2531 - g_loss: 0.9672 - d_accuracy: 0.6453Epoch 384: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2543 - g_loss: 0.9725 - d_accuracy: 0.6435 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2502 - g_loss: 0.9658 - d_accuracy: 0.6454Epoch 385: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2522 - g_loss: 0.9651 - d_accuracy: 0.6431 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2587 - g_loss: 0.9633 - d_accuracy: 0.6379Epoch 386: D Accuracy = 0.5270 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2614 - g_loss: 0.9640 - d_accuracy: 0.6339 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2490 - g_loss: 0.9718 - d_accuracy: 0.6546Epoch 387: D Accuracy = 0.6554 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2487 - g_loss: 0.9726 - d_accuracy: 0.6547 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2502 - g_loss: 0.9662 - d_accuracy: 0.6495Epoch 388: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2498 - g_loss: 0.9657 - d_accuracy: 0.6494 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2467 - g_loss: 0.9703 - d_accuracy: 0.6504Epoch 389: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2445 - g_loss: 0.9711 - d_accuracy: 0.6527 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2531 - g_loss: 0.9703 - d_accuracy: 0.6487Epoch 390: D Accuracy = 0.6824 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2532 - g_loss: 0.9688 - d_accuracy: 0.6499 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 0.9815 - d_accuracy: 0.6585Epoch 391: D Accuracy = 0.6351 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2401 - g_loss: 0.9772 - d_accuracy: 0.6577 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2420 - g_loss: 0.9775 - d_accuracy: 0.6574Epoch 392: D Accuracy = 0.7568 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2375 - g_loss: 0.9814 - d_accuracy: 0.6609 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2370 - g_loss: 0.9818 - d_accuracy: 0.6554Epoch 393: D Accuracy = 0.6014 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2387 - g_loss: 0.9788 - d_accuracy: 0.6534 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 0.9771 - d_accuracy: 0.6535Epoch 394: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2444 - g_loss: 0.9763 - d_accuracy: 0.6543 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2504 - g_loss: 0.9738 - d_accuracy: 0.6416Epoch 395: D Accuracy = 0.5878 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2516 - g_loss: 0.9719 - d_accuracy: 0.6396
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2469 - g_loss: 0.9801 - d_accuracy: 0.6453Epoch 396: D Accuracy = 0.6419 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2468 - g_loss: 0.9811 - d_accuracy: 0.6452 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2416 - g_loss: 0.9741 - d_accuracy: 0.6559Epoch 397: D Accuracy = 0.7027 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2400 - g_loss: 0.9773 - d_accuracy: 0.6576 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2471 - g_loss: 0.9731 - d_accuracy: 0.6536Epoch 398: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2485 - g_loss: 0.9713 - d_accuracy: 0.6520 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 0.9811 - d_accuracy: 0.6544Epoch 399: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2388 - g_loss: 0.9837 - d_accuracy: 0.6561 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2400 - g_loss: 0.9790 - d_accuracy: 0.6501 Class 7 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.6689 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2384 - g_loss: 0.9791 - d_accuracy: 0.6507 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2433 - g_loss: 0.9776 - d_accuracy: 0.6552Epoch 401: D Accuracy = 0.6824 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2421 - g_loss: 0.9758 - d_accuracy: 0.6562 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2489 - g_loss: 0.9717 - d_accuracy: 0.6509Epoch 402: D Accuracy = 0.6554 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2475 - g_loss: 0.9749 - d_accuracy: 0.6510 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9756 - d_accuracy: 0.6518Epoch 403: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2413 - g_loss: 0.9747 - d_accuracy: 0.6532 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2344 - g_loss: 0.9858 - d_accuracy: 0.6534Epoch 404: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2345 - g_loss: 0.9818 - d_accuracy: 0.6541 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2405 - g_loss: 0.9764 - d_accuracy: 0.6561Epoch 405: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2413 - g_loss: 0.9773 - d_accuracy: 0.6551 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 0.9793 - d_accuracy: 0.6467Epoch 406: D Accuracy = 0.6419 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2445 - g_loss: 0.9788 - d_accuracy: 0.6466 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 0.9796 - d_accuracy: 0.6488Epoch 407: D Accuracy = 0.6554 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2398 - g_loss: 0.9844 - d_accuracy: 0.6491 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2391 - g_loss: 0.9807 - d_accuracy: 0.6551Epoch 408: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2389 - g_loss: 0.9823 - d_accuracy: 0.6558 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2426 - g_loss: 0.9807 - d_accuracy: 0.6467Epoch 409: D Accuracy = 0.6554 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2416 - g_loss: 0.9814 - d_accuracy: 0.6470 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 0.9850 - d_accuracy: 0.6563Epoch 410: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2349 - g_loss: 0.9860 - d_accuracy: 0.6548 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 0.9787 - d_accuracy: 0.6472Epoch 411: D Accuracy = 0.6959 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2393 - g_loss: 0.9786 - d_accuracy: 0.6489 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2336 - g_loss: 0.9934 - d_accuracy: 0.6581Epoch 412: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2328 - g_loss: 0.9940 - d_accuracy: 0.6578 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2371 - g_loss: 0.9834 - d_accuracy: 0.6588Epoch 413: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2343 - g_loss: 0.9876 - d_accuracy: 0.6604 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 0.9869 - d_accuracy: 0.6610Epoch 414: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2349 - g_loss: 0.9872 - d_accuracy: 0.6615 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2388 - g_loss: 0.9874 - d_accuracy: 0.6554Epoch 415: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2388 - g_loss: 0.9892 - d_accuracy: 0.6540 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2329 - g_loss: 0.9893 - d_accuracy: 0.6583Epoch 416: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2341 - g_loss: 0.9882 - d_accuracy: 0.6572 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2241 - g_loss: 0.9984 - d_accuracy: 0.6717Epoch 417: D Accuracy = 0.7095 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2224 - g_loss: 0.9990 - d_accuracy: 0.6730 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 0.9913 - d_accuracy: 0.6629Epoch 418: D Accuracy = 0.6959 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2272 - g_loss: 0.9880 - d_accuracy: 0.6641 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 0.9912 - d_accuracy: 0.6530Epoch 419: D Accuracy = 0.5878 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2381 - g_loss: 0.9944 - d_accuracy: 0.6507 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2230 - g_loss: 0.9983 - d_accuracy: 0.6690Epoch 420: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2229 - g_loss: 0.9954 - d_accuracy: 0.6702 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 0.9883 - d_accuracy: 0.6556Epoch 421: D Accuracy = 0.6554 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2373 - g_loss: 0.9910 - d_accuracy: 0.6556 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 0.9972 - d_accuracy: 0.6611Epoch 422: D Accuracy = 0.6824 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2307 - g_loss: 0.9990 - d_accuracy: 0.6619 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2318 - g_loss: 0.9931 - d_accuracy: 0.6512Epoch 423: D Accuracy = 0.6959 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2296 - g_loss: 0.9976 - d_accuracy: 0.6528 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2283 - g_loss: 0.9925 - d_accuracy: 0.6692Epoch 424: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2273 - g_loss: 0.9923 - d_accuracy: 0.6718 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2262 - g_loss: 1.0028 - d_accuracy: 0.6645Epoch 425: D Accuracy = 0.6689 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2253 - g_loss: 1.0034 - d_accuracy: 0.6647 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2267 - g_loss: 0.9970 - d_accuracy: 0.6660Epoch 426: D Accuracy = 0.7703 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2232 - g_loss: 0.9957 - d_accuracy: 0.6697 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2292 - g_loss: 1.0041 - d_accuracy: 0.6603Epoch 427: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2305 - g_loss: 1.0082 - d_accuracy: 0.6574 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2327 - g_loss: 0.9927 - d_accuracy: 0.6629Epoch 428: D Accuracy = 0.6554 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2339 - g_loss: 0.9901 - d_accuracy: 0.6626 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 0.9909 - d_accuracy: 0.6621Epoch 429: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2301 - g_loss: 0.9893 - d_accuracy: 0.6631 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2125 - g_loss: 1.0135 - d_accuracy: 0.6786Epoch 430: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2144 - g_loss: 1.0147 - d_accuracy: 0.6756 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 0.9997 - d_accuracy: 0.6602Epoch 431: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2256 - g_loss: 0.9993 - d_accuracy: 0.6622 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2274 - g_loss: 0.9931 - d_accuracy: 0.6646 Epoch 432: Generator loss improved from 0.7540 to 0.7461. Saving weights. Epoch 432: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2289 - g_loss: 0.9843 - d_accuracy: 0.6650 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.0079 - d_accuracy: 0.6687Epoch 433: D Accuracy = 0.6959 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2230 - g_loss: 1.0099 - d_accuracy: 0.6697 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 0.9982 - d_accuracy: 0.6589Epoch 434: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2320 - g_loss: 0.9975 - d_accuracy: 0.6585 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2346 - g_loss: 0.9951 - d_accuracy: 0.6582Epoch 435: D Accuracy = 0.6554 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2346 - g_loss: 0.9969 - d_accuracy: 0.6581 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2307 - g_loss: 0.9939 - d_accuracy: 0.6648Epoch 436: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2313 - g_loss: 0.9924 - d_accuracy: 0.6633 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2284 - g_loss: 0.9971 - d_accuracy: 0.6603Epoch 437: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2305 - g_loss: 0.9923 - d_accuracy: 0.6589 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 1.0013 - d_accuracy: 0.6577Epoch 438: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2322 - g_loss: 0.9993 - d_accuracy: 0.6566 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2207 - g_loss: 1.0127 - d_accuracy: 0.6671Epoch 439: D Accuracy = 0.6419 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2216 - g_loss: 1.0145 - d_accuracy: 0.6662 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2113 - g_loss: 1.0102 - d_accuracy: 0.6772Epoch 440: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2109 - g_loss: 1.0124 - d_accuracy: 0.6766 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2163 - g_loss: 1.0075 - d_accuracy: 0.6719Epoch 441: D Accuracy = 0.6959 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2170 - g_loss: 1.0046 - d_accuracy: 0.6728 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2134 - g_loss: 1.0179 - d_accuracy: 0.6715Epoch 442: D Accuracy = 0.6419 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2139 - g_loss: 1.0200 - d_accuracy: 0.6704 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2300 - g_loss: 0.9983 - d_accuracy: 0.6597Epoch 443: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2301 - g_loss: 0.9955 - d_accuracy: 0.6597 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.0092 - d_accuracy: 0.6642Epoch 444: D Accuracy = 0.6284 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2195 - g_loss: 1.0116 - d_accuracy: 0.6629 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2215 - g_loss: 1.0102 - d_accuracy: 0.6666Epoch 445: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2237 - g_loss: 1.0116 - d_accuracy: 0.6645 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0037 - d_accuracy: 0.6726Epoch 446: D Accuracy = 0.6554 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2172 - g_loss: 1.0073 - d_accuracy: 0.6720 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 1.0086 - d_accuracy: 0.6623Epoch 447: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2261 - g_loss: 1.0145 - d_accuracy: 0.6609 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2210 - g_loss: 1.0099 - d_accuracy: 0.6697Epoch 448: D Accuracy = 0.6689 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2205 - g_loss: 1.0108 - d_accuracy: 0.6697 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2227 - g_loss: 1.0062 - d_accuracy: 0.6628Epoch 449: D Accuracy = 0.5608 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2271 - g_loss: 1.0040 - d_accuracy: 0.6592 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2223 - g_loss: 1.0055 - d_accuracy: 0.6654Epoch 450: D Accuracy = 0.6689 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2221 - g_loss: 1.0038 - d_accuracy: 0.6655 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2055 - g_loss: 1.0197 - d_accuracy: 0.6798Epoch 451: D Accuracy = 0.7297 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2036 - g_loss: 1.0203 - d_accuracy: 0.6816 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2177 - g_loss: 1.0120 - d_accuracy: 0.6743Epoch 452: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2174 - g_loss: 1.0115 - d_accuracy: 0.6753 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2052 - g_loss: 1.0234 - d_accuracy: 0.6770Epoch 453: D Accuracy = 0.6689 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2063 - g_loss: 1.0198 - d_accuracy: 0.6767 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2082 - g_loss: 1.0193 - d_accuracy: 0.6813Epoch 454: D Accuracy = 0.8041 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2061 - g_loss: 1.0175 - d_accuracy: 0.6856 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2216 - g_loss: 1.0116 - d_accuracy: 0.6677Epoch 455: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2238 - g_loss: 1.0093 - d_accuracy: 0.6661 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2182 - g_loss: 1.0196 - d_accuracy: 0.6705Epoch 456: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2156 - g_loss: 1.0230 - d_accuracy: 0.6727 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2215 - g_loss: 1.0140 - d_accuracy: 0.6683Epoch 457: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2220 - g_loss: 1.0089 - d_accuracy: 0.6681 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2069 - g_loss: 1.0256 - d_accuracy: 0.6777Epoch 458: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2091 - g_loss: 1.0237 - d_accuracy: 0.6772 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2188 - g_loss: 1.0129 - d_accuracy: 0.6763Epoch 459: D Accuracy = 0.6284 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2199 - g_loss: 1.0150 - d_accuracy: 0.6746 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.0187 - d_accuracy: 0.6755Epoch 460: D Accuracy = 0.6959 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2095 - g_loss: 1.0186 - d_accuracy: 0.6762 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2153 - g_loss: 1.0168 - d_accuracy: 0.6741Epoch 461: D Accuracy = 0.7230 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2132 - g_loss: 1.0158 - d_accuracy: 0.6758 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2135 - g_loss: 1.0168 - d_accuracy: 0.6781Epoch 462: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2115 - g_loss: 1.0155 - d_accuracy: 0.6795 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2001 - g_loss: 1.0290 - d_accuracy: 0.6837Epoch 463: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1981 - g_loss: 1.0275 - d_accuracy: 0.6854
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.0161 - d_accuracy: 0.6745Epoch 464: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2102 - g_loss: 1.0188 - d_accuracy: 0.6760 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2056 - g_loss: 1.0236 - d_accuracy: 0.6816Epoch 465: D Accuracy = 0.6689 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2055 - g_loss: 1.0234 - d_accuracy: 0.6812 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2021 - g_loss: 1.0280 - d_accuracy: 0.6791Epoch 466: D Accuracy = 0.7095 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2016 - g_loss: 1.0244 - d_accuracy: 0.6801 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2092 - g_loss: 1.0286 - d_accuracy: 0.6788Epoch 467: D Accuracy = 0.6284 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2121 - g_loss: 1.0239 - d_accuracy: 0.6770 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2080 - g_loss: 1.0219 - d_accuracy: 0.6824Epoch 468: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2095 - g_loss: 1.0203 - d_accuracy: 0.6816 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2091 - g_loss: 1.0259 - d_accuracy: 0.6756Epoch 469: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2085 - g_loss: 1.0259 - d_accuracy: 0.6747 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0225 - d_accuracy: 0.6735Epoch 470: D Accuracy = 0.6959 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2096 - g_loss: 1.0252 - d_accuracy: 0.6743 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2011 - g_loss: 1.0280 - d_accuracy: 0.6862Epoch 471: D Accuracy = 0.6959 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2006 - g_loss: 1.0271 - d_accuracy: 0.6866 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2002 - g_loss: 1.0331 - d_accuracy: 0.6775Epoch 472: D Accuracy = 0.6824 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2014 - g_loss: 1.0319 - d_accuracy: 0.6777 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1935 - g_loss: 1.0409 - d_accuracy: 0.6860Epoch 473: D Accuracy = 0.7095 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1922 - g_loss: 1.0445 - d_accuracy: 0.6868 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2156 - g_loss: 1.0147 - d_accuracy: 0.6667Epoch 474: D Accuracy = 0.6689 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2156 - g_loss: 1.0103 - d_accuracy: 0.6668 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2054 - g_loss: 1.0347 - d_accuracy: 0.6736Epoch 475: D Accuracy = 0.6014 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2068 - g_loss: 1.0365 - d_accuracy: 0.6710 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2090 - g_loss: 1.0338 - d_accuracy: 0.6748Epoch 476: D Accuracy = 0.6486 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2118 - g_loss: 1.0316 - d_accuracy: 0.6738 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1933 - g_loss: 1.0366 - d_accuracy: 0.6860Epoch 477: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1926 - g_loss: 1.0361 - d_accuracy: 0.6866 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1990 - g_loss: 1.0408 - d_accuracy: 0.6851Epoch 478: D Accuracy = 0.6419 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1982 - g_loss: 1.0443 - d_accuracy: 0.6835 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.0244 - d_accuracy: 0.6753Epoch 479: D Accuracy = 0.7365 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2048 - g_loss: 1.0194 - d_accuracy: 0.6775 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2103 - g_loss: 1.0257 - d_accuracy: 0.6782Epoch 480: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2095 - g_loss: 1.0246 - d_accuracy: 0.6786 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1992 - g_loss: 1.0401 - d_accuracy: 0.6774Epoch 481: D Accuracy = 0.6689 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2002 - g_loss: 1.0344 - d_accuracy: 0.6771 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1985 - g_loss: 1.0458 - d_accuracy: 0.6798Epoch 482: D Accuracy = 0.6486 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2005 - g_loss: 1.0417 - d_accuracy: 0.6787 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1923 - g_loss: 1.0527 - d_accuracy: 0.6806Epoch 483: D Accuracy = 0.6959 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1908 - g_loss: 1.0592 - d_accuracy: 0.6811 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1961 - g_loss: 1.0428 - d_accuracy: 0.6835Epoch 484: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1949 - g_loss: 1.0451 - d_accuracy: 0.6847 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1889 - g_loss: 1.0535 - d_accuracy: 0.6825Epoch 485: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1897 - g_loss: 1.0611 - d_accuracy: 0.6801 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1906 - g_loss: 1.0439 - d_accuracy: 0.6871Epoch 486: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1918 - g_loss: 1.0428 - d_accuracy: 0.6857 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1940 - g_loss: 1.0445 - d_accuracy: 0.6903Epoch 487: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1940 - g_loss: 1.0446 - d_accuracy: 0.6903 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2012 - g_loss: 1.0418 - d_accuracy: 0.6786Epoch 488: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2010 - g_loss: 1.0437 - d_accuracy: 0.6790 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.0377 - d_accuracy: 0.6813Epoch 489: D Accuracy = 0.7770 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2000 - g_loss: 1.0409 - d_accuracy: 0.6847 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1906 - g_loss: 1.0510 - d_accuracy: 0.6877Epoch 490: D Accuracy = 0.6892 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1921 - g_loss: 1.0481 - d_accuracy: 0.6878 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1860 - g_loss: 1.0509 - d_accuracy: 0.6953Epoch 491: D Accuracy = 0.7095 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1863 - g_loss: 1.0537 - d_accuracy: 0.6958 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1970 - g_loss: 1.0365 - d_accuracy: 0.6872Epoch 492: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1976 - g_loss: 1.0352 - d_accuracy: 0.6868 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.0379 - d_accuracy: 0.6870Epoch 493: D Accuracy = 0.7432 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1952 - g_loss: 1.0410 - d_accuracy: 0.6890 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1959 - g_loss: 1.0418 - d_accuracy: 0.6822Epoch 494: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1957 - g_loss: 1.0439 - d_accuracy: 0.6815 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1969 - g_loss: 1.0439 - d_accuracy: 0.6885Epoch 495: D Accuracy = 0.7230 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1979 - g_loss: 1.0396 - d_accuracy: 0.6898
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1921 - g_loss: 1.0487 - d_accuracy: 0.6872Epoch 496: D Accuracy = 0.6014 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1937 - g_loss: 1.0534 - d_accuracy: 0.6841 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.0503 - d_accuracy: 0.6893Epoch 497: D Accuracy = 0.6959 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1889 - g_loss: 1.0511 - d_accuracy: 0.6895 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1988 - g_loss: 1.0421 - d_accuracy: 0.6770Epoch 498: D Accuracy = 0.5878 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2020 - g_loss: 1.0435 - d_accuracy: 0.6738 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1919 - g_loss: 1.0446 - d_accuracy: 0.6827Epoch 499: D Accuracy = 0.7500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1919 - g_loss: 1.0421 - d_accuracy: 0.6851 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1975 - g_loss: 1.0456 - d_accuracy: 0.6823 Class 7 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.7230 27/27 [==============================] - 1s 41ms/step - d_loss: 1.1966 - g_loss: 1.0446 - d_accuracy: 0.6838 Training DCGAN for class 8... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.5155 - g_loss: 0.9751 - d_accuracy: 0.5359WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0168s vs `on_train_batch_end` time: 0.0177s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.1903 - g_loss: 1.1372 - d_accuracy: 0.7139 Epoch 1: Generator loss improved from inf to 1.3874. Saving weights. Epoch 1: D Accuracy = 0.8218 27/27 [==============================] - 2s 35ms/step - d_loss: 1.1833 - g_loss: 1.1461 - d_accuracy: 0.7177 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1861 - g_loss: 1.2367 - d_accuracy: 0.7262 Epoch 2: Generator loss improved from 1.3874 to 1.0183. Saving weights. Epoch 2: D Accuracy = 0.6322 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1927 - g_loss: 1.2289 - d_accuracy: 0.7229 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2942 - g_loss: 1.0412 - d_accuracy: 0.6407 Epoch 3: Generator loss improved from 1.0183 to 0.9906. Saving weights. Epoch 3: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2924 - g_loss: 1.0394 - d_accuracy: 0.6410 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.9862 - d_accuracy: 0.6257Epoch 4: D Accuracy = 0.5920 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3197 - g_loss: 0.9869 - d_accuracy: 0.6245 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3598 - g_loss: 0.9425 - d_accuracy: 0.5791 Epoch 5: Generator loss improved from 0.9906 to 0.8828. Saving weights. Epoch 5: D Accuracy = 0.5575 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3603 - g_loss: 0.9404 - d_accuracy: 0.5783 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3470 - g_loss: 0.9284 - d_accuracy: 0.5873Epoch 6: D Accuracy = 0.6034 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3466 - g_loss: 0.9284 - d_accuracy: 0.5879 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3245 - g_loss: 0.9362 - d_accuracy: 0.6072Epoch 7: D Accuracy = 0.6724 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3230 - g_loss: 0.9372 - d_accuracy: 0.6096 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9426 - d_accuracy: 0.6127Epoch 8: D Accuracy = 0.6379 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3050 - g_loss: 0.9451 - d_accuracy: 0.6136 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9489 - d_accuracy: 0.6163Epoch 9: D Accuracy = 0.6782 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2971 - g_loss: 0.9505 - d_accuracy: 0.6185 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2804 - g_loss: 0.9636 - d_accuracy: 0.6344Epoch 10: D Accuracy = 0.6609 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2789 - g_loss: 0.9673 - d_accuracy: 0.6354 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2725 - g_loss: 0.9748 - d_accuracy: 0.6397Epoch 11: D Accuracy = 0.6552 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2725 - g_loss: 0.9751 - d_accuracy: 0.6403 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9806 - d_accuracy: 0.6444Epoch 12: D Accuracy = 0.7069 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2627 - g_loss: 0.9801 - d_accuracy: 0.6466 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2325 - g_loss: 1.0157 - d_accuracy: 0.6629Epoch 13: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2331 - g_loss: 1.0168 - d_accuracy: 0.6625 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2292 - g_loss: 1.0202 - d_accuracy: 0.6704Epoch 14: D Accuracy = 0.6207 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2309 - g_loss: 1.0213 - d_accuracy: 0.6686 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0433 - d_accuracy: 0.6747Epoch 15: D Accuracy = 0.6782 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2107 - g_loss: 1.0417 - d_accuracy: 0.6748 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1925 - g_loss: 1.0655 - d_accuracy: 0.6936Epoch 16: D Accuracy = 0.6839 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1926 - g_loss: 1.0646 - d_accuracy: 0.6932 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1794 - g_loss: 1.0818 - d_accuracy: 0.7031Epoch 17: D Accuracy = 0.6897 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1816 - g_loss: 1.0811 - d_accuracy: 0.7026 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1583 - g_loss: 1.1093 - d_accuracy: 0.7115Epoch 18: D Accuracy = 0.7759 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1569 - g_loss: 1.1090 - d_accuracy: 0.7138 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1580 - g_loss: 1.1278 - d_accuracy: 0.7105Epoch 19: D Accuracy = 0.7586 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1569 - g_loss: 1.1248 - d_accuracy: 0.7123 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1642 - g_loss: 1.1290 - d_accuracy: 0.7050Epoch 20: D Accuracy = 0.7184 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1646 - g_loss: 1.1292 - d_accuracy: 0.7055 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1614 - g_loss: 1.1303 - d_accuracy: 0.7120Epoch 21: D Accuracy = 0.7241 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1616 - g_loss: 1.1287 - d_accuracy: 0.7124 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1790 - g_loss: 1.1177 - d_accuracy: 0.7003Epoch 22: D Accuracy = 0.7586 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1773 - g_loss: 1.1185 - d_accuracy: 0.7023 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1918 - g_loss: 1.1043 - d_accuracy: 0.6920Epoch 23: D Accuracy = 0.6724 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1935 - g_loss: 1.1021 - d_accuracy: 0.6913 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.1118 - d_accuracy: 0.6905Epoch 24: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1903 - g_loss: 1.1123 - d_accuracy: 0.6896 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2097 - g_loss: 1.0953 - d_accuracy: 0.6763Epoch 25: D Accuracy = 0.6552 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2106 - g_loss: 1.0933 - d_accuracy: 0.6756 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2168 - g_loss: 1.0774 - d_accuracy: 0.6680 Epoch 26: Generator loss improved from 0.8828 to 0.8616. Saving weights. Epoch 26: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2206 - g_loss: 1.0697 - d_accuracy: 0.6661 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2307 - g_loss: 1.0666 - d_accuracy: 0.6580Epoch 27: D Accuracy = 0.6264 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2347 - g_loss: 1.0611 - d_accuracy: 0.6569 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2204 - g_loss: 1.0716 - d_accuracy: 0.6739Epoch 28: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2223 - g_loss: 1.0679 - d_accuracy: 0.6736 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 1.0583 - d_accuracy: 0.6488Epoch 29: D Accuracy = 0.6437 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2406 - g_loss: 1.0566 - d_accuracy: 0.6487 Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 1.0561 - d_accuracy: 0.6586Epoch 30: D Accuracy = 0.6954 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2327 - g_loss: 1.0575 - d_accuracy: 0.6599 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 1.0472 - d_accuracy: 0.6531Epoch 31: D Accuracy = 0.7011 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2435 - g_loss: 1.0436 - d_accuracy: 0.6549 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2456 - g_loss: 1.0454 - d_accuracy: 0.6532Epoch 32: D Accuracy = 0.6092 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2471 - g_loss: 1.0428 - d_accuracy: 0.6516 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2584 - g_loss: 1.0383 - d_accuracy: 0.6422Epoch 33: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2606 - g_loss: 1.0384 - d_accuracy: 0.6414 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2625 - g_loss: 1.0145 - d_accuracy: 0.6371Epoch 34: D Accuracy = 0.6264 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2636 - g_loss: 1.0126 - d_accuracy: 0.6367 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 1.0285 - d_accuracy: 0.6363Epoch 35: D Accuracy = 0.6264 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2623 - g_loss: 1.0302 - d_accuracy: 0.6360 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 1.0077 - d_accuracy: 0.6398 Epoch 36: Generator loss improved from 0.8616 to 0.8220. Saving weights. Epoch 36: D Accuracy = 0.7011 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2657 - g_loss: 1.0011 - d_accuracy: 0.6420 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2663 - g_loss: 1.0200 - d_accuracy: 0.6290Epoch 37: D Accuracy = 0.6264 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2665 - g_loss: 1.0184 - d_accuracy: 0.6289 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2646 - g_loss: 1.0214 - d_accuracy: 0.6419Epoch 38: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2636 - g_loss: 1.0231 - d_accuracy: 0.6412 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2710 - g_loss: 1.0002 - d_accuracy: 0.6372Epoch 39: D Accuracy = 0.6954 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2691 - g_loss: 0.9984 - d_accuracy: 0.6392 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 1.0118 - d_accuracy: 0.6342Epoch 40: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2738 - g_loss: 1.0146 - d_accuracy: 0.6354 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2833 - g_loss: 1.0016 - d_accuracy: 0.6312Epoch 41: D Accuracy = 0.5862 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2843 - g_loss: 1.0043 - d_accuracy: 0.6296 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2861 - g_loss: 0.9921 - d_accuracy: 0.6258Epoch 42: D Accuracy = 0.6264 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2859 - g_loss: 0.9935 - d_accuracy: 0.6258 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9930 - d_accuracy: 0.6317Epoch 43: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2780 - g_loss: 0.9899 - d_accuracy: 0.6323 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2816 - g_loss: 0.9875 - d_accuracy: 0.6272Epoch 44: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2835 - g_loss: 0.9871 - d_accuracy: 0.6268 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2813 - g_loss: 0.9946 - d_accuracy: 0.6219Epoch 45: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2806 - g_loss: 0.9988 - d_accuracy: 0.6219 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2821 - g_loss: 0.9814 - d_accuracy: 0.6246Epoch 46: D Accuracy = 0.5517 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2846 - g_loss: 0.9780 - d_accuracy: 0.6220 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3001 - g_loss: 0.9789 - d_accuracy: 0.6069Epoch 47: D Accuracy = 0.6207 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2998 - g_loss: 0.9792 - d_accuracy: 0.6074 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2957 - g_loss: 0.9648 - d_accuracy: 0.6166Epoch 48: D Accuracy = 0.6494 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2948 - g_loss: 0.9666 - d_accuracy: 0.6178 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2956 - g_loss: 0.9687 - d_accuracy: 0.6099Epoch 49: D Accuracy = 0.6379 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2935 - g_loss: 0.9697 - d_accuracy: 0.6109 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9647 - d_accuracy: 0.6088Epoch 50: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3023 - g_loss: 0.9662 - d_accuracy: 0.6092 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2965 - g_loss: 0.9569 - d_accuracy: 0.6136Epoch 51: D Accuracy = 0.6839 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2951 - g_loss: 0.9561 - d_accuracy: 0.6161 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2991 - g_loss: 0.9643 - d_accuracy: 0.6128Epoch 52: D Accuracy = 0.5805 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3002 - g_loss: 0.9624 - d_accuracy: 0.6116 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9642 - d_accuracy: 0.6057Epoch 53: D Accuracy = 0.5575 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3005 - g_loss: 0.9648 - d_accuracy: 0.6040 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3076 - g_loss: 0.9460 - d_accuracy: 0.6007Epoch 54: D Accuracy = 0.6264 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3073 - g_loss: 0.9440 - d_accuracy: 0.6017 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.9511 - d_accuracy: 0.5954Epoch 55: D Accuracy = 0.5517 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3150 - g_loss: 0.9496 - d_accuracy: 0.5938 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.9396 - d_accuracy: 0.5900Epoch 56: D Accuracy = 0.6207 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3151 - g_loss: 0.9393 - d_accuracy: 0.5911 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.9415 - d_accuracy: 0.5967Epoch 57: D Accuracy = 0.6379 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3107 - g_loss: 0.9427 - d_accuracy: 0.5982 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.9366 - d_accuracy: 0.5851Epoch 58: D Accuracy = 0.5632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3211 - g_loss: 0.9370 - d_accuracy: 0.5843 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.9421 - d_accuracy: 0.5938Epoch 59: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 0.9421 - d_accuracy: 0.5946 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3199 - g_loss: 0.9359 - d_accuracy: 0.5895Epoch 60: D Accuracy = 0.5805 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3199 - g_loss: 0.9361 - d_accuracy: 0.5892 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3327 - g_loss: 0.9282 - d_accuracy: 0.5787Epoch 61: D Accuracy = 0.5460 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3341 - g_loss: 0.9294 - d_accuracy: 0.5775
Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.9230 - d_accuracy: 0.5844Epoch 62: D Accuracy = 0.5805 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3197 - g_loss: 0.9218 - d_accuracy: 0.5843 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.9230 - d_accuracy: 0.5723Epoch 63: D Accuracy = 0.5172 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3311 - g_loss: 0.9219 - d_accuracy: 0.5703 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3292 - g_loss: 0.9116 - d_accuracy: 0.5859Epoch 64: D Accuracy = 0.5920 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3287 - g_loss: 0.9088 - d_accuracy: 0.5861 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3320 - g_loss: 0.9249 - d_accuracy: 0.5846Epoch 65: D Accuracy = 0.5345 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3329 - g_loss: 0.9266 - d_accuracy: 0.5828 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.9176 - d_accuracy: 0.5807Epoch 66: D Accuracy = 0.5460 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3273 - g_loss: 0.9147 - d_accuracy: 0.5795 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3419 - g_loss: 0.9123 - d_accuracy: 0.5698Epoch 67: D Accuracy = 0.5920 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3419 - g_loss: 0.9127 - d_accuracy: 0.5706 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.9089 - d_accuracy: 0.5705Epoch 68: D Accuracy = 0.5632 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3369 - g_loss: 0.9092 - d_accuracy: 0.5702 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3299 - g_loss: 0.9065 - d_accuracy: 0.5780 Epoch 69: Generator loss improved from 0.8220 to 0.8039. Saving weights. Epoch 69: D Accuracy = 0.5862 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3292 - g_loss: 0.9028 - d_accuracy: 0.5783 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3327 - g_loss: 0.9106 - d_accuracy: 0.5730Epoch 70: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3308 - g_loss: 0.9124 - d_accuracy: 0.5747 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.9030 - d_accuracy: 0.5811Epoch 71: D Accuracy = 0.5517 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3355 - g_loss: 0.8999 - d_accuracy: 0.5800 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3447 - g_loss: 0.8970 - d_accuracy: 0.5635Epoch 72: D Accuracy = 0.5690 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3452 - g_loss: 0.8953 - d_accuracy: 0.5637 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3496 - g_loss: 0.8941 - d_accuracy: 0.5654Epoch 73: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3499 - g_loss: 0.8926 - d_accuracy: 0.5670 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3417 - g_loss: 0.8961 - d_accuracy: 0.5643Epoch 74: D Accuracy = 0.5920 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3421 - g_loss: 0.8981 - d_accuracy: 0.5653 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3397 - g_loss: 0.8959 - d_accuracy: 0.5718Epoch 75: D Accuracy = 0.5172 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3418 - g_loss: 0.8940 - d_accuracy: 0.5699 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3430 - g_loss: 0.8928 - d_accuracy: 0.5630Epoch 76: D Accuracy = 0.5402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3441 - g_loss: 0.8904 - d_accuracy: 0.5622 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3383 - g_loss: 0.8922 - d_accuracy: 0.5699Epoch 77: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3375 - g_loss: 0.8939 - d_accuracy: 0.5713 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3422 - g_loss: 0.8928 - d_accuracy: 0.5596Epoch 78: D Accuracy = 0.6207 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3413 - g_loss: 0.8918 - d_accuracy: 0.5618 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3423 - g_loss: 0.8912 - d_accuracy: 0.5641Epoch 79: D Accuracy = 0.5862 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3430 - g_loss: 0.8906 - d_accuracy: 0.5649 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3463 - g_loss: 0.8908 - d_accuracy: 0.5616Epoch 80: D Accuracy = 0.5690 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3460 - g_loss: 0.8921 - d_accuracy: 0.5618 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3437 - g_loss: 0.8850 - d_accuracy: 0.5631Epoch 81: D Accuracy = 0.5862 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3426 - g_loss: 0.8840 - d_accuracy: 0.5639 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3499 - g_loss: 0.8844 - d_accuracy: 0.5540Epoch 82: D Accuracy = 0.5057 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3500 - g_loss: 0.8841 - d_accuracy: 0.5523 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8816 - d_accuracy: 0.5591Epoch 83: D Accuracy = 0.6149 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3472 - g_loss: 0.8806 - d_accuracy: 0.5611 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3515 - g_loss: 0.8774 - d_accuracy: 0.5549Epoch 84: D Accuracy = 0.5517 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3520 - g_loss: 0.8771 - d_accuracy: 0.5548 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8813 - d_accuracy: 0.5633Epoch 85: D Accuracy = 0.5690 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3474 - g_loss: 0.8835 - d_accuracy: 0.5635 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8815 - d_accuracy: 0.5655Epoch 86: D Accuracy = 0.5920 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3456 - g_loss: 0.8842 - d_accuracy: 0.5664 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3439 - g_loss: 0.8821 - d_accuracy: 0.5689Epoch 87: D Accuracy = 0.5920 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3439 - g_loss: 0.8829 - d_accuracy: 0.5698 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3465 - g_loss: 0.8791 - d_accuracy: 0.5585Epoch 88: D Accuracy = 0.5517 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3450 - g_loss: 0.8790 - d_accuracy: 0.5582 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8809 - d_accuracy: 0.5561Epoch 89: D Accuracy = 0.5690 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3469 - g_loss: 0.8798 - d_accuracy: 0.5565 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3423 - g_loss: 0.8840 - d_accuracy: 0.5628Epoch 90: D Accuracy = 0.5402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3424 - g_loss: 0.8852 - d_accuracy: 0.5620 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3521 - g_loss: 0.8778 - d_accuracy: 0.5583Epoch 91: D Accuracy = 0.5977 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3501 - g_loss: 0.8799 - d_accuracy: 0.5597 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3553 - g_loss: 0.8743 - d_accuracy: 0.5545Epoch 92: D Accuracy = 0.5460 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3556 - g_loss: 0.8740 - d_accuracy: 0.5542 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3514 - g_loss: 0.8719 - d_accuracy: 0.5602Epoch 93: D Accuracy = 0.6149 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3500 - g_loss: 0.8728 - d_accuracy: 0.5622
Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3509 - g_loss: 0.8755 - d_accuracy: 0.5591Epoch 94: D Accuracy = 0.5345 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3516 - g_loss: 0.8748 - d_accuracy: 0.5583 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8777 - d_accuracy: 0.5694Epoch 95: D Accuracy = 0.5460 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3414 - g_loss: 0.8760 - d_accuracy: 0.5686 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3579 - g_loss: 0.8686 - d_accuracy: 0.5523Epoch 96: D Accuracy = 0.5632 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3570 - g_loss: 0.8691 - d_accuracy: 0.5526 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3525 - g_loss: 0.8716 - d_accuracy: 0.5484Epoch 97: D Accuracy = 0.5690 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3519 - g_loss: 0.8710 - d_accuracy: 0.5492 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3537 - g_loss: 0.8708 - d_accuracy: 0.5559 Epoch 98: Generator loss improved from 0.8039 to 0.7959. Saving weights. Epoch 98: D Accuracy = 0.4655 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3559 - g_loss: 0.8681 - d_accuracy: 0.5526 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3429 - g_loss: 0.8813 - d_accuracy: 0.5634Epoch 99: D Accuracy = 0.5632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3426 - g_loss: 0.8807 - d_accuracy: 0.5634 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3485 - g_loss: 0.8702 - d_accuracy: 0.5606 Class 8 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.5805 27/27 [==============================] - 1s 41ms/step - d_loss: 1.3471 - g_loss: 0.8706 - d_accuracy: 0.5613 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3427 - g_loss: 0.8760 - d_accuracy: 0.5585Epoch 101: D Accuracy = 0.5805 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3425 - g_loss: 0.8756 - d_accuracy: 0.5593 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8685 - d_accuracy: 0.5571Epoch 102: D Accuracy = 0.5057 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3495 - g_loss: 0.8676 - d_accuracy: 0.5552 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8721 - d_accuracy: 0.5607Epoch 103: D Accuracy = 0.5402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3503 - g_loss: 0.8706 - d_accuracy: 0.5599 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3579 - g_loss: 0.8680 - d_accuracy: 0.5480Epoch 104: D Accuracy = 0.5057 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3601 - g_loss: 0.8656 - d_accuracy: 0.5464 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3538 - g_loss: 0.8712 - d_accuracy: 0.5536Epoch 105: D Accuracy = 0.5172 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3546 - g_loss: 0.8713 - d_accuracy: 0.5523 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3555 - g_loss: 0.8669 - d_accuracy: 0.5449Epoch 106: D Accuracy = 0.5747 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3552 - g_loss: 0.8686 - d_accuracy: 0.5459 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8695 - d_accuracy: 0.5544Epoch 107: D Accuracy = 0.5402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3467 - g_loss: 0.8683 - d_accuracy: 0.5539 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3565 - g_loss: 0.8649 - d_accuracy: 0.5497Epoch 108: D Accuracy = 0.5690 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3555 - g_loss: 0.8662 - d_accuracy: 0.5504 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8742 - d_accuracy: 0.5678Epoch 109: D Accuracy = 0.5345 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3426 - g_loss: 0.8743 - d_accuracy: 0.5666 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3524 - g_loss: 0.8701 - d_accuracy: 0.5494Epoch 110: D Accuracy = 0.5287 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3521 - g_loss: 0.8709 - d_accuracy: 0.5486 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3527 - g_loss: 0.8658 - d_accuracy: 0.5541Epoch 111: D Accuracy = 0.5575 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3526 - g_loss: 0.8668 - d_accuracy: 0.5542 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3460 - g_loss: 0.8726 - d_accuracy: 0.5561Epoch 112: D Accuracy = 0.6034 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3449 - g_loss: 0.8755 - d_accuracy: 0.5578 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3574 - g_loss: 0.8560 - d_accuracy: 0.5538Epoch 113: D Accuracy = 0.5632 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3588 - g_loss: 0.8541 - d_accuracy: 0.5542 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3519 - g_loss: 0.8666 - d_accuracy: 0.5525Epoch 114: D Accuracy = 0.4885 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3530 - g_loss: 0.8651 - d_accuracy: 0.5502 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3565 - g_loss: 0.8649 - d_accuracy: 0.5517Epoch 115: D Accuracy = 0.5632 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3571 - g_loss: 0.8643 - d_accuracy: 0.5521 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3503 - g_loss: 0.8713 - d_accuracy: 0.5602 Epoch 116: Generator loss improved from 0.7959 to 0.7949. Saving weights. Epoch 116: D Accuracy = 0.5345 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3517 - g_loss: 0.8686 - d_accuracy: 0.5592 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3452 - g_loss: 0.8699 - d_accuracy: 0.5554Epoch 117: D Accuracy = 0.5805 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3443 - g_loss: 0.8690 - d_accuracy: 0.5562 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3523 - g_loss: 0.8681 - d_accuracy: 0.5512Epoch 118: D Accuracy = 0.5805 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3494 - g_loss: 0.8719 - d_accuracy: 0.5522 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3490 - g_loss: 0.8636 - d_accuracy: 0.5512Epoch 119: D Accuracy = 0.5690 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3486 - g_loss: 0.8645 - d_accuracy: 0.5518 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3502 - g_loss: 0.8613 - d_accuracy: 0.5542Epoch 120: D Accuracy = 0.4828 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3522 - g_loss: 0.8589 - d_accuracy: 0.5516 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3485 - g_loss: 0.8722 - d_accuracy: 0.5519Epoch 121: D Accuracy = 0.5345 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3474 - g_loss: 0.8734 - d_accuracy: 0.5513 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3502 - g_loss: 0.8679 - d_accuracy: 0.5622Epoch 122: D Accuracy = 0.5115 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3519 - g_loss: 0.8680 - d_accuracy: 0.5604 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3500 - g_loss: 0.8706 - d_accuracy: 0.5524Epoch 123: D Accuracy = 0.5862 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3501 - g_loss: 0.8716 - d_accuracy: 0.5536 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3506 - g_loss: 0.8664 - d_accuracy: 0.5557Epoch 124: D Accuracy = 0.5460 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3508 - g_loss: 0.8659 - d_accuracy: 0.5553 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3588 - g_loss: 0.8577 - d_accuracy: 0.5486Epoch 125: D Accuracy = 0.5747 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3583 - g_loss: 0.8560 - d_accuracy: 0.5496 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3482 - g_loss: 0.8664 - d_accuracy: 0.5645Epoch 126: D Accuracy = 0.5862 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3484 - g_loss: 0.8649 - d_accuracy: 0.5653 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3481 - g_loss: 0.8673 - d_accuracy: 0.5583Epoch 127: D Accuracy = 0.5690 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3483 - g_loss: 0.8668 - d_accuracy: 0.5586 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3392 - g_loss: 0.8749 - d_accuracy: 0.5669Epoch 128: D Accuracy = 0.6034 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3385 - g_loss: 0.8751 - d_accuracy: 0.5682 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3569 - g_loss: 0.8617 - d_accuracy: 0.5510Epoch 129: D Accuracy = 0.5287 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3578 - g_loss: 0.8629 - d_accuracy: 0.5502 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3419 - g_loss: 0.8717 - d_accuracy: 0.5625Epoch 130: D Accuracy = 0.5862 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3428 - g_loss: 0.8706 - d_accuracy: 0.5634 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3489 - g_loss: 0.8632 - d_accuracy: 0.5490 Epoch 131: Generator loss improved from 0.7949 to 0.7874. Saving weights. Epoch 131: D Accuracy = 0.5690 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3489 - g_loss: 0.8605 - d_accuracy: 0.5497
Epoch 132/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3531 - g_loss: 0.8624 - d_accuracy: 0.5488 Epoch 132: Generator loss improved from 0.7874 to 0.7860. Saving weights. Epoch 132: D Accuracy = 0.4655 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3553 - g_loss: 0.8596 - d_accuracy: 0.5458 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3512 - g_loss: 0.8650 - d_accuracy: 0.5538Epoch 133: D Accuracy = 0.6322 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3490 - g_loss: 0.8660 - d_accuracy: 0.5566 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3435 - g_loss: 0.8675 - d_accuracy: 0.5673Epoch 134: D Accuracy = 0.5977 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3421 - g_loss: 0.8684 - d_accuracy: 0.5684 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3526 - g_loss: 0.8626 - d_accuracy: 0.5572Epoch 135: D Accuracy = 0.5690 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3526 - g_loss: 0.8620 - d_accuracy: 0.5577 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3488 - g_loss: 0.8634 - d_accuracy: 0.5573Epoch 136: D Accuracy = 0.5460 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3500 - g_loss: 0.8631 - d_accuracy: 0.5569 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3504 - g_loss: 0.8612 - d_accuracy: 0.5530Epoch 137: D Accuracy = 0.5402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3500 - g_loss: 0.8615 - d_accuracy: 0.5525 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3497 - g_loss: 0.8649 - d_accuracy: 0.5572Epoch 138: D Accuracy = 0.5920 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3478 - g_loss: 0.8689 - d_accuracy: 0.5585 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8668 - d_accuracy: 0.5487Epoch 139: D Accuracy = 0.5402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3489 - g_loss: 0.8676 - d_accuracy: 0.5484 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3451 - g_loss: 0.8642 - d_accuracy: 0.5637Epoch 140: D Accuracy = 0.5977 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3447 - g_loss: 0.8645 - d_accuracy: 0.5649 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3544 - g_loss: 0.8635 - d_accuracy: 0.5484Epoch 141: D Accuracy = 0.5517 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3545 - g_loss: 0.8617 - d_accuracy: 0.5485 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3415 - g_loss: 0.8679 - d_accuracy: 0.5651Epoch 142: D Accuracy = 0.5517 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3427 - g_loss: 0.8665 - d_accuracy: 0.5647 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3503 - g_loss: 0.8638 - d_accuracy: 0.5591Epoch 143: D Accuracy = 0.5920 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3506 - g_loss: 0.8635 - d_accuracy: 0.5603 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3413 - g_loss: 0.8677 - d_accuracy: 0.5671Epoch 144: D Accuracy = 0.7069 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3390 - g_loss: 0.8671 - d_accuracy: 0.5721 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3491 - g_loss: 0.8627 - d_accuracy: 0.5500Epoch 145: D Accuracy = 0.5345 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3495 - g_loss: 0.8605 - d_accuracy: 0.5495 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3479 - g_loss: 0.8657 - d_accuracy: 0.5584Epoch 146: D Accuracy = 0.5690 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3478 - g_loss: 0.8663 - d_accuracy: 0.5588 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3514 - g_loss: 0.8652 - d_accuracy: 0.5586Epoch 147: D Accuracy = 0.5402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3530 - g_loss: 0.8634 - d_accuracy: 0.5580 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3493 - g_loss: 0.8630 - d_accuracy: 0.5605Epoch 148: D Accuracy = 0.5287 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3509 - g_loss: 0.8617 - d_accuracy: 0.5594 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3573 - g_loss: 0.8552 - d_accuracy: 0.5501Epoch 149: D Accuracy = 0.5287 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3585 - g_loss: 0.8535 - d_accuracy: 0.5493 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3484 - g_loss: 0.8636 - d_accuracy: 0.5592Epoch 150: D Accuracy = 0.6092 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3471 - g_loss: 0.8640 - d_accuracy: 0.5610 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3458 - g_loss: 0.8619 - d_accuracy: 0.5547Epoch 151: D Accuracy = 0.5747 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3473 - g_loss: 0.8623 - d_accuracy: 0.5554 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3478 - g_loss: 0.8594 - d_accuracy: 0.5574Epoch 152: D Accuracy = 0.5460 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3467 - g_loss: 0.8593 - d_accuracy: 0.5570 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3445 - g_loss: 0.8652 - d_accuracy: 0.5553Epoch 153: D Accuracy = 0.5402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3455 - g_loss: 0.8666 - d_accuracy: 0.5548 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8632 - d_accuracy: 0.5556Epoch 154: D Accuracy = 0.5172 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3468 - g_loss: 0.8649 - d_accuracy: 0.5542 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3444 - g_loss: 0.8623 - d_accuracy: 0.5628Epoch 155: D Accuracy = 0.5402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3445 - g_loss: 0.8615 - d_accuracy: 0.5620 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3443 - g_loss: 0.8647 - d_accuracy: 0.5599Epoch 156: D Accuracy = 0.5287 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3449 - g_loss: 0.8621 - d_accuracy: 0.5588 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3482 - g_loss: 0.8597 - d_accuracy: 0.5483 Epoch 157: Generator loss improved from 0.7860 to 0.7824. Saving weights. Epoch 157: D Accuracy = 0.4598 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3502 - g_loss: 0.8570 - d_accuracy: 0.5451 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8668 - d_accuracy: 0.5601Epoch 158: D Accuracy = 0.5632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3425 - g_loss: 0.8685 - d_accuracy: 0.5602 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3475 - g_loss: 0.8620 - d_accuracy: 0.5580Epoch 159: D Accuracy = 0.5460 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3481 - g_loss: 0.8609 - d_accuracy: 0.5576 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3497 - g_loss: 0.8592 - d_accuracy: 0.5520Epoch 160: D Accuracy = 0.5632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3493 - g_loss: 0.8578 - d_accuracy: 0.5524 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3542 - g_loss: 0.8645 - d_accuracy: 0.5493Epoch 161: D Accuracy = 0.5460 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3543 - g_loss: 0.8633 - d_accuracy: 0.5492 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3497 - g_loss: 0.8575 - d_accuracy: 0.5566Epoch 162: D Accuracy = 0.6264 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3482 - g_loss: 0.8574 - d_accuracy: 0.5591 Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3424 - g_loss: 0.8655 - d_accuracy: 0.5526Epoch 163: D Accuracy = 0.5805 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3418 - g_loss: 0.8659 - d_accuracy: 0.5536 Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3499 - g_loss: 0.8617 - d_accuracy: 0.5554Epoch 164: D Accuracy = 0.5345 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3499 - g_loss: 0.8646 - d_accuracy: 0.5546 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8687 - d_accuracy: 0.5614Epoch 165: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3392 - g_loss: 0.8684 - d_accuracy: 0.5633 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3458 - g_loss: 0.8640 - d_accuracy: 0.5501Epoch 166: D Accuracy = 0.5172 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3476 - g_loss: 0.8616 - d_accuracy: 0.5489 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3409 - g_loss: 0.8639 - d_accuracy: 0.5669Epoch 167: D Accuracy = 0.5920 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3407 - g_loss: 0.8625 - d_accuracy: 0.5678 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8718 - d_accuracy: 0.5660 Epoch 168: Generator loss improved from 0.7824 to 0.7790. Saving weights. Epoch 168: D Accuracy = 0.6034 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3413 - g_loss: 0.8685 - d_accuracy: 0.5674 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3516 - g_loss: 0.8655 - d_accuracy: 0.5560Epoch 169: D Accuracy = 0.5230 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3524 - g_loss: 0.8648 - d_accuracy: 0.5548 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3404 - g_loss: 0.8690 - d_accuracy: 0.5652Epoch 170: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3397 - g_loss: 0.8678 - d_accuracy: 0.5669 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8664 - d_accuracy: 0.5563Epoch 171: D Accuracy = 0.6034 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3446 - g_loss: 0.8664 - d_accuracy: 0.5580 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8647 - d_accuracy: 0.5567Epoch 172: D Accuracy = 0.5230 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3473 - g_loss: 0.8647 - d_accuracy: 0.5555 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3432 - g_loss: 0.8657 - d_accuracy: 0.5588Epoch 173: D Accuracy = 0.5460 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3427 - g_loss: 0.8649 - d_accuracy: 0.5584 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3489 - g_loss: 0.8637 - d_accuracy: 0.5507Epoch 174: D Accuracy = 0.5287 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3495 - g_loss: 0.8632 - d_accuracy: 0.5499 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3405 - g_loss: 0.8675 - d_accuracy: 0.5641Epoch 175: D Accuracy = 0.5977 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3399 - g_loss: 0.8673 - d_accuracy: 0.5653 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3453 - g_loss: 0.8628 - d_accuracy: 0.5589Epoch 176: D Accuracy = 0.5402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3458 - g_loss: 0.8618 - d_accuracy: 0.5583 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3443 - g_loss: 0.8717 - d_accuracy: 0.5514Epoch 177: D Accuracy = 0.4828 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3464 - g_loss: 0.8722 - d_accuracy: 0.5490 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3425 - g_loss: 0.8676 - d_accuracy: 0.5624Epoch 178: D Accuracy = 0.4770 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3441 - g_loss: 0.8667 - d_accuracy: 0.5593 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8684 - d_accuracy: 0.5686Epoch 179: D Accuracy = 0.5115 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3425 - g_loss: 0.8662 - d_accuracy: 0.5665 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8723 - d_accuracy: 0.5593Epoch 180: D Accuracy = 0.5345 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3404 - g_loss: 0.8703 - d_accuracy: 0.5584 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3421 - g_loss: 0.8700 - d_accuracy: 0.5603Epoch 181: D Accuracy = 0.5920 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3417 - g_loss: 0.8699 - d_accuracy: 0.5614 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8709 - d_accuracy: 0.5617Epoch 182: D Accuracy = 0.5632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3403 - g_loss: 0.8715 - d_accuracy: 0.5617 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.8652 - d_accuracy: 0.5671Epoch 183: D Accuracy = 0.5977 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3373 - g_loss: 0.8665 - d_accuracy: 0.5682 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8722 - d_accuracy: 0.5618Epoch 184: D Accuracy = 0.5230 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3443 - g_loss: 0.8705 - d_accuracy: 0.5604 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3483 - g_loss: 0.8650 - d_accuracy: 0.5495 Epoch 185: Generator loss improved from 0.7790 to 0.7660. Saving weights. Epoch 185: D Accuracy = 0.5172 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3491 - g_loss: 0.8615 - d_accuracy: 0.5484 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8649 - d_accuracy: 0.5582Epoch 186: D Accuracy = 0.5517 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3490 - g_loss: 0.8628 - d_accuracy: 0.5580 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3416 - g_loss: 0.8675 - d_accuracy: 0.5612Epoch 187: D Accuracy = 0.5345 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3428 - g_loss: 0.8678 - d_accuracy: 0.5602 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3362 - g_loss: 0.8739 - d_accuracy: 0.5686Epoch 188: D Accuracy = 0.5230 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3368 - g_loss: 0.8737 - d_accuracy: 0.5669 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3429 - g_loss: 0.8665 - d_accuracy: 0.5585Epoch 189: D Accuracy = 0.4885 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3440 - g_loss: 0.8667 - d_accuracy: 0.5560 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3476 - g_loss: 0.8658 - d_accuracy: 0.5582Epoch 190: D Accuracy = 0.5402 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3489 - g_loss: 0.8657 - d_accuracy: 0.5576 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8704 - d_accuracy: 0.5648Epoch 191: D Accuracy = 0.5690 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3388 - g_loss: 0.8704 - d_accuracy: 0.5649 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3340 - g_loss: 0.8757 - d_accuracy: 0.5690Epoch 192: D Accuracy = 0.5977 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8771 - d_accuracy: 0.5700 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8716 - d_accuracy: 0.5638Epoch 193: D Accuracy = 0.5460 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3389 - g_loss: 0.8719 - d_accuracy: 0.5631 Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3390 - g_loss: 0.8691 - d_accuracy: 0.5656Epoch 194: D Accuracy = 0.5575 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3392 - g_loss: 0.8680 - d_accuracy: 0.5653 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3348 - g_loss: 0.8724 - d_accuracy: 0.5700Epoch 195: D Accuracy = 0.5920 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3351 - g_loss: 0.8712 - d_accuracy: 0.5707 Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3450 - g_loss: 0.8626 - d_accuracy: 0.5603Epoch 196: D Accuracy = 0.5920 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3445 - g_loss: 0.8619 - d_accuracy: 0.5614 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8727 - d_accuracy: 0.5600Epoch 197: D Accuracy = 0.6149 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3360 - g_loss: 0.8730 - d_accuracy: 0.5619 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8703 - d_accuracy: 0.5652Epoch 198: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3411 - g_loss: 0.8708 - d_accuracy: 0.5629 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8706 - d_accuracy: 0.5708Epoch 199: D Accuracy = 0.5747 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3385 - g_loss: 0.8699 - d_accuracy: 0.5709 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3362 - g_loss: 0.8725 - d_accuracy: 0.5644 Class 8 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.5172 27/27 [==============================] - 1s 40ms/step - d_loss: 1.3376 - g_loss: 0.8711 - d_accuracy: 0.5628 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3391 - g_loss: 0.8678 - d_accuracy: 0.5607Epoch 201: D Accuracy = 0.6034 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3392 - g_loss: 0.8683 - d_accuracy: 0.5622 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3398 - g_loss: 0.8693 - d_accuracy: 0.5682Epoch 202: D Accuracy = 0.6724 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3378 - g_loss: 0.8699 - d_accuracy: 0.5719 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3440 - g_loss: 0.8717 - d_accuracy: 0.5555Epoch 203: D Accuracy = 0.5805 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3437 - g_loss: 0.8695 - d_accuracy: 0.5564 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3412 - g_loss: 0.8720 - d_accuracy: 0.5614Epoch 204: D Accuracy = 0.5517 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3416 - g_loss: 0.8734 - d_accuracy: 0.5610 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8696 - d_accuracy: 0.5658Epoch 205: D Accuracy = 0.5747 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3387 - g_loss: 0.8731 - d_accuracy: 0.5662 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3359 - g_loss: 0.8707 - d_accuracy: 0.5607Epoch 206: D Accuracy = 0.5402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3351 - g_loss: 0.8713 - d_accuracy: 0.5599 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8695 - d_accuracy: 0.5758Epoch 207: D Accuracy = 0.5805 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3398 - g_loss: 0.8670 - d_accuracy: 0.5759 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8738 - d_accuracy: 0.5585Epoch 208: D Accuracy = 0.5172 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3418 - g_loss: 0.8752 - d_accuracy: 0.5570 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8693 - d_accuracy: 0.5650Epoch 209: D Accuracy = 0.5805 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3365 - g_loss: 0.8703 - d_accuracy: 0.5656 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3469 - g_loss: 0.8635 - d_accuracy: 0.5558Epoch 210: D Accuracy = 0.5690 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3468 - g_loss: 0.8637 - d_accuracy: 0.5563 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8681 - d_accuracy: 0.5559Epoch 211: D Accuracy = 0.5057 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3412 - g_loss: 0.8705 - d_accuracy: 0.5541 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3413 - g_loss: 0.8663 - d_accuracy: 0.5584Epoch 212: D Accuracy = 0.5345 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3429 - g_loss: 0.8658 - d_accuracy: 0.5576 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3453 - g_loss: 0.8620 - d_accuracy: 0.5573Epoch 213: D Accuracy = 0.5345 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3466 - g_loss: 0.8610 - d_accuracy: 0.5565 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3423 - g_loss: 0.8646 - d_accuracy: 0.5595Epoch 214: D Accuracy = 0.5747 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3408 - g_loss: 0.8683 - d_accuracy: 0.5600 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3417 - g_loss: 0.8634 - d_accuracy: 0.5604Epoch 215: D Accuracy = 0.6897 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3392 - g_loss: 0.8636 - d_accuracy: 0.5650 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3434 - g_loss: 0.8648 - d_accuracy: 0.5574Epoch 216: D Accuracy = 0.5172 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3431 - g_loss: 0.8669 - d_accuracy: 0.5559 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3429 - g_loss: 0.8620 - d_accuracy: 0.5646Epoch 217: D Accuracy = 0.5632 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3433 - g_loss: 0.8619 - d_accuracy: 0.5645 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3408 - g_loss: 0.8668 - d_accuracy: 0.5638Epoch 218: D Accuracy = 0.5747 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3408 - g_loss: 0.8666 - d_accuracy: 0.5642 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3332 - g_loss: 0.8743 - d_accuracy: 0.5631Epoch 219: D Accuracy = 0.5345 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3321 - g_loss: 0.8753 - d_accuracy: 0.5620 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3458 - g_loss: 0.8636 - d_accuracy: 0.5554Epoch 220: D Accuracy = 0.5115 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3464 - g_loss: 0.8642 - d_accuracy: 0.5538 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3381 - g_loss: 0.8670 - d_accuracy: 0.5675 Epoch 221: Generator loss improved from 0.7660 to 0.7454. Saving weights. Epoch 221: D Accuracy = 0.5172 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3404 - g_loss: 0.8627 - d_accuracy: 0.5657 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8667 - d_accuracy: 0.5603Epoch 222: D Accuracy = 0.5115 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3440 - g_loss: 0.8654 - d_accuracy: 0.5586 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3414 - g_loss: 0.8669 - d_accuracy: 0.5547Epoch 223: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3422 - g_loss: 0.8653 - d_accuracy: 0.5527 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.8758 - d_accuracy: 0.5734Epoch 224: D Accuracy = 0.6034 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3307 - g_loss: 0.8765 - d_accuracy: 0.5745 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3386 - g_loss: 0.8708 - d_accuracy: 0.5602Epoch 225: D Accuracy = 0.5747 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3390 - g_loss: 0.8704 - d_accuracy: 0.5607 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3372 - g_loss: 0.8700 - d_accuracy: 0.5609Epoch 226: D Accuracy = 0.5747 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3373 - g_loss: 0.8715 - d_accuracy: 0.5614 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3393 - g_loss: 0.8664 - d_accuracy: 0.5630Epoch 227: D Accuracy = 0.5632 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3399 - g_loss: 0.8648 - d_accuracy: 0.5630 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3431 - g_loss: 0.8639 - d_accuracy: 0.5566Epoch 228: D Accuracy = 0.5920 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3418 - g_loss: 0.8650 - d_accuracy: 0.5579 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3302 - g_loss: 0.8733 - d_accuracy: 0.5663Epoch 229: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3282 - g_loss: 0.8746 - d_accuracy: 0.5681 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8701 - d_accuracy: 0.5686Epoch 230: D Accuracy = 0.5402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3368 - g_loss: 0.8718 - d_accuracy: 0.5676 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3353 - g_loss: 0.8704 - d_accuracy: 0.5623Epoch 231: D Accuracy = 0.4828 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3379 - g_loss: 0.8684 - d_accuracy: 0.5595 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8727 - d_accuracy: 0.5648Epoch 232: D Accuracy = 0.5862 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3361 - g_loss: 0.8741 - d_accuracy: 0.5656 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8710 - d_accuracy: 0.5710Epoch 233: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3342 - g_loss: 0.8719 - d_accuracy: 0.5725 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3379 - g_loss: 0.8712 - d_accuracy: 0.5604Epoch 234: D Accuracy = 0.5632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3375 - g_loss: 0.8694 - d_accuracy: 0.5605 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3274 - g_loss: 0.8750 - d_accuracy: 0.5699Epoch 235: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3267 - g_loss: 0.8738 - d_accuracy: 0.5713 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3339 - g_loss: 0.8769 - d_accuracy: 0.5663Epoch 236: D Accuracy = 0.5977 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3329 - g_loss: 0.8767 - d_accuracy: 0.5674 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8691 - d_accuracy: 0.5603Epoch 237: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3373 - g_loss: 0.8695 - d_accuracy: 0.5621 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3380 - g_loss: 0.8686 - d_accuracy: 0.5676Epoch 238: D Accuracy = 0.6034 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3380 - g_loss: 0.8689 - d_accuracy: 0.5689 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8679 - d_accuracy: 0.5648Epoch 239: D Accuracy = 0.5460 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3369 - g_loss: 0.8646 - d_accuracy: 0.5641 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8689 - d_accuracy: 0.5659Epoch 240: D Accuracy = 0.5517 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3384 - g_loss: 0.8688 - d_accuracy: 0.5654 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8685 - d_accuracy: 0.5681Epoch 241: D Accuracy = 0.5460 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3378 - g_loss: 0.8666 - d_accuracy: 0.5673 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8750 - d_accuracy: 0.5734Epoch 242: D Accuracy = 0.5920 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3326 - g_loss: 0.8724 - d_accuracy: 0.5741 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.8755 - d_accuracy: 0.5709Epoch 243: D Accuracy = 0.5632 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3301 - g_loss: 0.8730 - d_accuracy: 0.5706 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8714 - d_accuracy: 0.5627Epoch 244: D Accuracy = 0.6034 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3377 - g_loss: 0.8715 - d_accuracy: 0.5642 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8779 - d_accuracy: 0.5681Epoch 245: D Accuracy = 0.5977 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3269 - g_loss: 0.8769 - d_accuracy: 0.5692 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3339 - g_loss: 0.8729 - d_accuracy: 0.5692Epoch 246: D Accuracy = 0.5920 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3337 - g_loss: 0.8722 - d_accuracy: 0.5700 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.8749 - d_accuracy: 0.5684Epoch 247: D Accuracy = 0.5690 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3370 - g_loss: 0.8738 - d_accuracy: 0.5684 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3320 - g_loss: 0.8716 - d_accuracy: 0.5678Epoch 248: D Accuracy = 0.5230 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3317 - g_loss: 0.8721 - d_accuracy: 0.5662 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3303 - g_loss: 0.8780 - d_accuracy: 0.5682Epoch 249: D Accuracy = 0.5402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3311 - g_loss: 0.8773 - d_accuracy: 0.5672 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3281 - g_loss: 0.8775 - d_accuracy: 0.5772Epoch 250: D Accuracy = 0.6149 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3274 - g_loss: 0.8775 - d_accuracy: 0.5785 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3331 - g_loss: 0.8757 - d_accuracy: 0.5672Epoch 251: D Accuracy = 0.5517 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3338 - g_loss: 0.8754 - d_accuracy: 0.5666 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3345 - g_loss: 0.8790 - d_accuracy: 0.5672Epoch 252: D Accuracy = 0.5057 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3338 - g_loss: 0.8824 - d_accuracy: 0.5650 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8742 - d_accuracy: 0.5694Epoch 253: D Accuracy = 0.6034 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3326 - g_loss: 0.8749 - d_accuracy: 0.5706 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3269 - g_loss: 0.8823 - d_accuracy: 0.5679Epoch 254: D Accuracy = 0.6264 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3245 - g_loss: 0.8840 - d_accuracy: 0.5700 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3341 - g_loss: 0.8786 - d_accuracy: 0.5674Epoch 255: D Accuracy = 0.5805 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3336 - g_loss: 0.8793 - d_accuracy: 0.5678 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3280 - g_loss: 0.8798 - d_accuracy: 0.5766Epoch 256: D Accuracy = 0.6034 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3265 - g_loss: 0.8811 - d_accuracy: 0.5776 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8780 - d_accuracy: 0.5705Epoch 257: D Accuracy = 0.5747 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3308 - g_loss: 0.8792 - d_accuracy: 0.5706 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3307 - g_loss: 0.8735 - d_accuracy: 0.5693Epoch 258: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3316 - g_loss: 0.8718 - d_accuracy: 0.5707 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8776 - d_accuracy: 0.5690Epoch 259: D Accuracy = 0.5690 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3326 - g_loss: 0.8778 - d_accuracy: 0.5690 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8775 - d_accuracy: 0.5691Epoch 260: D Accuracy = 0.5575 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3316 - g_loss: 0.8766 - d_accuracy: 0.5687 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8814 - d_accuracy: 0.5757Epoch 261: D Accuracy = 0.5287 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3263 - g_loss: 0.8836 - d_accuracy: 0.5740 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3381 - g_loss: 0.8686 - d_accuracy: 0.5658Epoch 262: D Accuracy = 0.5575 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3382 - g_loss: 0.8699 - d_accuracy: 0.5655 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8780 - d_accuracy: 0.5747Epoch 263: D Accuracy = 0.5632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3258 - g_loss: 0.8772 - d_accuracy: 0.5743
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.8796 - d_accuracy: 0.5649Epoch 264: D Accuracy = 0.5575 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3292 - g_loss: 0.8805 - d_accuracy: 0.5647 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8746 - d_accuracy: 0.5666Epoch 265: D Accuracy = 0.5805 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3308 - g_loss: 0.8766 - d_accuracy: 0.5671 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.8732 - d_accuracy: 0.5643Epoch 266: D Accuracy = 0.5920 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3344 - g_loss: 0.8748 - d_accuracy: 0.5653 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8803 - d_accuracy: 0.5832Epoch 267: D Accuracy = 0.5977 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3264 - g_loss: 0.8798 - d_accuracy: 0.5837 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8799 - d_accuracy: 0.5828Epoch 268: D Accuracy = 0.5920 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3263 - g_loss: 0.8785 - d_accuracy: 0.5832 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3332 - g_loss: 0.8804 - d_accuracy: 0.5681Epoch 269: D Accuracy = 0.5460 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3330 - g_loss: 0.8838 - d_accuracy: 0.5673 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3349 - g_loss: 0.8721 - d_accuracy: 0.5665Epoch 270: D Accuracy = 0.5460 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3357 - g_loss: 0.8709 - d_accuracy: 0.5658 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8786 - d_accuracy: 0.5679Epoch 271: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3348 - g_loss: 0.8800 - d_accuracy: 0.5654 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8738 - d_accuracy: 0.5671Epoch 272: D Accuracy = 0.5862 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3358 - g_loss: 0.8728 - d_accuracy: 0.5678 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8856 - d_accuracy: 0.5764Epoch 273: D Accuracy = 0.5977 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3271 - g_loss: 0.8866 - d_accuracy: 0.5772 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3265 - g_loss: 0.8811 - d_accuracy: 0.5739Epoch 274: D Accuracy = 0.4828 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3287 - g_loss: 0.8797 - d_accuracy: 0.5706 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8841 - d_accuracy: 0.5764Epoch 275: D Accuracy = 0.5402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3257 - g_loss: 0.8833 - d_accuracy: 0.5751 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8864 - d_accuracy: 0.5772Epoch 276: D Accuracy = 0.5920 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3224 - g_loss: 0.8858 - d_accuracy: 0.5777 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3269 - g_loss: 0.8804 - d_accuracy: 0.5746Epoch 277: D Accuracy = 0.5345 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3280 - g_loss: 0.8818 - d_accuracy: 0.5732 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8701 - d_accuracy: 0.5644Epoch 278: D Accuracy = 0.5862 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3370 - g_loss: 0.8705 - d_accuracy: 0.5652 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.8812 - d_accuracy: 0.5714Epoch 279: D Accuracy = 0.4943 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3297 - g_loss: 0.8792 - d_accuracy: 0.5686 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.8812 - d_accuracy: 0.5723Epoch 280: D Accuracy = 0.6034 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3294 - g_loss: 0.8813 - d_accuracy: 0.5734 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8767 - d_accuracy: 0.5718Epoch 281: D Accuracy = 0.5977 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3283 - g_loss: 0.8778 - d_accuracy: 0.5727 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3268 - g_loss: 0.8812 - d_accuracy: 0.5774Epoch 282: D Accuracy = 0.5862 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3277 - g_loss: 0.8791 - d_accuracy: 0.5777 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8767 - d_accuracy: 0.5721Epoch 283: D Accuracy = 0.5977 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3278 - g_loss: 0.8762 - d_accuracy: 0.5730 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8816 - d_accuracy: 0.5758Epoch 284: D Accuracy = 0.5230 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3328 - g_loss: 0.8816 - d_accuracy: 0.5739 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8785 - d_accuracy: 0.5733Epoch 285: D Accuracy = 0.5690 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3249 - g_loss: 0.8786 - d_accuracy: 0.5731 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.8813 - d_accuracy: 0.5679Epoch 286: D Accuracy = 0.5862 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3306 - g_loss: 0.8798 - d_accuracy: 0.5685 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3292 - g_loss: 0.8810 - d_accuracy: 0.5723Epoch 287: D Accuracy = 0.5575 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3290 - g_loss: 0.8831 - d_accuracy: 0.5718 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3329 - g_loss: 0.8724 - d_accuracy: 0.5694Epoch 288: D Accuracy = 0.6092 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3326 - g_loss: 0.8727 - d_accuracy: 0.5709 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3328 - g_loss: 0.8760 - d_accuracy: 0.5625Epoch 289: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3317 - g_loss: 0.8766 - d_accuracy: 0.5646 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3224 - g_loss: 0.8851 - d_accuracy: 0.5788Epoch 290: D Accuracy = 0.6092 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3220 - g_loss: 0.8835 - d_accuracy: 0.5799 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8868 - d_accuracy: 0.5734Epoch 291: D Accuracy = 0.5517 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3293 - g_loss: 0.8889 - d_accuracy: 0.5726 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8843 - d_accuracy: 0.5742Epoch 292: D Accuracy = 0.6207 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3217 - g_loss: 0.8862 - d_accuracy: 0.5759 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3212 - g_loss: 0.8853 - d_accuracy: 0.5726Epoch 293: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3226 - g_loss: 0.8847 - d_accuracy: 0.5700 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3208 - g_loss: 0.8862 - d_accuracy: 0.5796Epoch 294: D Accuracy = 0.5517 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3215 - g_loss: 0.8863 - d_accuracy: 0.5786 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3259 - g_loss: 0.8816 - d_accuracy: 0.5738Epoch 295: D Accuracy = 0.5287 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3272 - g_loss: 0.8792 - d_accuracy: 0.5722
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.8880 - d_accuracy: 0.5742Epoch 296: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3188 - g_loss: 0.8892 - d_accuracy: 0.5755 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8862 - d_accuracy: 0.5713Epoch 297: D Accuracy = 0.5747 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3240 - g_loss: 0.8900 - d_accuracy: 0.5715 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.8853 - d_accuracy: 0.5809Epoch 298: D Accuracy = 0.5517 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3235 - g_loss: 0.8889 - d_accuracy: 0.5799 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8796 - d_accuracy: 0.5814Epoch 299: D Accuracy = 0.6034 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3168 - g_loss: 0.8784 - d_accuracy: 0.5822 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.8959 - d_accuracy: 0.5730 Class 8 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.4828 27/27 [==============================] - 1s 42ms/step - d_loss: 1.3227 - g_loss: 0.8977 - d_accuracy: 0.5698 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.8786 - d_accuracy: 0.5757Epoch 301: D Accuracy = 0.6609 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3208 - g_loss: 0.8789 - d_accuracy: 0.5787 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8875 - d_accuracy: 0.5768Epoch 302: D Accuracy = 0.5862 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3211 - g_loss: 0.8878 - d_accuracy: 0.5772 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.8990 - d_accuracy: 0.5886Epoch 303: D Accuracy = 0.6379 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3089 - g_loss: 0.8992 - d_accuracy: 0.5903 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3251 - g_loss: 0.8862 - d_accuracy: 0.5787Epoch 304: D Accuracy = 0.5460 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3259 - g_loss: 0.8858 - d_accuracy: 0.5775 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3188 - g_loss: 0.8888 - d_accuracy: 0.5774Epoch 305: D Accuracy = 0.5345 27/27 [==============================] - 1s 42ms/step - d_loss: 1.3196 - g_loss: 0.8891 - d_accuracy: 0.5758 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.8927 - d_accuracy: 0.5832Epoch 306: D Accuracy = 0.5862 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3155 - g_loss: 0.8956 - d_accuracy: 0.5833 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8814 - d_accuracy: 0.5814Epoch 307: D Accuracy = 0.5230 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3253 - g_loss: 0.8802 - d_accuracy: 0.5793 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3265 - g_loss: 0.8873 - d_accuracy: 0.5735Epoch 308: D Accuracy = 0.5460 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3272 - g_loss: 0.8883 - d_accuracy: 0.5725 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.8903 - d_accuracy: 0.5783Epoch 309: D Accuracy = 0.5057 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3213 - g_loss: 0.8897 - d_accuracy: 0.5757 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.8900 - d_accuracy: 0.5874Epoch 310: D Accuracy = 0.5517 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3163 - g_loss: 0.8920 - d_accuracy: 0.5861 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8811 - d_accuracy: 0.5752Epoch 311: D Accuracy = 0.5575 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3283 - g_loss: 0.8807 - d_accuracy: 0.5746 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3265 - g_loss: 0.8884 - d_accuracy: 0.5713Epoch 312: D Accuracy = 0.5977 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3256 - g_loss: 0.8875 - d_accuracy: 0.5723 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3252 - g_loss: 0.8850 - d_accuracy: 0.5778Epoch 313: D Accuracy = 0.5172 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3269 - g_loss: 0.8811 - d_accuracy: 0.5756 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3205 - g_loss: 0.8890 - d_accuracy: 0.5781Epoch 314: D Accuracy = 0.5805 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3213 - g_loss: 0.8875 - d_accuracy: 0.5782 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3125 - g_loss: 0.8953 - d_accuracy: 0.5885Epoch 315: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3122 - g_loss: 0.8940 - d_accuracy: 0.5893 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3117 - g_loss: 0.9007 - d_accuracy: 0.5830Epoch 316: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3100 - g_loss: 0.9012 - d_accuracy: 0.5844 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3184 - g_loss: 0.8923 - d_accuracy: 0.5818Epoch 317: D Accuracy = 0.5517 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3186 - g_loss: 0.8932 - d_accuracy: 0.5807 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8864 - d_accuracy: 0.5763Epoch 318: D Accuracy = 0.5575 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3234 - g_loss: 0.8846 - d_accuracy: 0.5757 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8841 - d_accuracy: 0.5758Epoch 319: D Accuracy = 0.5977 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3274 - g_loss: 0.8844 - d_accuracy: 0.5766 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3195 - g_loss: 0.8874 - d_accuracy: 0.5823Epoch 320: D Accuracy = 0.5862 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3193 - g_loss: 0.8861 - d_accuracy: 0.5825 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3208 - g_loss: 0.8906 - d_accuracy: 0.5905Epoch 321: D Accuracy = 0.6322 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3200 - g_loss: 0.8892 - d_accuracy: 0.5920 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.8947 - d_accuracy: 0.5895Epoch 322: D Accuracy = 0.5805 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3097 - g_loss: 0.8963 - d_accuracy: 0.5892 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9021 - d_accuracy: 0.5888Epoch 323: D Accuracy = 0.5862 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3114 - g_loss: 0.9040 - d_accuracy: 0.5887 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3247 - g_loss: 0.8842 - d_accuracy: 0.5738Epoch 324: D Accuracy = 0.5632 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3251 - g_loss: 0.8879 - d_accuracy: 0.5734 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3230 - g_loss: 0.8875 - d_accuracy: 0.5746Epoch 325: D Accuracy = 0.5805 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3231 - g_loss: 0.8859 - d_accuracy: 0.5748 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3148 - g_loss: 0.8921 - d_accuracy: 0.5820Epoch 326: D Accuracy = 0.5805 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3159 - g_loss: 0.8896 - d_accuracy: 0.5819 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8907 - d_accuracy: 0.5677Epoch 327: D Accuracy = 0.5575 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3238 - g_loss: 0.8898 - d_accuracy: 0.5673 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3164 - g_loss: 0.8912 - d_accuracy: 0.5813Epoch 328: D Accuracy = 0.6609 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3143 - g_loss: 0.8915 - d_accuracy: 0.5842 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.8977 - d_accuracy: 0.5915Epoch 329: D Accuracy = 0.5690 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3096 - g_loss: 0.8976 - d_accuracy: 0.5907 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.8955 - d_accuracy: 0.5792Epoch 330: D Accuracy = 0.4655 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3190 - g_loss: 0.8965 - d_accuracy: 0.5751 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3115 - g_loss: 0.8937 - d_accuracy: 0.5897Epoch 331: D Accuracy = 0.6379 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3100 - g_loss: 0.8943 - d_accuracy: 0.5915 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.8942 - d_accuracy: 0.5973Epoch 332: D Accuracy = 0.5920 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3071 - g_loss: 0.8925 - d_accuracy: 0.5971 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.8958 - d_accuracy: 0.5758Epoch 333: D Accuracy = 0.5977 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3187 - g_loss: 0.8961 - d_accuracy: 0.5766 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.8962 - d_accuracy: 0.5950Epoch 334: D Accuracy = 0.6034 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3061 - g_loss: 0.8960 - d_accuracy: 0.5953 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3141 - g_loss: 0.8994 - d_accuracy: 0.5875Epoch 335: D Accuracy = 0.6034 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3137 - g_loss: 0.8987 - d_accuracy: 0.5880 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.8904 - d_accuracy: 0.5866Epoch 336: D Accuracy = 0.5575 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3193 - g_loss: 0.8879 - d_accuracy: 0.5856 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.9027 - d_accuracy: 0.5899Epoch 337: D Accuracy = 0.5805 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3079 - g_loss: 0.9026 - d_accuracy: 0.5896 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3114 - g_loss: 0.8984 - d_accuracy: 0.5864Epoch 338: D Accuracy = 0.5920 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3115 - g_loss: 0.9012 - d_accuracy: 0.5866 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3167 - g_loss: 0.8900 - d_accuracy: 0.5838Epoch 339: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3150 - g_loss: 0.8905 - d_accuracy: 0.5849 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.8973 - d_accuracy: 0.5866Epoch 340: D Accuracy = 0.4713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3214 - g_loss: 0.8945 - d_accuracy: 0.5825 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.8909 - d_accuracy: 0.5776Epoch 341: D Accuracy = 0.5172 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3191 - g_loss: 0.8914 - d_accuracy: 0.5755 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9037 - d_accuracy: 0.5915Epoch 342: D Accuracy = 0.5632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3078 - g_loss: 0.9056 - d_accuracy: 0.5905 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9025 - d_accuracy: 0.5998Epoch 343: D Accuracy = 0.5920 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3004 - g_loss: 0.9028 - d_accuracy: 0.5995 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.8965 - d_accuracy: 0.5855Epoch 344: D Accuracy = 0.5747 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3120 - g_loss: 0.8970 - d_accuracy: 0.5851 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.8983 - d_accuracy: 0.5908Epoch 345: D Accuracy = 0.6322 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3097 - g_loss: 0.8962 - d_accuracy: 0.5923 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3071 - g_loss: 0.9004 - d_accuracy: 0.5917Epoch 346: D Accuracy = 0.6207 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3056 - g_loss: 0.9024 - d_accuracy: 0.5927 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 0.9019 - d_accuracy: 0.5915Epoch 347: D Accuracy = 0.6437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3066 - g_loss: 0.9027 - d_accuracy: 0.5934 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3115 - g_loss: 0.9012 - d_accuracy: 0.5882Epoch 348: D Accuracy = 0.5690 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3120 - g_loss: 0.9016 - d_accuracy: 0.5875 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3162 - g_loss: 0.8939 - d_accuracy: 0.5859Epoch 349: D Accuracy = 0.6034 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3169 - g_loss: 0.8899 - d_accuracy: 0.5865 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3032 - g_loss: 0.9088 - d_accuracy: 0.5987Epoch 350: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3031 - g_loss: 0.9088 - d_accuracy: 0.5993 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3150 - g_loss: 0.8956 - d_accuracy: 0.5804Epoch 351: D Accuracy = 0.6322 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3125 - g_loss: 0.8990 - d_accuracy: 0.5823 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.9002 - d_accuracy: 0.5955Epoch 352: D Accuracy = 0.6207 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3103 - g_loss: 0.9018 - d_accuracy: 0.5964 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3100 - g_loss: 0.9027 - d_accuracy: 0.5923Epoch 353: D Accuracy = 0.6092 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3105 - g_loss: 0.9007 - d_accuracy: 0.5929 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.9033 - d_accuracy: 0.5895Epoch 354: D Accuracy = 0.5920 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3098 - g_loss: 0.9043 - d_accuracy: 0.5896 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3146 - g_loss: 0.8979 - d_accuracy: 0.5828Epoch 355: D Accuracy = 0.5517 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3166 - g_loss: 0.8996 - d_accuracy: 0.5817 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.8980 - d_accuracy: 0.5930Epoch 356: D Accuracy = 0.5920 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3076 - g_loss: 0.8993 - d_accuracy: 0.5929 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9109 - d_accuracy: 0.6025Epoch 357: D Accuracy = 0.5517 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2962 - g_loss: 0.9093 - d_accuracy: 0.6007 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9130 - d_accuracy: 0.5974Epoch 358: D Accuracy = 0.6609 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3003 - g_loss: 0.9118 - d_accuracy: 0.5997 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9081 - d_accuracy: 0.5952Epoch 359: D Accuracy = 0.5575 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3069 - g_loss: 0.9076 - d_accuracy: 0.5938 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3076 - g_loss: 0.9056 - d_accuracy: 0.5918Epoch 360: D Accuracy = 0.6322 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3063 - g_loss: 0.9053 - d_accuracy: 0.5933 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3120 - g_loss: 0.8978 - d_accuracy: 0.5895Epoch 361: D Accuracy = 0.5115 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3124 - g_loss: 0.8975 - d_accuracy: 0.5868 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9091 - d_accuracy: 0.6055Epoch 362: D Accuracy = 0.6724 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2955 - g_loss: 0.9093 - d_accuracy: 0.6079 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.9052 - d_accuracy: 0.5956Epoch 363: D Accuracy = 0.6437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3085 - g_loss: 0.9045 - d_accuracy: 0.5973
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3012 - g_loss: 0.9109 - d_accuracy: 0.5969Epoch 364: D Accuracy = 0.6322 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3009 - g_loss: 0.9109 - d_accuracy: 0.5982 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3023 - g_loss: 0.9055 - d_accuracy: 0.6018Epoch 365: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3039 - g_loss: 0.9021 - d_accuracy: 0.6022 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3010 - g_loss: 0.9052 - d_accuracy: 0.6039Epoch 366: D Accuracy = 0.6379 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2997 - g_loss: 0.9058 - d_accuracy: 0.6051 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3095 - g_loss: 0.9013 - d_accuracy: 0.5965Epoch 367: D Accuracy = 0.6322 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3094 - g_loss: 0.8992 - d_accuracy: 0.5978 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2947 - g_loss: 0.9155 - d_accuracy: 0.6010Epoch 368: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2941 - g_loss: 0.9157 - d_accuracy: 0.6015 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9174 - d_accuracy: 0.6025Epoch 369: D Accuracy = 0.5402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2983 - g_loss: 0.9173 - d_accuracy: 0.6003 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3100 - g_loss: 0.9041 - d_accuracy: 0.5834Epoch 370: D Accuracy = 0.7011 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3081 - g_loss: 0.9034 - d_accuracy: 0.5876 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3039 - g_loss: 0.9098 - d_accuracy: 0.5921Epoch 371: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3029 - g_loss: 0.9114 - d_accuracy: 0.5929 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9107 - d_accuracy: 0.5940Epoch 372: D Accuracy = 0.5977 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3053 - g_loss: 0.9126 - d_accuracy: 0.5942 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3046 - g_loss: 0.9065 - d_accuracy: 0.5944Epoch 373: D Accuracy = 0.6264 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3040 - g_loss: 0.9069 - d_accuracy: 0.5955 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3008 - g_loss: 0.9104 - d_accuracy: 0.5986Epoch 374: D Accuracy = 0.5632 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3017 - g_loss: 0.9106 - d_accuracy: 0.5973 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3048 - g_loss: 0.9074 - d_accuracy: 0.5987Epoch 375: D Accuracy = 0.5172 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3057 - g_loss: 0.9071 - d_accuracy: 0.5958 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3038 - g_loss: 0.9068 - d_accuracy: 0.5917Epoch 376: D Accuracy = 0.5230 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3060 - g_loss: 0.9057 - d_accuracy: 0.5893 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.9039 - d_accuracy: 0.5925Epoch 377: D Accuracy = 0.5862 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3022 - g_loss: 0.9063 - d_accuracy: 0.5922 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3008 - g_loss: 0.9132 - d_accuracy: 0.5941Epoch 378: D Accuracy = 0.5517 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3030 - g_loss: 0.9133 - d_accuracy: 0.5926 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3008 - g_loss: 0.9136 - d_accuracy: 0.5998Epoch 379: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2986 - g_loss: 0.9203 - d_accuracy: 0.6006 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9078 - d_accuracy: 0.6105Epoch 380: D Accuracy = 0.5862 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2986 - g_loss: 0.9083 - d_accuracy: 0.6097 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3046 - g_loss: 0.9120 - d_accuracy: 0.5883Epoch 381: D Accuracy = 0.5402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3052 - g_loss: 0.9116 - d_accuracy: 0.5866 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9071 - d_accuracy: 0.5947Epoch 382: D Accuracy = 0.5517 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3082 - g_loss: 0.9048 - d_accuracy: 0.5931 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2888 - g_loss: 0.9194 - d_accuracy: 0.6193Epoch 383: D Accuracy = 0.7011 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2865 - g_loss: 0.9178 - d_accuracy: 0.6222 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3053 - g_loss: 0.9177 - d_accuracy: 0.5904Epoch 384: D Accuracy = 0.5632 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3060 - g_loss: 0.9217 - d_accuracy: 0.5895 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9050 - d_accuracy: 0.5970Epoch 385: D Accuracy = 0.6034 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3043 - g_loss: 0.9037 - d_accuracy: 0.5972 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 0.9117 - d_accuracy: 0.5900Epoch 386: D Accuracy = 0.5287 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3069 - g_loss: 0.9158 - d_accuracy: 0.5879 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2899 - g_loss: 0.9212 - d_accuracy: 0.6077Epoch 387: D Accuracy = 0.5690 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2900 - g_loss: 0.9211 - d_accuracy: 0.6063 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9166 - d_accuracy: 0.5944Epoch 388: D Accuracy = 0.5517 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3053 - g_loss: 0.9211 - d_accuracy: 0.5928 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2989 - g_loss: 0.9131 - d_accuracy: 0.6053Epoch 389: D Accuracy = 0.5977 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3005 - g_loss: 0.9103 - d_accuracy: 0.6051 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.9206 - d_accuracy: 0.6027Epoch 390: D Accuracy = 0.5460 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2944 - g_loss: 0.9247 - d_accuracy: 0.6007 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9202 - d_accuracy: 0.5901Epoch 391: D Accuracy = 0.6092 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3034 - g_loss: 0.9204 - d_accuracy: 0.5908 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9093 - d_accuracy: 0.5982Epoch 392: D Accuracy = 0.6149 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3048 - g_loss: 0.9094 - d_accuracy: 0.5988 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9137 - d_accuracy: 0.6048Epoch 393: D Accuracy = 0.5172 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3021 - g_loss: 0.9137 - d_accuracy: 0.6017 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2979 - g_loss: 0.9171 - d_accuracy: 0.5934Epoch 394: D Accuracy = 0.6782 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2953 - g_loss: 0.9206 - d_accuracy: 0.5964 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3014 - g_loss: 0.9117 - d_accuracy: 0.5898Epoch 395: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3006 - g_loss: 0.9155 - d_accuracy: 0.5907
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2921 - g_loss: 0.9186 - d_accuracy: 0.6049Epoch 396: D Accuracy = 0.5977 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2923 - g_loss: 0.9164 - d_accuracy: 0.6046 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2972 - g_loss: 0.9198 - d_accuracy: 0.5969Epoch 397: D Accuracy = 0.7069 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2938 - g_loss: 0.9201 - d_accuracy: 0.6009 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2999 - g_loss: 0.9139 - d_accuracy: 0.5949Epoch 398: D Accuracy = 0.5460 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3012 - g_loss: 0.9149 - d_accuracy: 0.5931 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2861 - g_loss: 0.9231 - d_accuracy: 0.6127Epoch 399: D Accuracy = 0.5517 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2869 - g_loss: 0.9245 - d_accuracy: 0.6106 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2909 - g_loss: 0.9238 - d_accuracy: 0.6034 Class 8 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.6092 27/27 [==============================] - 1s 40ms/step - d_loss: 1.2903 - g_loss: 0.9256 - d_accuracy: 0.6036 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9218 - d_accuracy: 0.6171Epoch 401: D Accuracy = 0.6782 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2857 - g_loss: 0.9212 - d_accuracy: 0.6193 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2878 - g_loss: 0.9233 - d_accuracy: 0.6046Epoch 402: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2860 - g_loss: 0.9259 - d_accuracy: 0.6068 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3053 - g_loss: 0.9172 - d_accuracy: 0.5927Epoch 403: D Accuracy = 0.5862 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3040 - g_loss: 0.9199 - d_accuracy: 0.5925 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2934 - g_loss: 0.9172 - d_accuracy: 0.6033Epoch 404: D Accuracy = 0.5977 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2926 - g_loss: 0.9188 - d_accuracy: 0.6031 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2873 - g_loss: 0.9218 - d_accuracy: 0.6091Epoch 405: D Accuracy = 0.6207 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2867 - g_loss: 0.9204 - d_accuracy: 0.6095 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9303 - d_accuracy: 0.6084Epoch 406: D Accuracy = 0.5632 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2903 - g_loss: 0.9332 - d_accuracy: 0.6068 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9225 - d_accuracy: 0.6072Epoch 407: D Accuracy = 0.6379 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2898 - g_loss: 0.9226 - d_accuracy: 0.6083 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2948 - g_loss: 0.9191 - d_accuracy: 0.5982Epoch 408: D Accuracy = 0.5345 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2955 - g_loss: 0.9196 - d_accuracy: 0.5959 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2857 - g_loss: 0.9301 - d_accuracy: 0.6114Epoch 409: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2839 - g_loss: 0.9318 - d_accuracy: 0.6133 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2877 - g_loss: 0.9280 - d_accuracy: 0.6075Epoch 410: D Accuracy = 0.6494 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2851 - g_loss: 0.9321 - d_accuracy: 0.6090 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9296 - d_accuracy: 0.6109Epoch 411: D Accuracy = 0.5517 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2905 - g_loss: 0.9294 - d_accuracy: 0.6087 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9293 - d_accuracy: 0.6055Epoch 412: D Accuracy = 0.5977 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2885 - g_loss: 0.9347 - d_accuracy: 0.6052 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9249 - d_accuracy: 0.6068Epoch 413: D Accuracy = 0.5402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2930 - g_loss: 0.9269 - d_accuracy: 0.6044 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2832 - g_loss: 0.9337 - d_accuracy: 0.6153Epoch 414: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2804 - g_loss: 0.9348 - d_accuracy: 0.6171 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2860 - g_loss: 0.9213 - d_accuracy: 0.6142Epoch 415: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2864 - g_loss: 0.9175 - d_accuracy: 0.6154 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9228 - d_accuracy: 0.6019Epoch 416: D Accuracy = 0.5977 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2938 - g_loss: 0.9206 - d_accuracy: 0.6017 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2921 - g_loss: 0.9331 - d_accuracy: 0.6028Epoch 417: D Accuracy = 0.6264 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2906 - g_loss: 0.9370 - d_accuracy: 0.6036 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2847 - g_loss: 0.9252 - d_accuracy: 0.6145Epoch 418: D Accuracy = 0.6839 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2822 - g_loss: 0.9246 - d_accuracy: 0.6169 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9234 - d_accuracy: 0.6026Epoch 419: D Accuracy = 0.6034 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2954 - g_loss: 0.9194 - d_accuracy: 0.6027 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9360 - d_accuracy: 0.6143Epoch 420: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2880 - g_loss: 0.9393 - d_accuracy: 0.6141 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2854 - g_loss: 0.9323 - d_accuracy: 0.6118Epoch 421: D Accuracy = 0.5977 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2871 - g_loss: 0.9331 - d_accuracy: 0.6113 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2872 - g_loss: 0.9258 - d_accuracy: 0.6155Epoch 422: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2868 - g_loss: 0.9263 - d_accuracy: 0.6167 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9286 - d_accuracy: 0.6128Epoch 423: D Accuracy = 0.5920 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2859 - g_loss: 0.9285 - d_accuracy: 0.6120 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2874 - g_loss: 0.9336 - d_accuracy: 0.6043Epoch 424: D Accuracy = 0.6092 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2884 - g_loss: 0.9317 - d_accuracy: 0.6045 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2891 - g_loss: 0.9256 - d_accuracy: 0.6049Epoch 425: D Accuracy = 0.6839 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2873 - g_loss: 0.9249 - d_accuracy: 0.6077 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2875 - g_loss: 0.9343 - d_accuracy: 0.6101Epoch 426: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2865 - g_loss: 0.9387 - d_accuracy: 0.6101 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9250 - d_accuracy: 0.6140Epoch 427: D Accuracy = 0.5345 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2920 - g_loss: 0.9241 - d_accuracy: 0.6111 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2805 - g_loss: 0.9324 - d_accuracy: 0.6165Epoch 428: D Accuracy = 0.6264 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2810 - g_loss: 0.9342 - d_accuracy: 0.6169 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2782 - g_loss: 0.9457 - d_accuracy: 0.6167Epoch 429: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2781 - g_loss: 0.9472 - d_accuracy: 0.6166 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2786 - g_loss: 0.9386 - d_accuracy: 0.6172Epoch 430: D Accuracy = 0.5747 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2803 - g_loss: 0.9375 - d_accuracy: 0.6157 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2907 - g_loss: 0.9268 - d_accuracy: 0.6086Epoch 431: D Accuracy = 0.6379 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2904 - g_loss: 0.9258 - d_accuracy: 0.6096 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9421 - d_accuracy: 0.6202Epoch 432: D Accuracy = 0.5690 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2747 - g_loss: 0.9451 - d_accuracy: 0.6183 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2730 - g_loss: 0.9409 - d_accuracy: 0.6308Epoch 433: D Accuracy = 0.6724 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2714 - g_loss: 0.9406 - d_accuracy: 0.6323 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2919 - g_loss: 0.9313 - d_accuracy: 0.5970Epoch 434: D Accuracy = 0.5690 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2929 - g_loss: 0.9311 - d_accuracy: 0.5960 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2841 - g_loss: 0.9332 - d_accuracy: 0.6152Epoch 435: D Accuracy = 0.4943 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2879 - g_loss: 0.9284 - d_accuracy: 0.6109 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2884 - g_loss: 0.9277 - d_accuracy: 0.6123Epoch 436: D Accuracy = 0.6494 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2869 - g_loss: 0.9272 - d_accuracy: 0.6136 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2823 - g_loss: 0.9359 - d_accuracy: 0.6132Epoch 437: D Accuracy = 0.6264 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2820 - g_loss: 0.9350 - d_accuracy: 0.6137 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9415 - d_accuracy: 0.6197Epoch 438: D Accuracy = 0.6609 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2737 - g_loss: 0.9403 - d_accuracy: 0.6211 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 0.9395 - d_accuracy: 0.6094Epoch 439: D Accuracy = 0.6379 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2834 - g_loss: 0.9397 - d_accuracy: 0.6104 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2828 - g_loss: 0.9406 - d_accuracy: 0.6106Epoch 440: D Accuracy = 0.6437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2829 - g_loss: 0.9396 - d_accuracy: 0.6118 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2842 - g_loss: 0.9350 - d_accuracy: 0.6110Epoch 441: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2837 - g_loss: 0.9369 - d_accuracy: 0.6109 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2937 - g_loss: 0.9244 - d_accuracy: 0.6037Epoch 442: D Accuracy = 0.5977 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2926 - g_loss: 0.9271 - d_accuracy: 0.6035 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2810 - g_loss: 0.9343 - d_accuracy: 0.6153Epoch 443: D Accuracy = 0.6092 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2806 - g_loss: 0.9369 - d_accuracy: 0.6151 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2791 - g_loss: 0.9392 - d_accuracy: 0.6150Epoch 444: D Accuracy = 0.5805 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2794 - g_loss: 0.9420 - d_accuracy: 0.6137 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9362 - d_accuracy: 0.6051Epoch 445: D Accuracy = 0.5460 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2925 - g_loss: 0.9377 - d_accuracy: 0.6030 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9293 - d_accuracy: 0.6163Epoch 446: D Accuracy = 0.6609 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2879 - g_loss: 0.9321 - d_accuracy: 0.6179 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9336 - d_accuracy: 0.6082Epoch 447: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2937 - g_loss: 0.9326 - d_accuracy: 0.6044 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2789 - g_loss: 0.9394 - d_accuracy: 0.6179Epoch 448: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2786 - g_loss: 0.9384 - d_accuracy: 0.6191 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2733 - g_loss: 0.9466 - d_accuracy: 0.6148Epoch 449: D Accuracy = 0.6322 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2720 - g_loss: 0.9477 - d_accuracy: 0.6155 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2668 - g_loss: 0.9561 - d_accuracy: 0.6290Epoch 450: D Accuracy = 0.6437 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2640 - g_loss: 0.9623 - d_accuracy: 0.6295 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9428 - d_accuracy: 0.6121Epoch 451: D Accuracy = 0.5747 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2790 - g_loss: 0.9424 - d_accuracy: 0.6108 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2687 - g_loss: 0.9480 - d_accuracy: 0.6287Epoch 452: D Accuracy = 0.6552 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2675 - g_loss: 0.9494 - d_accuracy: 0.6297 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2897 - g_loss: 0.9279 - d_accuracy: 0.6026Epoch 453: D Accuracy = 0.6092 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2912 - g_loss: 0.9254 - d_accuracy: 0.6028 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2784 - g_loss: 0.9424 - d_accuracy: 0.6149Epoch 454: D Accuracy = 0.6264 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2787 - g_loss: 0.9393 - d_accuracy: 0.6153 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9430 - d_accuracy: 0.6279Epoch 455: D Accuracy = 0.6264 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2705 - g_loss: 0.9407 - d_accuracy: 0.6279 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2783 - g_loss: 0.9373 - d_accuracy: 0.6208Epoch 456: D Accuracy = 0.6552 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2784 - g_loss: 0.9337 - d_accuracy: 0.6220 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9460 - d_accuracy: 0.6233Epoch 457: D Accuracy = 0.7069 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2737 - g_loss: 0.9426 - d_accuracy: 0.6262 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9521 - d_accuracy: 0.6276Epoch 458: D Accuracy = 0.6092 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2703 - g_loss: 0.9521 - d_accuracy: 0.6269 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9468 - d_accuracy: 0.6228Epoch 459: D Accuracy = 0.5862 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2761 - g_loss: 0.9485 - d_accuracy: 0.6215 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2825 - g_loss: 0.9448 - d_accuracy: 0.6133Epoch 460: D Accuracy = 0.6609 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2810 - g_loss: 0.9451 - d_accuracy: 0.6150 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9516 - d_accuracy: 0.6204Epoch 461: D Accuracy = 0.5747 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2779 - g_loss: 0.9476 - d_accuracy: 0.6188 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2739 - g_loss: 0.9458 - d_accuracy: 0.6313Epoch 462: D Accuracy = 0.6494 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2745 - g_loss: 0.9456 - d_accuracy: 0.6319 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9542 - d_accuracy: 0.6321Epoch 463: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2646 - g_loss: 0.9574 - d_accuracy: 0.6327
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2676 - g_loss: 0.9480 - d_accuracy: 0.6278Epoch 464: D Accuracy = 0.6724 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2654 - g_loss: 0.9487 - d_accuracy: 0.6294 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2669 - g_loss: 0.9528 - d_accuracy: 0.6292Epoch 465: D Accuracy = 0.5287 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2698 - g_loss: 0.9502 - d_accuracy: 0.6257 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9448 - d_accuracy: 0.6189Epoch 466: D Accuracy = 0.5862 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2751 - g_loss: 0.9428 - d_accuracy: 0.6178 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2739 - g_loss: 0.9460 - d_accuracy: 0.6204Epoch 467: D Accuracy = 0.5517 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2769 - g_loss: 0.9423 - d_accuracy: 0.6180 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2710 - g_loss: 0.9495 - d_accuracy: 0.6163Epoch 468: D Accuracy = 0.6667 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2682 - g_loss: 0.9514 - d_accuracy: 0.6181 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2739 - g_loss: 0.9492 - d_accuracy: 0.6169Epoch 469: D Accuracy = 0.5862 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2755 - g_loss: 0.9502 - d_accuracy: 0.6158 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9508 - d_accuracy: 0.6117Epoch 470: D Accuracy = 0.6322 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2777 - g_loss: 0.9544 - d_accuracy: 0.6124 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9448 - d_accuracy: 0.6189Epoch 471: D Accuracy = 0.7069 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2727 - g_loss: 0.9440 - d_accuracy: 0.6221 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2750 - g_loss: 0.9462 - d_accuracy: 0.6152Epoch 472: D Accuracy = 0.5920 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2758 - g_loss: 0.9467 - d_accuracy: 0.6144 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2624 - g_loss: 0.9556 - d_accuracy: 0.6282Epoch 473: D Accuracy = 0.7069 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2597 - g_loss: 0.9552 - d_accuracy: 0.6310 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 0.9695 - d_accuracy: 0.6325Epoch 474: D Accuracy = 0.6207 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2518 - g_loss: 0.9711 - d_accuracy: 0.6321 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2572 - g_loss: 0.9628 - d_accuracy: 0.6349Epoch 475: D Accuracy = 0.7126 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2554 - g_loss: 0.9621 - d_accuracy: 0.6377 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9622 - d_accuracy: 0.6276Epoch 476: D Accuracy = 0.6092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2657 - g_loss: 0.9666 - d_accuracy: 0.6269 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2628 - g_loss: 0.9612 - d_accuracy: 0.6277Epoch 477: D Accuracy = 0.6897 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2607 - g_loss: 0.9623 - d_accuracy: 0.6299 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9523 - d_accuracy: 0.6305Epoch 478: D Accuracy = 0.6379 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2682 - g_loss: 0.9537 - d_accuracy: 0.6308 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9496 - d_accuracy: 0.6223Epoch 479: D Accuracy = 0.5920 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2645 - g_loss: 0.9479 - d_accuracy: 0.6212 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2624 - g_loss: 0.9641 - d_accuracy: 0.6250Epoch 480: D Accuracy = 0.5517 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2644 - g_loss: 0.9641 - d_accuracy: 0.6224 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2617 - g_loss: 0.9622 - d_accuracy: 0.6296Epoch 481: D Accuracy = 0.6034 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2631 - g_loss: 0.9645 - d_accuracy: 0.6286 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9517 - d_accuracy: 0.6201Epoch 482: D Accuracy = 0.5977 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2759 - g_loss: 0.9524 - d_accuracy: 0.6193 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2638 - g_loss: 0.9577 - d_accuracy: 0.6319Epoch 483: D Accuracy = 0.6264 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2649 - g_loss: 0.9540 - d_accuracy: 0.6317 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2593 - g_loss: 0.9645 - d_accuracy: 0.6348Epoch 484: D Accuracy = 0.6149 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2608 - g_loss: 0.9622 - d_accuracy: 0.6340 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 0.9638 - d_accuracy: 0.6327Epoch 485: D Accuracy = 0.6954 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2559 - g_loss: 0.9671 - d_accuracy: 0.6349 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9533 - d_accuracy: 0.6230Epoch 486: D Accuracy = 0.6264 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2701 - g_loss: 0.9549 - d_accuracy: 0.6231 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2666 - g_loss: 0.9605 - d_accuracy: 0.6201Epoch 487: D Accuracy = 0.6092 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2676 - g_loss: 0.9620 - d_accuracy: 0.6197 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2524 - g_loss: 0.9740 - d_accuracy: 0.6416Epoch 488: D Accuracy = 0.5805 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2548 - g_loss: 0.9750 - d_accuracy: 0.6394 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2707 - g_loss: 0.9522 - d_accuracy: 0.6266Epoch 489: D Accuracy = 0.6264 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2709 - g_loss: 0.9513 - d_accuracy: 0.6266 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9612 - d_accuracy: 0.6337Epoch 490: D Accuracy = 0.5517 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2631 - g_loss: 0.9636 - d_accuracy: 0.6308 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 0.9675 - d_accuracy: 0.6363Epoch 491: D Accuracy = 0.6207 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2559 - g_loss: 0.9685 - d_accuracy: 0.6357 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2650 - g_loss: 0.9550 - d_accuracy: 0.6269Epoch 492: D Accuracy = 0.6494 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2646 - g_loss: 0.9522 - d_accuracy: 0.6277 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2693 - g_loss: 0.9624 - d_accuracy: 0.6172Epoch 493: D Accuracy = 0.6322 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2689 - g_loss: 0.9603 - d_accuracy: 0.6177 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2553 - g_loss: 0.9654 - d_accuracy: 0.6366Epoch 494: D Accuracy = 0.6494 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2560 - g_loss: 0.9608 - d_accuracy: 0.6371 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2600 - g_loss: 0.9686 - d_accuracy: 0.6303Epoch 495: D Accuracy = 0.6264 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2606 - g_loss: 0.9662 - d_accuracy: 0.6301
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 0.9684 - d_accuracy: 0.6187Epoch 496: D Accuracy = 0.6552 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2657 - g_loss: 0.9672 - d_accuracy: 0.6200 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2692 - g_loss: 0.9608 - d_accuracy: 0.6291Epoch 497: D Accuracy = 0.6724 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2700 - g_loss: 0.9582 - d_accuracy: 0.6306 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2627 - g_loss: 0.9728 - d_accuracy: 0.6333Epoch 498: D Accuracy = 0.5805 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2634 - g_loss: 0.9755 - d_accuracy: 0.6314 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9618 - d_accuracy: 0.6173Epoch 499: D Accuracy = 0.5920 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2718 - g_loss: 0.9591 - d_accuracy: 0.6164 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2472 - g_loss: 0.9813 - d_accuracy: 0.6389 Class 8 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.5977 27/27 [==============================] - 1s 50ms/step - d_loss: 1.2479 - g_loss: 0.9816 - d_accuracy: 0.6374 Training DCGAN for class 9... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.5094 - g_loss: 0.8451 - d_accuracy: 0.5242WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0168s vs `on_train_batch_end` time: 0.0187s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.2721 - g_loss: 1.0496 - d_accuracy: 0.6658 Epoch 1: Generator loss improved from inf to 1.1904. Saving weights. Epoch 1: D Accuracy = 0.7432 27/27 [==============================] - 2s 35ms/step - d_loss: 1.2687 - g_loss: 1.0547 - d_accuracy: 0.6686 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3375 - g_loss: 1.0460 - d_accuracy: 0.6454 Epoch 2: Generator loss improved from 1.1904 to 0.9706. Saving weights. Epoch 2: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3389 - g_loss: 1.0433 - d_accuracy: 0.6421 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3889 - g_loss: 0.9233 - d_accuracy: 0.5697 Epoch 3: Generator loss improved from 0.9706 to 0.8154. Saving weights. Epoch 3: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3909 - g_loss: 0.9194 - d_accuracy: 0.5692 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4236 - g_loss: 0.8502 - d_accuracy: 0.5203 Epoch 4: Generator loss improved from 0.8154 to 0.7850. Saving weights. Epoch 4: D Accuracy = 0.4865 27/27 [==============================] - 1s 35ms/step - d_loss: 1.4225 - g_loss: 0.8478 - d_accuracy: 0.5191 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3832 - g_loss: 0.8676 - d_accuracy: 0.5548Epoch 5: D Accuracy = 0.4730 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3836 - g_loss: 0.8682 - d_accuracy: 0.5519 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4111 - g_loss: 0.8384 - d_accuracy: 0.5197Epoch 6: D Accuracy = 0.5135 27/27 [==============================] - 1s 34ms/step - d_loss: 1.4124 - g_loss: 0.8371 - d_accuracy: 0.5195 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3887 - g_loss: 0.8318 - d_accuracy: 0.5309Epoch 7: D Accuracy = 0.5270 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3876 - g_loss: 0.8317 - d_accuracy: 0.5308 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3825 - g_loss: 0.8310 - d_accuracy: 0.5403Epoch 8: D Accuracy = 0.5405 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3820 - g_loss: 0.8307 - d_accuracy: 0.5403 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3742 - g_loss: 0.8380 - d_accuracy: 0.5304Epoch 9: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3735 - g_loss: 0.8385 - d_accuracy: 0.5293 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3737 - g_loss: 0.8304 - d_accuracy: 0.5347Epoch 10: D Accuracy = 0.5270 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3736 - g_loss: 0.8288 - d_accuracy: 0.5344 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3729 - g_loss: 0.8297 - d_accuracy: 0.5404Epoch 11: D Accuracy = 0.5405 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3707 - g_loss: 0.8301 - d_accuracy: 0.5404 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3609 - g_loss: 0.8314 - d_accuracy: 0.5465Epoch 12: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3600 - g_loss: 0.8312 - d_accuracy: 0.5491 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3599 - g_loss: 0.8366 - d_accuracy: 0.5462Epoch 13: D Accuracy = 0.4595 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3614 - g_loss: 0.8355 - d_accuracy: 0.5431 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3496 - g_loss: 0.8401 - d_accuracy: 0.5611Epoch 14: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3488 - g_loss: 0.8413 - d_accuracy: 0.5632 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3448 - g_loss: 0.8422 - d_accuracy: 0.5784Epoch 15: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3436 - g_loss: 0.8434 - d_accuracy: 0.5790 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8566 - d_accuracy: 0.5854Epoch 16: D Accuracy = 0.5676 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3341 - g_loss: 0.8575 - d_accuracy: 0.5848 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3395 - g_loss: 0.8540 - d_accuracy: 0.5758Epoch 17: D Accuracy = 0.6486 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3386 - g_loss: 0.8542 - d_accuracy: 0.5784 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8634 - d_accuracy: 0.5867Epoch 18: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3285 - g_loss: 0.8646 - d_accuracy: 0.5879 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8660 - d_accuracy: 0.5916Epoch 19: D Accuracy = 0.5405 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3270 - g_loss: 0.8653 - d_accuracy: 0.5898 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3138 - g_loss: 0.8778 - d_accuracy: 0.6033Epoch 20: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3138 - g_loss: 0.8769 - d_accuracy: 0.6030 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.8871 - d_accuracy: 0.6136Epoch 21: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3082 - g_loss: 0.8889 - d_accuracy: 0.6139 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3015 - g_loss: 0.8973 - d_accuracy: 0.6143Epoch 22: D Accuracy = 0.5811 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3012 - g_loss: 0.8979 - d_accuracy: 0.6131 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2950 - g_loss: 0.9065 - d_accuracy: 0.6234Epoch 23: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2952 - g_loss: 0.9093 - d_accuracy: 0.6224 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2828 - g_loss: 0.9141 - d_accuracy: 0.6260Epoch 24: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2826 - g_loss: 0.9150 - d_accuracy: 0.6249 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9210 - d_accuracy: 0.6247Epoch 25: D Accuracy = 0.7027 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2862 - g_loss: 0.9240 - d_accuracy: 0.6275 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9303 - d_accuracy: 0.6377Epoch 26: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2795 - g_loss: 0.9281 - d_accuracy: 0.6366 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2917 - g_loss: 0.9171 - d_accuracy: 0.6267Epoch 27: D Accuracy = 0.7568 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2887 - g_loss: 0.9174 - d_accuracy: 0.6313 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9310 - d_accuracy: 0.6285Epoch 28: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2861 - g_loss: 0.9326 - d_accuracy: 0.6273 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2771 - g_loss: 0.9309 - d_accuracy: 0.6361Epoch 29: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2767 - g_loss: 0.9320 - d_accuracy: 0.6360 Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2791 - g_loss: 0.9396 - d_accuracy: 0.6284Epoch 30: D Accuracy = 0.6892 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2763 - g_loss: 0.9393 - d_accuracy: 0.6306 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 0.9551 - d_accuracy: 0.6427Epoch 31: D Accuracy = 0.5405 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2661 - g_loss: 0.9522 - d_accuracy: 0.6391 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2667 - g_loss: 0.9545 - d_accuracy: 0.6410Epoch 32: D Accuracy = 0.6351 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2677 - g_loss: 0.9511 - d_accuracy: 0.6408 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2680 - g_loss: 0.9580 - d_accuracy: 0.6435Epoch 33: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2723 - g_loss: 0.9530 - d_accuracy: 0.6403 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 0.9690 - d_accuracy: 0.6514Epoch 34: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2568 - g_loss: 0.9680 - d_accuracy: 0.6542 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2526 - g_loss: 0.9749 - d_accuracy: 0.6508Epoch 35: D Accuracy = 0.6351 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2542 - g_loss: 0.9723 - d_accuracy: 0.6503 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2565 - g_loss: 0.9784 - d_accuracy: 0.6507Epoch 36: D Accuracy = 0.5270 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2599 - g_loss: 0.9789 - d_accuracy: 0.6463 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 0.9751 - d_accuracy: 0.6502Epoch 37: D Accuracy = 0.5676 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2588 - g_loss: 0.9754 - d_accuracy: 0.6473 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2547 - g_loss: 0.9811 - d_accuracy: 0.6548Epoch 38: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2538 - g_loss: 0.9840 - d_accuracy: 0.6584 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2454 - g_loss: 0.9868 - d_accuracy: 0.6597Epoch 39: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2446 - g_loss: 0.9868 - d_accuracy: 0.6603 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2516 - g_loss: 0.9828 - d_accuracy: 0.6590Epoch 40: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2529 - g_loss: 0.9798 - d_accuracy: 0.6596 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2471 - g_loss: 0.9902 - d_accuracy: 0.6560Epoch 41: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2451 - g_loss: 0.9900 - d_accuracy: 0.6563 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2514 - g_loss: 0.9843 - d_accuracy: 0.6577Epoch 42: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2494 - g_loss: 0.9847 - d_accuracy: 0.6598 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 0.9952 - d_accuracy: 0.6563Epoch 43: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2424 - g_loss: 0.9986 - d_accuracy: 0.6560 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9876 - d_accuracy: 0.6495Epoch 44: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2558 - g_loss: 0.9854 - d_accuracy: 0.6494 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2441 - g_loss: 1.0071 - d_accuracy: 0.6627Epoch 45: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2419 - g_loss: 1.0127 - d_accuracy: 0.6661 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2528 - g_loss: 0.9823 - d_accuracy: 0.6517Epoch 46: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2536 - g_loss: 0.9775 - d_accuracy: 0.6521 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2476 - g_loss: 0.9917 - d_accuracy: 0.6588Epoch 47: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2447 - g_loss: 0.9912 - d_accuracy: 0.6604 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2496 - g_loss: 0.9948 - d_accuracy: 0.6535Epoch 48: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2477 - g_loss: 0.9931 - d_accuracy: 0.6533 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9900 - d_accuracy: 0.6527Epoch 49: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2640 - g_loss: 0.9874 - d_accuracy: 0.6515 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2567 - g_loss: 0.9795 - d_accuracy: 0.6533Epoch 50: D Accuracy = 0.6892 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2553 - g_loss: 0.9783 - d_accuracy: 0.6546 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2554 - g_loss: 1.0002 - d_accuracy: 0.6512Epoch 51: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2579 - g_loss: 1.0050 - d_accuracy: 0.6486 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2585 - g_loss: 0.9817 - d_accuracy: 0.6440Epoch 52: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2588 - g_loss: 0.9815 - d_accuracy: 0.6447 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2687 - g_loss: 0.9784 - d_accuracy: 0.6399Epoch 53: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2682 - g_loss: 0.9777 - d_accuracy: 0.6383 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2702 - g_loss: 0.9791 - d_accuracy: 0.6343Epoch 54: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2692 - g_loss: 0.9832 - d_accuracy: 0.6348 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2826 - g_loss: 0.9683 - d_accuracy: 0.6284Epoch 55: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2817 - g_loss: 0.9655 - d_accuracy: 0.6287 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2689 - g_loss: 0.9808 - d_accuracy: 0.6393Epoch 56: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2676 - g_loss: 0.9854 - d_accuracy: 0.6401 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9733 - d_accuracy: 0.6295Epoch 57: D Accuracy = 0.7432 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2709 - g_loss: 0.9744 - d_accuracy: 0.6336 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2706 - g_loss: 0.9776 - d_accuracy: 0.6335Epoch 58: D Accuracy = 0.6081 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2681 - g_loss: 0.9791 - d_accuracy: 0.6326 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2706 - g_loss: 0.9726 - d_accuracy: 0.6382Epoch 59: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2699 - g_loss: 0.9710 - d_accuracy: 0.6400 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9724 - d_accuracy: 0.6340Epoch 60: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2740 - g_loss: 0.9733 - d_accuracy: 0.6364 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2866 - g_loss: 0.9569 - d_accuracy: 0.6250Epoch 61: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2889 - g_loss: 0.9546 - d_accuracy: 0.6244 Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2903 - g_loss: 0.9606 - d_accuracy: 0.6194Epoch 62: D Accuracy = 0.5405 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2910 - g_loss: 0.9594 - d_accuracy: 0.6166 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2766 - g_loss: 0.9702 - d_accuracy: 0.6344Epoch 63: D Accuracy = 0.6486 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2756 - g_loss: 0.9707 - d_accuracy: 0.6349 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2958 - g_loss: 0.9506 - d_accuracy: 0.6208Epoch 64: D Accuracy = 0.7027 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2908 - g_loss: 0.9528 - d_accuracy: 0.6237 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3006 - g_loss: 0.9454 - d_accuracy: 0.6144Epoch 65: D Accuracy = 0.5811 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3033 - g_loss: 0.9435 - d_accuracy: 0.6132 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9417 - d_accuracy: 0.6076Epoch 66: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2988 - g_loss: 0.9391 - d_accuracy: 0.6086 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9472 - d_accuracy: 0.6140Epoch 67: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3015 - g_loss: 0.9462 - d_accuracy: 0.6162 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9373 - d_accuracy: 0.6178Epoch 68: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3032 - g_loss: 0.9356 - d_accuracy: 0.6208 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3055 - g_loss: 0.9399 - d_accuracy: 0.6048Epoch 69: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3060 - g_loss: 0.9396 - d_accuracy: 0.6050 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9386 - d_accuracy: 0.6077Epoch 70: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3040 - g_loss: 0.9409 - d_accuracy: 0.6077 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.9277 - d_accuracy: 0.6016Epoch 71: D Accuracy = 0.6892 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3087 - g_loss: 0.9331 - d_accuracy: 0.6048 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.9271 - d_accuracy: 0.6062Epoch 72: D Accuracy = 0.5541 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3155 - g_loss: 0.9260 - d_accuracy: 0.6043 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.9170 - d_accuracy: 0.6037Epoch 73: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3217 - g_loss: 0.9167 - d_accuracy: 0.6038 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9302 - d_accuracy: 0.6073Epoch 74: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3057 - g_loss: 0.9330 - d_accuracy: 0.6083 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3240 - g_loss: 0.9161 - d_accuracy: 0.5969Epoch 75: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3233 - g_loss: 0.9181 - d_accuracy: 0.5988 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.9155 - d_accuracy: 0.5976Epoch 76: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3245 - g_loss: 0.9155 - d_accuracy: 0.5980 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3162 - g_loss: 0.9162 - d_accuracy: 0.5970Epoch 77: D Accuracy = 0.5135 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3178 - g_loss: 0.9143 - d_accuracy: 0.5940 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3239 - g_loss: 0.9115 - d_accuracy: 0.6013Epoch 78: D Accuracy = 0.5270 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3277 - g_loss: 0.9086 - d_accuracy: 0.5986 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3199 - g_loss: 0.9118 - d_accuracy: 0.5995Epoch 79: D Accuracy = 0.5811 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3196 - g_loss: 0.9108 - d_accuracy: 0.5988 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3234 - g_loss: 0.9094 - d_accuracy: 0.5913Epoch 80: D Accuracy = 0.5270 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3230 - g_loss: 0.9099 - d_accuracy: 0.5890 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3414 - g_loss: 0.8998 - d_accuracy: 0.5747Epoch 81: D Accuracy = 0.5676 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3413 - g_loss: 0.9014 - d_accuracy: 0.5744 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.8977 - d_accuracy: 0.5933Epoch 82: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3291 - g_loss: 0.8952 - d_accuracy: 0.5938 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.9046 - d_accuracy: 0.5907Epoch 83: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3294 - g_loss: 0.9039 - d_accuracy: 0.5913 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.9099 - d_accuracy: 0.5962Epoch 84: D Accuracy = 0.6486 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3158 - g_loss: 0.9108 - d_accuracy: 0.5981 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3208 - g_loss: 0.9098 - d_accuracy: 0.5920Epoch 85: D Accuracy = 0.6081 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3171 - g_loss: 0.9167 - d_accuracy: 0.5925 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8943 - d_accuracy: 0.5858Epoch 86: D Accuracy = 0.5405 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3416 - g_loss: 0.8904 - d_accuracy: 0.5842 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3320 - g_loss: 0.8972 - d_accuracy: 0.5932Epoch 87: D Accuracy = 0.5676 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3348 - g_loss: 0.8936 - d_accuracy: 0.5923 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8990 - d_accuracy: 0.5841Epoch 88: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3276 - g_loss: 0.8999 - d_accuracy: 0.5860 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3252 - g_loss: 0.8968 - d_accuracy: 0.5923Epoch 89: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3244 - g_loss: 0.8967 - d_accuracy: 0.5924 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8940 - d_accuracy: 0.5892Epoch 90: D Accuracy = 0.5811 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3264 - g_loss: 0.8923 - d_accuracy: 0.5889 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.9011 - d_accuracy: 0.5935Epoch 91: D Accuracy = 0.6892 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3229 - g_loss: 0.9024 - d_accuracy: 0.5969 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8997 - d_accuracy: 0.5934Epoch 92: D Accuracy = 0.5811 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3242 - g_loss: 0.8997 - d_accuracy: 0.5930 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.9035 - d_accuracy: 0.5925Epoch 93: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3193 - g_loss: 0.9048 - d_accuracy: 0.5931 Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3298 - g_loss: 0.8918 - d_accuracy: 0.5866 Epoch 94: Generator loss improved from 0.7850 to 0.7841. Saving weights. Epoch 94: D Accuracy = 0.5405 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3326 - g_loss: 0.8880 - d_accuracy: 0.5849 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3353 - g_loss: 0.8953 - d_accuracy: 0.5776Epoch 95: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3339 - g_loss: 0.8965 - d_accuracy: 0.5801 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8879 - d_accuracy: 0.5873 Epoch 96: Generator loss improved from 0.7841 to 0.7504. Saving weights. Epoch 96: D Accuracy = 0.5405 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3331 - g_loss: 0.8830 - d_accuracy: 0.5856 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3318 - g_loss: 0.8899 - d_accuracy: 0.5816Epoch 97: D Accuracy = 0.5676 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3327 - g_loss: 0.8878 - d_accuracy: 0.5811 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.8912 - d_accuracy: 0.5776Epoch 98: D Accuracy = 0.5676 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3362 - g_loss: 0.8929 - d_accuracy: 0.5772 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8932 - d_accuracy: 0.5917Epoch 99: D Accuracy = 0.5541 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3238 - g_loss: 0.8920 - d_accuracy: 0.5904 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3397 - g_loss: 0.8833 - d_accuracy: 0.5736 Class 9 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.5270 27/27 [==============================] - 1s 42ms/step - d_loss: 1.3396 - g_loss: 0.8836 - d_accuracy: 0.5720 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3299 - g_loss: 0.8916 - d_accuracy: 0.5788Epoch 101: D Accuracy = 0.4865 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3311 - g_loss: 0.8906 - d_accuracy: 0.5755 Epoch 102/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.8895 - d_accuracy: 0.5845Epoch 102: D Accuracy = 0.5811 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3283 - g_loss: 0.8873 - d_accuracy: 0.5828 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3309 - g_loss: 0.8898 - d_accuracy: 0.5771Epoch 103: D Accuracy = 0.5811 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3309 - g_loss: 0.8889 - d_accuracy: 0.5772 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3304 - g_loss: 0.8862 - d_accuracy: 0.5843Epoch 104: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3281 - g_loss: 0.8859 - d_accuracy: 0.5871 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.8872 - d_accuracy: 0.5826Epoch 105: D Accuracy = 0.6216 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3274 - g_loss: 0.8857 - d_accuracy: 0.5840 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.9001 - d_accuracy: 0.5971Epoch 106: D Accuracy = 0.5676 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3165 - g_loss: 0.9024 - d_accuracy: 0.5961 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3348 - g_loss: 0.8858 - d_accuracy: 0.5827Epoch 107: D Accuracy = 0.5270 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3355 - g_loss: 0.8862 - d_accuracy: 0.5808 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3397 - g_loss: 0.8835 - d_accuracy: 0.5811Epoch 108: D Accuracy = 0.4865 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3415 - g_loss: 0.8825 - d_accuracy: 0.5777 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3391 - g_loss: 0.8805 - d_accuracy: 0.5767Epoch 109: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3369 - g_loss: 0.8813 - d_accuracy: 0.5793 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8803 - d_accuracy: 0.5800Epoch 110: D Accuracy = 0.5811 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3323 - g_loss: 0.8783 - d_accuracy: 0.5800 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3340 - g_loss: 0.8883 - d_accuracy: 0.5735Epoch 111: D Accuracy = 0.5676 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3338 - g_loss: 0.8920 - d_accuracy: 0.5733 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3257 - g_loss: 0.8867 - d_accuracy: 0.5888Epoch 112: D Accuracy = 0.6351 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3236 - g_loss: 0.8888 - d_accuracy: 0.5904 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3364 - g_loss: 0.8829 - d_accuracy: 0.5829Epoch 113: D Accuracy = 0.5811 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3378 - g_loss: 0.8842 - d_accuracy: 0.5828 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3273 - g_loss: 0.8842 - d_accuracy: 0.5827Epoch 114: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3255 - g_loss: 0.8854 - d_accuracy: 0.5855 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8811 - d_accuracy: 0.5730Epoch 115: D Accuracy = 0.4865 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3407 - g_loss: 0.8784 - d_accuracy: 0.5699 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8942 - d_accuracy: 0.5918Epoch 116: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3234 - g_loss: 0.8952 - d_accuracy: 0.5919 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.8930 - d_accuracy: 0.5919Epoch 117: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3158 - g_loss: 0.8947 - d_accuracy: 0.5930 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8891 - d_accuracy: 0.5852Epoch 118: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3245 - g_loss: 0.8877 - d_accuracy: 0.5860 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3242 - g_loss: 0.8938 - d_accuracy: 0.5859Epoch 119: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3215 - g_loss: 0.8961 - d_accuracy: 0.5886 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3271 - g_loss: 0.8922 - d_accuracy: 0.5870Epoch 120: D Accuracy = 0.6486 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3248 - g_loss: 0.8960 - d_accuracy: 0.5892 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.8922 - d_accuracy: 0.5878Epoch 121: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3245 - g_loss: 0.8946 - d_accuracy: 0.5885 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3333 - g_loss: 0.8877 - d_accuracy: 0.5849Epoch 122: D Accuracy = 0.5270 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3342 - g_loss: 0.8897 - d_accuracy: 0.5828 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3140 - g_loss: 0.8967 - d_accuracy: 0.5975Epoch 123: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3146 - g_loss: 0.8960 - d_accuracy: 0.5988 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8875 - d_accuracy: 0.5814Epoch 124: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3240 - g_loss: 0.8893 - d_accuracy: 0.5824 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8864 - d_accuracy: 0.5864Epoch 125: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3282 - g_loss: 0.8854 - d_accuracy: 0.5891 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3329 - g_loss: 0.8843 - d_accuracy: 0.5816Epoch 126: D Accuracy = 0.5270 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3348 - g_loss: 0.8849 - d_accuracy: 0.5796 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8899 - d_accuracy: 0.5863Epoch 127: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3227 - g_loss: 0.8950 - d_accuracy: 0.5866 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3400 - g_loss: 0.8764 - d_accuracy: 0.5733Epoch 128: D Accuracy = 0.4595 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3420 - g_loss: 0.8748 - d_accuracy: 0.5692 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3271 - g_loss: 0.8888 - d_accuracy: 0.5873Epoch 129: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3263 - g_loss: 0.8878 - d_accuracy: 0.5881 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.8863 - d_accuracy: 0.5759Epoch 130: D Accuracy = 0.5135 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3337 - g_loss: 0.8854 - d_accuracy: 0.5736 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8873 - d_accuracy: 0.5783Epoch 131: D Accuracy = 0.4459 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8864 - d_accuracy: 0.5736 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3246 - g_loss: 0.8913 - d_accuracy: 0.5878Epoch 132: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3238 - g_loss: 0.8936 - d_accuracy: 0.5881 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3223 - g_loss: 0.8906 - d_accuracy: 0.5874Epoch 133: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3228 - g_loss: 0.8893 - d_accuracy: 0.5862 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.8784 - d_accuracy: 0.5765Epoch 134: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3317 - g_loss: 0.8751 - d_accuracy: 0.5738 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.8882 - d_accuracy: 0.5784Epoch 135: D Accuracy = 0.5270 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3289 - g_loss: 0.8877 - d_accuracy: 0.5766 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.8812 - d_accuracy: 0.5803Epoch 136: D Accuracy = 0.6486 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3278 - g_loss: 0.8832 - d_accuracy: 0.5827 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8803 - d_accuracy: 0.5804Epoch 137: D Accuracy = 0.6892 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3297 - g_loss: 0.8794 - d_accuracy: 0.5842 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.8879 - d_accuracy: 0.5968Epoch 138: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3184 - g_loss: 0.8885 - d_accuracy: 0.5967 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.8904 - d_accuracy: 0.5919Epoch 139: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3246 - g_loss: 0.8883 - d_accuracy: 0.5930 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8825 - d_accuracy: 0.5750Epoch 140: D Accuracy = 0.4595 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3353 - g_loss: 0.8804 - d_accuracy: 0.5709 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3274 - g_loss: 0.8881 - d_accuracy: 0.5834Epoch 141: D Accuracy = 0.5135 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3293 - g_loss: 0.8886 - d_accuracy: 0.5809 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8767 - d_accuracy: 0.5765Epoch 142: D Accuracy = 0.5541 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3362 - g_loss: 0.8742 - d_accuracy: 0.5757 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8853 - d_accuracy: 0.5803Epoch 143: D Accuracy = 0.6486 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3252 - g_loss: 0.8870 - d_accuracy: 0.5827 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3247 - g_loss: 0.8865 - d_accuracy: 0.5890Epoch 144: D Accuracy = 0.5946 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3241 - g_loss: 0.8870 - d_accuracy: 0.5892 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.8834 - d_accuracy: 0.5777Epoch 145: D Accuracy = 0.5541 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3290 - g_loss: 0.8829 - d_accuracy: 0.5768 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3246 - g_loss: 0.8918 - d_accuracy: 0.5838Epoch 146: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3239 - g_loss: 0.8935 - d_accuracy: 0.5866 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3263 - g_loss: 0.8802 - d_accuracy: 0.5908Epoch 147: D Accuracy = 0.5270 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3277 - g_loss: 0.8803 - d_accuracy: 0.5886 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3190 - g_loss: 0.8912 - d_accuracy: 0.5927Epoch 148: D Accuracy = 0.5270 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3204 - g_loss: 0.8883 - d_accuracy: 0.5904 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8855 - d_accuracy: 0.5805Epoch 149: D Accuracy = 0.5135 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3284 - g_loss: 0.8846 - d_accuracy: 0.5781 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8880 - d_accuracy: 0.5872Epoch 150: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3216 - g_loss: 0.8917 - d_accuracy: 0.5904 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3203 - g_loss: 0.8897 - d_accuracy: 0.5900Epoch 151: D Accuracy = 0.5946 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3189 - g_loss: 0.8933 - d_accuracy: 0.5902 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3214 - g_loss: 0.8876 - d_accuracy: 0.5807Epoch 152: D Accuracy = 0.5541 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3200 - g_loss: 0.8922 - d_accuracy: 0.5798 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8839 - d_accuracy: 0.5830Epoch 153: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3262 - g_loss: 0.8875 - d_accuracy: 0.5858 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3206 - g_loss: 0.8905 - d_accuracy: 0.5940Epoch 154: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3195 - g_loss: 0.8924 - d_accuracy: 0.5964 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3218 - g_loss: 0.8886 - d_accuracy: 0.5884Epoch 155: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3189 - g_loss: 0.8916 - d_accuracy: 0.5925 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3195 - g_loss: 0.8921 - d_accuracy: 0.5903Epoch 156: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3191 - g_loss: 0.8926 - d_accuracy: 0.5914 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.8940 - d_accuracy: 0.5865Epoch 157: D Accuracy = 0.4730 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3240 - g_loss: 0.8911 - d_accuracy: 0.5825 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.8926 - d_accuracy: 0.5917Epoch 158: D Accuracy = 0.6486 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3205 - g_loss: 0.8931 - d_accuracy: 0.5938 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3246 - g_loss: 0.8869 - d_accuracy: 0.5840Epoch 159: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3211 - g_loss: 0.8876 - d_accuracy: 0.5887 Epoch 160/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.8906 - d_accuracy: 0.5958Epoch 160: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3149 - g_loss: 0.8936 - d_accuracy: 0.6017 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.8912 - d_accuracy: 0.5931Epoch 161: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3210 - g_loss: 0.8908 - d_accuracy: 0.5946 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.8963 - d_accuracy: 0.5943Epoch 162: D Accuracy = 0.5541 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3172 - g_loss: 0.8980 - d_accuracy: 0.5929 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3214 - g_loss: 0.8860 - d_accuracy: 0.5923Epoch 163: D Accuracy = 0.5676 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3238 - g_loss: 0.8831 - d_accuracy: 0.5915
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.8893 - d_accuracy: 0.5887Epoch 164: D Accuracy = 0.5676 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3209 - g_loss: 0.8905 - d_accuracy: 0.5880 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3319 - g_loss: 0.8766 - d_accuracy: 0.5801Epoch 165: D Accuracy = 0.6351 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3293 - g_loss: 0.8789 - d_accuracy: 0.5821 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.8976 - d_accuracy: 0.5956Epoch 166: D Accuracy = 0.5135 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.8969 - d_accuracy: 0.5926 Epoch 167/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.3234 - g_loss: 0.8875 - d_accuracy: 0.5841Epoch 167: D Accuracy = 0.5405 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3274 - g_loss: 0.8920 - d_accuracy: 0.5812 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3202 - g_loss: 0.8863 - d_accuracy: 0.5927Epoch 168: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3205 - g_loss: 0.8824 - d_accuracy: 0.5947 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.8960 - d_accuracy: 0.5844Epoch 169: D Accuracy = 0.5135 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3215 - g_loss: 0.8987 - d_accuracy: 0.5819 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8838 - d_accuracy: 0.5831Epoch 170: D Accuracy = 0.5135 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3258 - g_loss: 0.8825 - d_accuracy: 0.5806 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3252 - g_loss: 0.8858 - d_accuracy: 0.5904Epoch 171: D Accuracy = 0.6486 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3214 - g_loss: 0.8875 - d_accuracy: 0.5925 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3257 - g_loss: 0.8904 - d_accuracy: 0.5839Epoch 172: D Accuracy = 0.6216 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3270 - g_loss: 0.8912 - d_accuracy: 0.5853 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.8923 - d_accuracy: 0.5958Epoch 173: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3201 - g_loss: 0.8976 - d_accuracy: 0.5977 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3208 - g_loss: 0.8892 - d_accuracy: 0.5866Epoch 174: D Accuracy = 0.4865 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3224 - g_loss: 0.8872 - d_accuracy: 0.5830 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3100 - g_loss: 0.8981 - d_accuracy: 0.6056Epoch 175: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3080 - g_loss: 0.9009 - d_accuracy: 0.6066 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3261 - g_loss: 0.8841 - d_accuracy: 0.5831Epoch 176: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3259 - g_loss: 0.8819 - d_accuracy: 0.5835 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3165 - g_loss: 0.8945 - d_accuracy: 0.5992Epoch 177: D Accuracy = 0.6622 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3143 - g_loss: 0.8973 - d_accuracy: 0.6014 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8863 - d_accuracy: 0.5876Epoch 178: D Accuracy = 0.5811 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3285 - g_loss: 0.8878 - d_accuracy: 0.5874 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8845 - d_accuracy: 0.5884Epoch 179: D Accuracy = 0.6486 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3215 - g_loss: 0.8849 - d_accuracy: 0.5906 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.8888 - d_accuracy: 0.5815Epoch 180: D Accuracy = 0.5405 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3230 - g_loss: 0.8889 - d_accuracy: 0.5800 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.8898 - d_accuracy: 0.6004Epoch 181: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3139 - g_loss: 0.8891 - d_accuracy: 0.6040 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3242 - g_loss: 0.8858 - d_accuracy: 0.5874Epoch 182: D Accuracy = 0.5541 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3238 - g_loss: 0.8856 - d_accuracy: 0.5862 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.8909 - d_accuracy: 0.5899Epoch 183: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3155 - g_loss: 0.8916 - d_accuracy: 0.5925 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3182 - g_loss: 0.8937 - d_accuracy: 0.5850Epoch 184: D Accuracy = 0.5405 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3213 - g_loss: 0.8886 - d_accuracy: 0.5834 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.8905 - d_accuracy: 0.5924Epoch 185: D Accuracy = 0.6081 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3147 - g_loss: 0.8905 - d_accuracy: 0.5930 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3131 - g_loss: 0.9036 - d_accuracy: 0.5961Epoch 186: D Accuracy = 0.5405 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3129 - g_loss: 0.9072 - d_accuracy: 0.5941 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.8899 - d_accuracy: 0.5947Epoch 187: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.8891 - d_accuracy: 0.5961 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.8969 - d_accuracy: 0.5993Epoch 188: D Accuracy = 0.5405 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3140 - g_loss: 0.8972 - d_accuracy: 0.5972 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3196 - g_loss: 0.8902 - d_accuracy: 0.5882Epoch 189: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3173 - g_loss: 0.8907 - d_accuracy: 0.5918 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3185 - g_loss: 0.8894 - d_accuracy: 0.5889Epoch 190: D Accuracy = 0.5811 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3192 - g_loss: 0.8870 - d_accuracy: 0.5887 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3088 - g_loss: 0.9050 - d_accuracy: 0.5974Epoch 191: D Accuracy = 0.5405 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3089 - g_loss: 0.9063 - d_accuracy: 0.5954 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.9002 - d_accuracy: 0.6035Epoch 192: D Accuracy = 0.6486 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3098 - g_loss: 0.9033 - d_accuracy: 0.6051 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3136 - g_loss: 0.8975 - d_accuracy: 0.5960Epoch 193: D Accuracy = 0.5541 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3158 - g_loss: 0.8943 - d_accuracy: 0.5945 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.8944 - d_accuracy: 0.5935Epoch 194: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3149 - g_loss: 0.8941 - d_accuracy: 0.5950 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3065 - g_loss: 0.8996 - d_accuracy: 0.6007Epoch 195: D Accuracy = 0.5676 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3067 - g_loss: 0.8989 - d_accuracy: 0.5996
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3070 - g_loss: 0.9034 - d_accuracy: 0.6008Epoch 196: D Accuracy = 0.5541 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3070 - g_loss: 0.9037 - d_accuracy: 0.5991 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.8929 - d_accuracy: 0.5922Epoch 197: D Accuracy = 0.5676 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3184 - g_loss: 0.8942 - d_accuracy: 0.5913 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3119 - g_loss: 0.9007 - d_accuracy: 0.5915Epoch 198: D Accuracy = 0.5676 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3127 - g_loss: 0.8997 - d_accuracy: 0.5906 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.9024 - d_accuracy: 0.6024Epoch 199: D Accuracy = 0.6351 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3094 - g_loss: 0.9055 - d_accuracy: 0.6035 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.8985 - d_accuracy: 0.6004 Class 9 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.5541 27/27 [==============================] - 1s 42ms/step - d_loss: 1.3103 - g_loss: 0.8997 - d_accuracy: 0.5987 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3068 - g_loss: 0.9021 - d_accuracy: 0.5935Epoch 201: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3045 - g_loss: 0.9061 - d_accuracy: 0.5935 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.8939 - d_accuracy: 0.5898Epoch 202: D Accuracy = 0.5000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3147 - g_loss: 0.8926 - d_accuracy: 0.5866 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8928 - d_accuracy: 0.5936Epoch 203: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3188 - g_loss: 0.8888 - d_accuracy: 0.5941 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3170 - g_loss: 0.8971 - d_accuracy: 0.5909Epoch 204: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3157 - g_loss: 0.8996 - d_accuracy: 0.5920 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3167 - g_loss: 0.8898 - d_accuracy: 0.5972Epoch 205: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3145 - g_loss: 0.8889 - d_accuracy: 0.5995 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3108 - g_loss: 0.9006 - d_accuracy: 0.5970Epoch 206: D Accuracy = 0.5811 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3113 - g_loss: 0.9023 - d_accuracy: 0.5965 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3135 - g_loss: 0.8960 - d_accuracy: 0.5890Epoch 207: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3128 - g_loss: 0.8962 - d_accuracy: 0.5902 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2993 - g_loss: 0.9056 - d_accuracy: 0.6048Epoch 208: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2976 - g_loss: 0.9080 - d_accuracy: 0.6063 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.8958 - d_accuracy: 0.5838Epoch 209: D Accuracy = 0.5405 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3197 - g_loss: 0.8943 - d_accuracy: 0.5823 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.8981 - d_accuracy: 0.5968Epoch 210: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3102 - g_loss: 0.8977 - d_accuracy: 0.5986 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3091 - g_loss: 0.8964 - d_accuracy: 0.6037Epoch 211: D Accuracy = 0.5811 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3099 - g_loss: 0.8945 - d_accuracy: 0.6029 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.8999 - d_accuracy: 0.5991Epoch 212: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3107 - g_loss: 0.9011 - d_accuracy: 0.5984 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.9013 - d_accuracy: 0.5974Epoch 213: D Accuracy = 0.6757 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3048 - g_loss: 0.9057 - d_accuracy: 0.6002 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.8934 - d_accuracy: 0.5902Epoch 214: D Accuracy = 0.5811 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3154 - g_loss: 0.8923 - d_accuracy: 0.5899 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3148 - g_loss: 0.8998 - d_accuracy: 0.5941Epoch 215: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3144 - g_loss: 0.9003 - d_accuracy: 0.5946 Epoch 216/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.3165 - g_loss: 0.8975 - d_accuracy: 0.5980Epoch 216: D Accuracy = 0.5676 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3191 - g_loss: 0.8996 - d_accuracy: 0.5951 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3145 - g_loss: 0.8905 - d_accuracy: 0.5918Epoch 217: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3140 - g_loss: 0.8897 - d_accuracy: 0.5919 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9013 - d_accuracy: 0.6051Epoch 218: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3022 - g_loss: 0.9012 - d_accuracy: 0.6081 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9061 - d_accuracy: 0.6006Epoch 219: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3075 - g_loss: 0.9061 - d_accuracy: 0.6013 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.8924 - d_accuracy: 0.5931Epoch 220: D Accuracy = 0.6351 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3126 - g_loss: 0.8918 - d_accuracy: 0.5946 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3135 - g_loss: 0.9014 - d_accuracy: 0.5961Epoch 221: D Accuracy = 0.5000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3143 - g_loss: 0.9018 - d_accuracy: 0.5926 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9028 - d_accuracy: 0.5996Epoch 222: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3055 - g_loss: 0.9033 - d_accuracy: 0.5999 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9061 - d_accuracy: 0.6099Epoch 223: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3025 - g_loss: 0.9065 - d_accuracy: 0.6108 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3142 - g_loss: 0.8938 - d_accuracy: 0.5950Epoch 224: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3130 - g_loss: 0.8909 - d_accuracy: 0.5989 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.9032 - d_accuracy: 0.6059Epoch 225: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3090 - g_loss: 0.9020 - d_accuracy: 0.6055 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.8982 - d_accuracy: 0.6051Epoch 226: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3103 - g_loss: 0.8979 - d_accuracy: 0.6052 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3169 - g_loss: 0.8926 - d_accuracy: 0.5952Epoch 227: D Accuracy = 0.6216 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3179 - g_loss: 0.8901 - d_accuracy: 0.5962 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9057 - d_accuracy: 0.6077Epoch 228: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3049 - g_loss: 0.9024 - d_accuracy: 0.6068 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9083 - d_accuracy: 0.5973Epoch 229: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3086 - g_loss: 0.9076 - d_accuracy: 0.5958 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.9007 - d_accuracy: 0.6020Epoch 230: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3090 - g_loss: 0.8996 - d_accuracy: 0.6018 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3066 - g_loss: 0.9003 - d_accuracy: 0.5990 Epoch 231: Generator loss improved from 0.7504 to 0.7311. Saving weights. Epoch 231: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3080 - g_loss: 0.8943 - d_accuracy: 0.5998 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9055 - d_accuracy: 0.5950Epoch 232: D Accuracy = 0.5676 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3090 - g_loss: 0.9050 - d_accuracy: 0.5940 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3031 - g_loss: 0.9036 - d_accuracy: 0.6052Epoch 233: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3039 - g_loss: 0.9029 - d_accuracy: 0.6033 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3108 - g_loss: 0.8985 - d_accuracy: 0.5973Epoch 234: D Accuracy = 0.5135 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3142 - g_loss: 0.8941 - d_accuracy: 0.5943 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9123 - d_accuracy: 0.6048Epoch 235: D Accuracy = 0.5946 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2985 - g_loss: 0.9138 - d_accuracy: 0.6044 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3047 - g_loss: 0.9030 - d_accuracy: 0.6065Epoch 236: D Accuracy = 0.5405 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3056 - g_loss: 0.9043 - d_accuracy: 0.6042 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9021 - d_accuracy: 0.6029Epoch 237: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3044 - g_loss: 0.8996 - d_accuracy: 0.6045 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3009 - g_loss: 0.9090 - d_accuracy: 0.6111Epoch 238: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3000 - g_loss: 0.9098 - d_accuracy: 0.6125 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.9021 - d_accuracy: 0.6014Epoch 239: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3100 - g_loss: 0.9022 - d_accuracy: 0.6012 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9052 - d_accuracy: 0.5976Epoch 240: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3074 - g_loss: 0.9043 - d_accuracy: 0.5961 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3041 - g_loss: 0.9006 - d_accuracy: 0.6083Epoch 241: D Accuracy = 0.5541 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3047 - g_loss: 0.8984 - d_accuracy: 0.6064 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3100 - g_loss: 0.9021 - d_accuracy: 0.5948Epoch 242: D Accuracy = 0.5000 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3144 - g_loss: 0.8996 - d_accuracy: 0.5914 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2960 - g_loss: 0.9125 - d_accuracy: 0.6093Epoch 243: D Accuracy = 0.6081 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2953 - g_loss: 0.9142 - d_accuracy: 0.6093 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2958 - g_loss: 0.9107 - d_accuracy: 0.6104Epoch 244: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2946 - g_loss: 0.9147 - d_accuracy: 0.6099 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3010 - g_loss: 0.9076 - d_accuracy: 0.6075Epoch 245: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2995 - g_loss: 0.9081 - d_accuracy: 0.6090 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9029 - d_accuracy: 0.6109Epoch 246: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3039 - g_loss: 0.9001 - d_accuracy: 0.6127 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2941 - g_loss: 0.9189 - d_accuracy: 0.6134Epoch 247: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2947 - g_loss: 0.9204 - d_accuracy: 0.6113 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9079 - d_accuracy: 0.6124Epoch 248: D Accuracy = 0.5946 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2984 - g_loss: 0.9035 - d_accuracy: 0.6118 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3046 - g_loss: 0.9098 - d_accuracy: 0.6033Epoch 249: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3052 - g_loss: 0.9107 - d_accuracy: 0.6040 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9188 - d_accuracy: 0.6148Epoch 250: D Accuracy = 0.5405 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2900 - g_loss: 0.9196 - d_accuracy: 0.6121 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2985 - g_loss: 0.9104 - d_accuracy: 0.6069Epoch 251: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2993 - g_loss: 0.9093 - d_accuracy: 0.6075 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9134 - d_accuracy: 0.6124Epoch 252: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2948 - g_loss: 0.9147 - d_accuracy: 0.6156 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9141 - d_accuracy: 0.6035Epoch 253: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2987 - g_loss: 0.9166 - d_accuracy: 0.6032 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9167 - d_accuracy: 0.6118Epoch 254: D Accuracy = 0.5541 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2941 - g_loss: 0.9154 - d_accuracy: 0.6097 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2956 - g_loss: 0.9171 - d_accuracy: 0.6041Epoch 255: D Accuracy = 0.5676 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2948 - g_loss: 0.9176 - d_accuracy: 0.6028 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9080 - d_accuracy: 0.6056Epoch 256: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3013 - g_loss: 0.9088 - d_accuracy: 0.6062 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2929 - g_loss: 0.9155 - d_accuracy: 0.6123Epoch 257: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2936 - g_loss: 0.9166 - d_accuracy: 0.6117 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2914 - g_loss: 0.9198 - d_accuracy: 0.6145Epoch 258: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2911 - g_loss: 0.9200 - d_accuracy: 0.6143 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2969 - g_loss: 0.9144 - d_accuracy: 0.6094Epoch 259: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2959 - g_loss: 0.9154 - d_accuracy: 0.6098 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9139 - d_accuracy: 0.6144Epoch 260: D Accuracy = 0.5135 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2976 - g_loss: 0.9090 - d_accuracy: 0.6108 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2969 - g_loss: 0.9130 - d_accuracy: 0.6049Epoch 261: D Accuracy = 0.5811 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2958 - g_loss: 0.9133 - d_accuracy: 0.6040 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9115 - d_accuracy: 0.6088Epoch 262: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2967 - g_loss: 0.9095 - d_accuracy: 0.6083 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2914 - g_loss: 0.9210 - d_accuracy: 0.6099Epoch 263: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2892 - g_loss: 0.9224 - d_accuracy: 0.6123
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9105 - d_accuracy: 0.6064Epoch 264: D Accuracy = 0.4865 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3060 - g_loss: 0.9080 - d_accuracy: 0.6021 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9124 - d_accuracy: 0.6106Epoch 265: D Accuracy = 0.5676 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3002 - g_loss: 0.9112 - d_accuracy: 0.6090 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9183 - d_accuracy: 0.6033Epoch 266: D Accuracy = 0.5541 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2957 - g_loss: 0.9215 - d_accuracy: 0.6015 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2940 - g_loss: 0.9147 - d_accuracy: 0.6141Epoch 267: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2917 - g_loss: 0.9162 - d_accuracy: 0.6148 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2910 - g_loss: 0.9138 - d_accuracy: 0.6154Epoch 268: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2879 - g_loss: 0.9152 - d_accuracy: 0.6171 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2870 - g_loss: 0.9241 - d_accuracy: 0.6201Epoch 269: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2865 - g_loss: 0.9223 - d_accuracy: 0.6211 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2916 - g_loss: 0.9233 - d_accuracy: 0.6155Epoch 270: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2911 - g_loss: 0.9207 - d_accuracy: 0.6166 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2922 - g_loss: 0.9179 - d_accuracy: 0.6097Epoch 271: D Accuracy = 0.5405 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2929 - g_loss: 0.9187 - d_accuracy: 0.6072 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9161 - d_accuracy: 0.6090Epoch 272: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2938 - g_loss: 0.9188 - d_accuracy: 0.6109 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9139 - d_accuracy: 0.6031Epoch 273: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2992 - g_loss: 0.9153 - d_accuracy: 0.6052 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9177 - d_accuracy: 0.6251Epoch 274: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2873 - g_loss: 0.9186 - d_accuracy: 0.6264 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9154 - d_accuracy: 0.6081Epoch 275: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2897 - g_loss: 0.9149 - d_accuracy: 0.6076 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9224 - d_accuracy: 0.6159Epoch 276: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2851 - g_loss: 0.9234 - d_accuracy: 0.6152 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9295 - d_accuracy: 0.6150Epoch 277: D Accuracy = 0.5811 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2854 - g_loss: 0.9332 - d_accuracy: 0.6138 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9258 - d_accuracy: 0.6212Epoch 278: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2832 - g_loss: 0.9236 - d_accuracy: 0.6232 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2853 - g_loss: 0.9294 - d_accuracy: 0.6155Epoch 279: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2875 - g_loss: 0.9284 - d_accuracy: 0.6113 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2840 - g_loss: 0.9275 - d_accuracy: 0.6252Epoch 280: D Accuracy = 0.5676 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2860 - g_loss: 0.9250 - d_accuracy: 0.6231 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2925 - g_loss: 0.9186 - d_accuracy: 0.6137Epoch 281: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2916 - g_loss: 0.9206 - d_accuracy: 0.6140 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9160 - d_accuracy: 0.6146Epoch 282: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2895 - g_loss: 0.9132 - d_accuracy: 0.6139 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9206 - d_accuracy: 0.6140Epoch 283: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2905 - g_loss: 0.9219 - d_accuracy: 0.6162 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9198 - d_accuracy: 0.6179Epoch 284: D Accuracy = 0.5541 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2957 - g_loss: 0.9189 - d_accuracy: 0.6156 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2860 - g_loss: 0.9228 - d_accuracy: 0.6168Epoch 285: D Accuracy = 0.6351 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2853 - g_loss: 0.9221 - d_accuracy: 0.6175 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9315 - d_accuracy: 0.6292Epoch 286: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2761 - g_loss: 0.9327 - d_accuracy: 0.6324 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9229 - d_accuracy: 0.6109Epoch 287: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2972 - g_loss: 0.9254 - d_accuracy: 0.6108 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2859 - g_loss: 0.9249 - d_accuracy: 0.6158Epoch 288: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2865 - g_loss: 0.9244 - d_accuracy: 0.6156 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9314 - d_accuracy: 0.6212Epoch 289: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2815 - g_loss: 0.9325 - d_accuracy: 0.6198 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2920 - g_loss: 0.9174 - d_accuracy: 0.6139Epoch 290: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2924 - g_loss: 0.9141 - d_accuracy: 0.6147 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9267 - d_accuracy: 0.6114Epoch 291: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2904 - g_loss: 0.9246 - d_accuracy: 0.6103 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2818 - g_loss: 0.9234 - d_accuracy: 0.6253Epoch 292: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2813 - g_loss: 0.9199 - d_accuracy: 0.6242 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9349 - d_accuracy: 0.6184Epoch 293: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2801 - g_loss: 0.9358 - d_accuracy: 0.6200 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2683 - g_loss: 0.9360 - d_accuracy: 0.6412Epoch 294: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2675 - g_loss: 0.9322 - d_accuracy: 0.6434 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2799 - g_loss: 0.9329 - d_accuracy: 0.6179Epoch 295: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2793 - g_loss: 0.9340 - d_accuracy: 0.6190
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9326 - d_accuracy: 0.6279Epoch 296: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2842 - g_loss: 0.9271 - d_accuracy: 0.6252 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9331 - d_accuracy: 0.6184Epoch 297: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2793 - g_loss: 0.9333 - d_accuracy: 0.6200 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2947 - g_loss: 0.9202 - d_accuracy: 0.6089Epoch 298: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2941 - g_loss: 0.9179 - d_accuracy: 0.6070 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2859 - g_loss: 0.9299 - d_accuracy: 0.6233Epoch 299: D Accuracy = 0.5270 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2888 - g_loss: 0.9297 - d_accuracy: 0.6198 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9323 - d_accuracy: 0.6264 Class 9 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.6892 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2707 - g_loss: 0.9338 - d_accuracy: 0.6286 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2847 - g_loss: 0.9316 - d_accuracy: 0.6204Epoch 301: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2834 - g_loss: 0.9348 - d_accuracy: 0.6214 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2830 - g_loss: 0.9295 - d_accuracy: 0.6215Epoch 302: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2818 - g_loss: 0.9284 - d_accuracy: 0.6229 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2929 - g_loss: 0.9199 - d_accuracy: 0.6100Epoch 303: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2924 - g_loss: 0.9197 - d_accuracy: 0.6128 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9260 - d_accuracy: 0.6184Epoch 304: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2877 - g_loss: 0.9225 - d_accuracy: 0.6200 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9381 - d_accuracy: 0.6180Epoch 305: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2788 - g_loss: 0.9379 - d_accuracy: 0.6186 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9338 - d_accuracy: 0.6334Epoch 306: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2720 - g_loss: 0.9349 - d_accuracy: 0.6374 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2767 - g_loss: 0.9324 - d_accuracy: 0.6290Epoch 307: D Accuracy = 0.7162 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2766 - g_loss: 0.9279 - d_accuracy: 0.6321 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2836 - g_loss: 0.9327 - d_accuracy: 0.6222Epoch 308: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2840 - g_loss: 0.9347 - d_accuracy: 0.6207 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2730 - g_loss: 0.9392 - d_accuracy: 0.6297Epoch 309: D Accuracy = 0.7297 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2695 - g_loss: 0.9407 - d_accuracy: 0.6333 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9375 - d_accuracy: 0.6243Epoch 310: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2763 - g_loss: 0.9357 - d_accuracy: 0.6232 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2884 - g_loss: 0.9273 - d_accuracy: 0.6240Epoch 311: D Accuracy = 0.5541 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2921 - g_loss: 0.9250 - d_accuracy: 0.6215 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2728 - g_loss: 0.9384 - d_accuracy: 0.6313Epoch 312: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2713 - g_loss: 0.9378 - d_accuracy: 0.6334 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9432 - d_accuracy: 0.6235Epoch 313: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2736 - g_loss: 0.9470 - d_accuracy: 0.6258 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2762 - g_loss: 0.9345 - d_accuracy: 0.6251Epoch 314: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2751 - g_loss: 0.9326 - d_accuracy: 0.6264 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9443 - d_accuracy: 0.6239Epoch 315: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2762 - g_loss: 0.9430 - d_accuracy: 0.6228 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9350 - d_accuracy: 0.6164Epoch 316: D Accuracy = 0.5541 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2852 - g_loss: 0.9355 - d_accuracy: 0.6142 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9316 - d_accuracy: 0.6303Epoch 317: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2761 - g_loss: 0.9317 - d_accuracy: 0.6314 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2658 - g_loss: 0.9475 - d_accuracy: 0.6341Epoch 318: D Accuracy = 0.7703 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2621 - g_loss: 0.9481 - d_accuracy: 0.6390 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9292 - d_accuracy: 0.6273Epoch 319: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2789 - g_loss: 0.9280 - d_accuracy: 0.6290 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9380 - d_accuracy: 0.6258Epoch 320: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2760 - g_loss: 0.9405 - d_accuracy: 0.6296 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9437 - d_accuracy: 0.6341Epoch 321: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2668 - g_loss: 0.9441 - d_accuracy: 0.6341 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2778 - g_loss: 0.9335 - d_accuracy: 0.6254Epoch 322: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2771 - g_loss: 0.9361 - d_accuracy: 0.6248 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9388 - d_accuracy: 0.6308Epoch 323: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2775 - g_loss: 0.9351 - d_accuracy: 0.6324 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9349 - d_accuracy: 0.6229Epoch 324: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2797 - g_loss: 0.9311 - d_accuracy: 0.6219 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2758 - g_loss: 0.9363 - d_accuracy: 0.6272Epoch 325: D Accuracy = 0.5946 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2783 - g_loss: 0.9332 - d_accuracy: 0.6260 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2743 - g_loss: 0.9430 - d_accuracy: 0.6221Epoch 326: D Accuracy = 0.6081 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2732 - g_loss: 0.9433 - d_accuracy: 0.6216 Epoch 327/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.2776 - g_loss: 0.9389 - d_accuracy: 0.6220Epoch 327: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2741 - g_loss: 0.9466 - d_accuracy: 0.6250 Epoch 328/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.2681 - g_loss: 0.9471 - d_accuracy: 0.6378Epoch 328: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2656 - g_loss: 0.9495 - d_accuracy: 0.6368 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9375 - d_accuracy: 0.6228Epoch 329: D Accuracy = 0.5811 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2856 - g_loss: 0.9348 - d_accuracy: 0.6213 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2762 - g_loss: 0.9350 - d_accuracy: 0.6259Epoch 330: D Accuracy = 0.5405 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2779 - g_loss: 0.9333 - d_accuracy: 0.6229 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2763 - g_loss: 0.9385 - d_accuracy: 0.6322Epoch 331: D Accuracy = 0.5270 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2794 - g_loss: 0.9348 - d_accuracy: 0.6285 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9404 - d_accuracy: 0.6275Epoch 332: D Accuracy = 0.6486 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2778 - g_loss: 0.9392 - d_accuracy: 0.6282 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2709 - g_loss: 0.9464 - d_accuracy: 0.6369Epoch 333: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2678 - g_loss: 0.9490 - d_accuracy: 0.6407 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2679 - g_loss: 0.9421 - d_accuracy: 0.6344Epoch 334: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2693 - g_loss: 0.9369 - d_accuracy: 0.6330 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9585 - d_accuracy: 0.6462Epoch 335: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2596 - g_loss: 0.9568 - d_accuracy: 0.6468 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2663 - g_loss: 0.9509 - d_accuracy: 0.6351Epoch 336: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2654 - g_loss: 0.9529 - d_accuracy: 0.6360 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9442 - d_accuracy: 0.6215Epoch 337: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2818 - g_loss: 0.9462 - d_accuracy: 0.6210 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9476 - d_accuracy: 0.6376Epoch 338: D Accuracy = 0.6486 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2659 - g_loss: 0.9469 - d_accuracy: 0.6380 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9550 - d_accuracy: 0.6387Epoch 339: D Accuracy = 0.7838 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2539 - g_loss: 0.9594 - d_accuracy: 0.6439 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9502 - d_accuracy: 0.6379Epoch 340: D Accuracy = 0.5541 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2676 - g_loss: 0.9474 - d_accuracy: 0.6349 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2655 - g_loss: 0.9577 - d_accuracy: 0.6377Epoch 341: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2657 - g_loss: 0.9608 - d_accuracy: 0.6391 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9481 - d_accuracy: 0.6307Epoch 342: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2732 - g_loss: 0.9507 - d_accuracy: 0.6299 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9503 - d_accuracy: 0.6395Epoch 343: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2597 - g_loss: 0.9477 - d_accuracy: 0.6398 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9573 - d_accuracy: 0.6352Epoch 344: D Accuracy = 0.5541 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2609 - g_loss: 0.9593 - d_accuracy: 0.6323 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 0.9463 - d_accuracy: 0.6206Epoch 345: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2725 - g_loss: 0.9530 - d_accuracy: 0.6192 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2567 - g_loss: 0.9581 - d_accuracy: 0.6426Epoch 346: D Accuracy = 0.6081 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2586 - g_loss: 0.9564 - d_accuracy: 0.6414 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9544 - d_accuracy: 0.6325Epoch 347: D Accuracy = 0.6486 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2646 - g_loss: 0.9556 - d_accuracy: 0.6331 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2627 - g_loss: 0.9528 - d_accuracy: 0.6332Epoch 348: D Accuracy = 0.5811 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2636 - g_loss: 0.9504 - d_accuracy: 0.6313 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9613 - d_accuracy: 0.6495Epoch 349: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2539 - g_loss: 0.9656 - d_accuracy: 0.6494 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 0.9523 - d_accuracy: 0.6342Epoch 350: D Accuracy = 0.5676 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2686 - g_loss: 0.9485 - d_accuracy: 0.6318 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 0.9536 - d_accuracy: 0.6333Epoch 351: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2645 - g_loss: 0.9529 - d_accuracy: 0.6329 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9571 - d_accuracy: 0.6369Epoch 352: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2614 - g_loss: 0.9595 - d_accuracy: 0.6363 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2728 - g_loss: 0.9463 - d_accuracy: 0.6334Epoch 353: D Accuracy = 0.5676 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2772 - g_loss: 0.9456 - d_accuracy: 0.6311 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 0.9565 - d_accuracy: 0.6373Epoch 354: D Accuracy = 0.6216 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2577 - g_loss: 0.9541 - d_accuracy: 0.6368 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2565 - g_loss: 0.9663 - d_accuracy: 0.6425Epoch 355: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2584 - g_loss: 0.9636 - d_accuracy: 0.6418 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2617 - g_loss: 0.9625 - d_accuracy: 0.6433Epoch 356: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2612 - g_loss: 0.9631 - d_accuracy: 0.6440 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9573 - d_accuracy: 0.6393Epoch 357: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2595 - g_loss: 0.9552 - d_accuracy: 0.6391 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2630 - g_loss: 0.9566 - d_accuracy: 0.6406Epoch 358: D Accuracy = 0.5811 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2665 - g_loss: 0.9504 - d_accuracy: 0.6385 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2503 - g_loss: 0.9661 - d_accuracy: 0.6463Epoch 359: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2481 - g_loss: 0.9694 - d_accuracy: 0.6454 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 0.9544 - d_accuracy: 0.6407Epoch 360: D Accuracy = 0.6081 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2588 - g_loss: 0.9511 - d_accuracy: 0.6396 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 0.9607 - d_accuracy: 0.6341Epoch 361: D Accuracy = 0.5946 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2617 - g_loss: 0.9610 - d_accuracy: 0.6327 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9677 - d_accuracy: 0.6517Epoch 362: D Accuracy = 0.7297 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2396 - g_loss: 0.9680 - d_accuracy: 0.6545 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 0.9675 - d_accuracy: 0.6363Epoch 363: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2599 - g_loss: 0.9665 - d_accuracy: 0.6348
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2603 - g_loss: 0.9593 - d_accuracy: 0.6426Epoch 364: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2582 - g_loss: 0.9624 - d_accuracy: 0.6433 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2538 - g_loss: 0.9625 - d_accuracy: 0.6428Epoch 365: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2516 - g_loss: 0.9618 - d_accuracy: 0.6449 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2628 - g_loss: 0.9628 - d_accuracy: 0.6387Epoch 366: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2636 - g_loss: 0.9667 - d_accuracy: 0.6367 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9572 - d_accuracy: 0.6371Epoch 367: D Accuracy = 0.6892 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2622 - g_loss: 0.9544 - d_accuracy: 0.6389 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2622 - g_loss: 0.9624 - d_accuracy: 0.6344Epoch 368: D Accuracy = 0.6081 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2635 - g_loss: 0.9608 - d_accuracy: 0.6334 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 0.9613 - d_accuracy: 0.6524Epoch 369: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2518 - g_loss: 0.9627 - d_accuracy: 0.6562 Epoch 370/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.2557 - g_loss: 0.9653 - d_accuracy: 0.6389Epoch 370: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2573 - g_loss: 0.9560 - d_accuracy: 0.6413 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2554 - g_loss: 0.9701 - d_accuracy: 0.6437Epoch 371: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2541 - g_loss: 0.9732 - d_accuracy: 0.6444 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9595 - d_accuracy: 0.6511Epoch 372: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2601 - g_loss: 0.9584 - d_accuracy: 0.6500 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2426 - g_loss: 0.9755 - d_accuracy: 0.6555Epoch 373: D Accuracy = 0.6216 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2443 - g_loss: 0.9746 - d_accuracy: 0.6543 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2449 - g_loss: 0.9734 - d_accuracy: 0.6560Epoch 374: D Accuracy = 0.6351 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2453 - g_loss: 0.9753 - d_accuracy: 0.6553 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2516 - g_loss: 0.9663 - d_accuracy: 0.6452Epoch 375: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2534 - g_loss: 0.9674 - d_accuracy: 0.6458 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2614 - g_loss: 0.9591 - d_accuracy: 0.6392Epoch 376: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2645 - g_loss: 0.9576 - d_accuracy: 0.6376 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2563 - g_loss: 0.9608 - d_accuracy: 0.6400Epoch 377: D Accuracy = 0.5270 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2594 - g_loss: 0.9587 - d_accuracy: 0.6360 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 0.9723 - d_accuracy: 0.6505Epoch 378: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2456 - g_loss: 0.9717 - d_accuracy: 0.6495 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 0.9761 - d_accuracy: 0.6536Epoch 379: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2389 - g_loss: 0.9766 - d_accuracy: 0.6558 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2521 - g_loss: 0.9681 - d_accuracy: 0.6450Epoch 380: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2523 - g_loss: 0.9671 - d_accuracy: 0.6442 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 0.9801 - d_accuracy: 0.6522Epoch 381: D Accuracy = 0.5541 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2411 - g_loss: 0.9868 - d_accuracy: 0.6487 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2420 - g_loss: 0.9695 - d_accuracy: 0.6544Epoch 382: D Accuracy = 0.7432 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2410 - g_loss: 0.9658 - d_accuracy: 0.6576 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2492 - g_loss: 0.9782 - d_accuracy: 0.6493Epoch 383: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2473 - g_loss: 0.9788 - d_accuracy: 0.6512 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2497 - g_loss: 0.9735 - d_accuracy: 0.6497Epoch 384: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2494 - g_loss: 0.9806 - d_accuracy: 0.6497 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2454 - g_loss: 0.9708 - d_accuracy: 0.6526Epoch 385: D Accuracy = 0.5135 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2496 - g_loss: 0.9681 - d_accuracy: 0.6476 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 0.9738 - d_accuracy: 0.6480Epoch 386: D Accuracy = 0.5676 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2461 - g_loss: 0.9749 - d_accuracy: 0.6452 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2567 - g_loss: 0.9624 - d_accuracy: 0.6481Epoch 387: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2586 - g_loss: 0.9591 - d_accuracy: 0.6467 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9785 - d_accuracy: 0.6563Epoch 388: D Accuracy = 0.5946 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2448 - g_loss: 0.9773 - d_accuracy: 0.6541 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2459 - g_loss: 0.9726 - d_accuracy: 0.6429Epoch 389: D Accuracy = 0.6081 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2474 - g_loss: 0.9724 - d_accuracy: 0.6417 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2411 - g_loss: 0.9738 - d_accuracy: 0.6665Epoch 390: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2412 - g_loss: 0.9717 - d_accuracy: 0.6663 Epoch 391/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.2423 - g_loss: 0.9793 - d_accuracy: 0.6495Epoch 391: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2498 - g_loss: 0.9777 - d_accuracy: 0.6461 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9666 - d_accuracy: 0.6515Epoch 392: D Accuracy = 0.5541 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2569 - g_loss: 0.9643 - d_accuracy: 0.6480 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2440 - g_loss: 0.9824 - d_accuracy: 0.6495Epoch 393: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2443 - g_loss: 0.9832 - d_accuracy: 0.6490 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 0.9843 - d_accuracy: 0.6528Epoch 394: D Accuracy = 0.6757 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2339 - g_loss: 0.9864 - d_accuracy: 0.6536 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9755 - d_accuracy: 0.6533Epoch 395: D Accuracy = 0.7297 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2401 - g_loss: 0.9727 - d_accuracy: 0.6561
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2428 - g_loss: 0.9876 - d_accuracy: 0.6491Epoch 396: D Accuracy = 0.7027 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2405 - g_loss: 0.9893 - d_accuracy: 0.6511 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2344 - g_loss: 0.9811 - d_accuracy: 0.6665Epoch 397: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2332 - g_loss: 0.9784 - d_accuracy: 0.6678 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2299 - g_loss: 0.9951 - d_accuracy: 0.6602Epoch 398: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2288 - g_loss: 0.9934 - d_accuracy: 0.6593 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 0.9805 - d_accuracy: 0.6477Epoch 399: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2473 - g_loss: 0.9778 - d_accuracy: 0.6458 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2466 - g_loss: 0.9785 - d_accuracy: 0.6487 Class 9 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.6081 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2477 - g_loss: 0.9823 - d_accuracy: 0.6472 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2387 - g_loss: 0.9866 - d_accuracy: 0.6605Epoch 401: D Accuracy = 0.5946 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2416 - g_loss: 0.9851 - d_accuracy: 0.6581 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2350 - g_loss: 0.9847 - d_accuracy: 0.6563Epoch 402: D Accuracy = 0.6892 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2326 - g_loss: 0.9857 - d_accuracy: 0.6575 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2377 - g_loss: 0.9932 - d_accuracy: 0.6496Epoch 403: D Accuracy = 0.7027 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2338 - g_loss: 1.0008 - d_accuracy: 0.6515 Epoch 404/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.2517 - g_loss: 0.9749 - d_accuracy: 0.6456Epoch 404: D Accuracy = 0.5811 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2531 - g_loss: 0.9863 - d_accuracy: 0.6413 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2402 - g_loss: 0.9860 - d_accuracy: 0.6579Epoch 405: D Accuracy = 0.5946 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2421 - g_loss: 0.9890 - d_accuracy: 0.6556 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2387 - g_loss: 0.9817 - d_accuracy: 0.6580Epoch 406: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2387 - g_loss: 0.9824 - d_accuracy: 0.6586 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2322 - g_loss: 0.9889 - d_accuracy: 0.6568Epoch 407: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2304 - g_loss: 0.9951 - d_accuracy: 0.6575 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 0.9927 - d_accuracy: 0.6640Epoch 408: D Accuracy = 0.7568 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2264 - g_loss: 0.9931 - d_accuracy: 0.6673 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 1.0032 - d_accuracy: 0.6765Epoch 409: D Accuracy = 0.7838 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2167 - g_loss: 1.0077 - d_accuracy: 0.6803 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 0.9838 - d_accuracy: 0.6414Epoch 410: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2486 - g_loss: 0.9850 - d_accuracy: 0.6397 Epoch 411/500 25/27 [==========================>...] - ETA: 0s - d_loss: 1.2416 - g_loss: 0.9810 - d_accuracy: 0.6533Epoch 411: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2403 - g_loss: 0.9818 - d_accuracy: 0.6565 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2418 - g_loss: 0.9797 - d_accuracy: 0.6588Epoch 412: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2435 - g_loss: 0.9755 - d_accuracy: 0.6570 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2311 - g_loss: 0.9950 - d_accuracy: 0.6593Epoch 413: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2318 - g_loss: 0.9901 - d_accuracy: 0.6589 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2328 - g_loss: 0.9990 - d_accuracy: 0.6571Epoch 414: D Accuracy = 0.6757 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2328 - g_loss: 1.0011 - d_accuracy: 0.6578 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2287 - g_loss: 0.9904 - d_accuracy: 0.6664Epoch 415: D Accuracy = 0.6486 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2308 - g_loss: 0.9888 - d_accuracy: 0.6658 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 0.9863 - d_accuracy: 0.6592Epoch 416: D Accuracy = 0.6351 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2375 - g_loss: 0.9853 - d_accuracy: 0.6584 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 1.0003 - d_accuracy: 0.6645Epoch 417: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2263 - g_loss: 1.0011 - d_accuracy: 0.6630 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2274 - g_loss: 0.9998 - d_accuracy: 0.6628Epoch 418: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2263 - g_loss: 0.9995 - d_accuracy: 0.6638 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 0.9934 - d_accuracy: 0.6567Epoch 419: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2367 - g_loss: 0.9929 - d_accuracy: 0.6564 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2323 - g_loss: 0.9944 - d_accuracy: 0.6575Epoch 420: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2306 - g_loss: 0.9935 - d_accuracy: 0.6576 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2388 - g_loss: 0.9884 - d_accuracy: 0.6524Epoch 421: D Accuracy = 0.6216 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2403 - g_loss: 0.9895 - d_accuracy: 0.6513 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2310 - g_loss: 0.9965 - d_accuracy: 0.6623Epoch 422: D Accuracy = 0.6081 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2312 - g_loss: 1.0021 - d_accuracy: 0.6603 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2280 - g_loss: 0.9893 - d_accuracy: 0.6655Epoch 423: D Accuracy = 0.7838 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2240 - g_loss: 0.9929 - d_accuracy: 0.6697 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2340 - g_loss: 0.9898 - d_accuracy: 0.6567Epoch 424: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2312 - g_loss: 0.9905 - d_accuracy: 0.6583 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2378 - g_loss: 0.9983 - d_accuracy: 0.6516Epoch 425: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2372 - g_loss: 1.0028 - d_accuracy: 0.6510 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2328 - g_loss: 0.9909 - d_accuracy: 0.6657Epoch 426: D Accuracy = 0.6622 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2346 - g_loss: 0.9889 - d_accuracy: 0.6656 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2183 - g_loss: 1.0023 - d_accuracy: 0.6747Epoch 427: D Accuracy = 0.7568 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2153 - g_loss: 1.0026 - d_accuracy: 0.6777 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2323 - g_loss: 1.0047 - d_accuracy: 0.6549Epoch 428: D Accuracy = 0.6892 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2305 - g_loss: 1.0038 - d_accuracy: 0.6561 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 0.9920 - d_accuracy: 0.6577Epoch 429: D Accuracy = 0.7297 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2317 - g_loss: 0.9891 - d_accuracy: 0.6602 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2272 - g_loss: 1.0074 - d_accuracy: 0.6627Epoch 430: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2292 - g_loss: 1.0125 - d_accuracy: 0.6598 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2232 - g_loss: 1.0043 - d_accuracy: 0.6679Epoch 431: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2212 - g_loss: 1.0047 - d_accuracy: 0.6696 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2236 - g_loss: 0.9974 - d_accuracy: 0.6668Epoch 432: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2245 - g_loss: 0.9993 - d_accuracy: 0.6647 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2131 - g_loss: 1.0073 - d_accuracy: 0.6724Epoch 433: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2142 - g_loss: 1.0006 - d_accuracy: 0.6739 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2292 - g_loss: 1.0066 - d_accuracy: 0.6597Epoch 434: D Accuracy = 0.6757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2283 - g_loss: 1.0084 - d_accuracy: 0.6603 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2249 - g_loss: 1.0024 - d_accuracy: 0.6630Epoch 435: D Accuracy = 0.6622 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2260 - g_loss: 1.0021 - d_accuracy: 0.6630 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2267 - g_loss: 0.9973 - d_accuracy: 0.6623Epoch 436: D Accuracy = 0.6351 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2271 - g_loss: 0.9972 - d_accuracy: 0.6613 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2177 - g_loss: 1.0204 - d_accuracy: 0.6674Epoch 437: D Accuracy = 0.6216 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2174 - g_loss: 1.0218 - d_accuracy: 0.6658 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.0102 - d_accuracy: 0.6775Epoch 438: D Accuracy = 0.7027 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2148 - g_loss: 1.0161 - d_accuracy: 0.6784 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2126 - g_loss: 1.0141 - d_accuracy: 0.6786Epoch 439: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2155 - g_loss: 1.0127 - d_accuracy: 0.6771 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2163 - g_loss: 1.0168 - d_accuracy: 0.6739Epoch 440: D Accuracy = 0.6081 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2183 - g_loss: 1.0245 - d_accuracy: 0.6715 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.0034 - d_accuracy: 0.6791Epoch 441: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2151 - g_loss: 1.0034 - d_accuracy: 0.6799 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2256 - g_loss: 1.0036 - d_accuracy: 0.6658Epoch 442: D Accuracy = 0.7027 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2233 - g_loss: 1.0015 - d_accuracy: 0.6671 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2213 - g_loss: 1.0184 - d_accuracy: 0.6657Epoch 443: D Accuracy = 0.5946 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2232 - g_loss: 1.0214 - d_accuracy: 0.6631 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2225 - g_loss: 1.0031 - d_accuracy: 0.6647Epoch 444: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2221 - g_loss: 1.0038 - d_accuracy: 0.6646 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2143 - g_loss: 1.0143 - d_accuracy: 0.6742Epoch 445: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2126 - g_loss: 1.0176 - d_accuracy: 0.6742 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2178 - g_loss: 1.0065 - d_accuracy: 0.6673Epoch 446: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2141 - g_loss: 1.0081 - d_accuracy: 0.6700 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1983 - g_loss: 1.0323 - d_accuracy: 0.6904Epoch 447: D Accuracy = 0.7297 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1973 - g_loss: 1.0358 - d_accuracy: 0.6918 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2181 - g_loss: 1.0136 - d_accuracy: 0.6655Epoch 448: D Accuracy = 0.6757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2178 - g_loss: 1.0136 - d_accuracy: 0.6659 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2113 - g_loss: 1.0145 - d_accuracy: 0.6708Epoch 449: D Accuracy = 0.7027 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2100 - g_loss: 1.0148 - d_accuracy: 0.6720 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2125 - g_loss: 1.0189 - d_accuracy: 0.6709Epoch 450: D Accuracy = 0.7432 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2107 - g_loss: 1.0163 - d_accuracy: 0.6735 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0186 - d_accuracy: 0.6691Epoch 451: D Accuracy = 0.7027 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2097 - g_loss: 1.0140 - d_accuracy: 0.6703 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2029 - g_loss: 1.0317 - d_accuracy: 0.6791Epoch 452: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2038 - g_loss: 1.0348 - d_accuracy: 0.6790 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.0180 - d_accuracy: 0.6737Epoch 453: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2100 - g_loss: 1.0192 - d_accuracy: 0.6742 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2087 - g_loss: 1.0257 - d_accuracy: 0.6759Epoch 454: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2087 - g_loss: 1.0229 - d_accuracy: 0.6759 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2117 - g_loss: 1.0246 - d_accuracy: 0.6729Epoch 455: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2078 - g_loss: 1.0277 - d_accuracy: 0.6754 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2189 - g_loss: 1.0177 - d_accuracy: 0.6660Epoch 456: D Accuracy = 0.6216 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2210 - g_loss: 1.0154 - d_accuracy: 0.6644 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2194 - g_loss: 1.0145 - d_accuracy: 0.6677Epoch 457: D Accuracy = 0.5541 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2212 - g_loss: 1.0168 - d_accuracy: 0.6636 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2152 - g_loss: 1.0172 - d_accuracy: 0.6776Epoch 458: D Accuracy = 0.6081 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2182 - g_loss: 1.0187 - d_accuracy: 0.6751 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2015 - g_loss: 1.0222 - d_accuracy: 0.6792Epoch 459: D Accuracy = 0.7162 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2009 - g_loss: 1.0172 - d_accuracy: 0.6805 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.0320 - d_accuracy: 0.6832Epoch 460: D Accuracy = 0.6757 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2050 - g_loss: 1.0298 - d_accuracy: 0.6829 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2140 - g_loss: 1.0217 - d_accuracy: 0.6734Epoch 461: D Accuracy = 0.6351 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2158 - g_loss: 1.0210 - d_accuracy: 0.6720 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2147 - g_loss: 1.0237 - d_accuracy: 0.6727Epoch 462: D Accuracy = 0.5811 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2164 - g_loss: 1.0242 - d_accuracy: 0.6694 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2110 - g_loss: 1.0222 - d_accuracy: 0.6692Epoch 463: D Accuracy = 0.7297 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2088 - g_loss: 1.0227 - d_accuracy: 0.6714
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2084 - g_loss: 1.0269 - d_accuracy: 0.6812Epoch 464: D Accuracy = 0.7432 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2053 - g_loss: 1.0294 - d_accuracy: 0.6834 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2152 - g_loss: 1.0187 - d_accuracy: 0.6697Epoch 465: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2173 - g_loss: 1.0158 - d_accuracy: 0.6680 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2034 - g_loss: 1.0294 - d_accuracy: 0.6789Epoch 466: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2034 - g_loss: 1.0284 - d_accuracy: 0.6793 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.0216 - d_accuracy: 0.6784Epoch 467: D Accuracy = 0.5541 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2149 - g_loss: 1.0199 - d_accuracy: 0.6739 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2046 - g_loss: 1.0271 - d_accuracy: 0.6796Epoch 468: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2048 - g_loss: 1.0249 - d_accuracy: 0.6819 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2037 - g_loss: 1.0279 - d_accuracy: 0.6845Epoch 469: D Accuracy = 0.7432 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2038 - g_loss: 1.0236 - d_accuracy: 0.6866 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0307 - d_accuracy: 0.6683Epoch 470: D Accuracy = 0.6351 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2143 - g_loss: 1.0321 - d_accuracy: 0.6672 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2062 - g_loss: 1.0250 - d_accuracy: 0.6736Epoch 471: D Accuracy = 0.6486 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2050 - g_loss: 1.0239 - d_accuracy: 0.6727 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2004 - g_loss: 1.0370 - d_accuracy: 0.6804Epoch 472: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2035 - g_loss: 1.0377 - d_accuracy: 0.6783 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2067 - g_loss: 1.0318 - d_accuracy: 0.6752Epoch 473: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2085 - g_loss: 1.0331 - d_accuracy: 0.6743 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2008 - g_loss: 1.0355 - d_accuracy: 0.6780Epoch 474: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1989 - g_loss: 1.0403 - d_accuracy: 0.6784 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2028 - g_loss: 1.0285 - d_accuracy: 0.6874Epoch 475: D Accuracy = 0.6622 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2046 - g_loss: 1.0201 - d_accuracy: 0.6865 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.0432 - d_accuracy: 0.6882Epoch 476: D Accuracy = 0.7027 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1895 - g_loss: 1.0522 - d_accuracy: 0.6887 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2081 - g_loss: 1.0348 - d_accuracy: 0.6743Epoch 477: D Accuracy = 0.7027 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2049 - g_loss: 1.0400 - d_accuracy: 0.6753 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1899 - g_loss: 1.0430 - d_accuracy: 0.6926Epoch 478: D Accuracy = 0.7162 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1895 - g_loss: 1.0466 - d_accuracy: 0.6935 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2054 - g_loss: 1.0292 - d_accuracy: 0.6761Epoch 479: D Accuracy = 0.6216 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2088 - g_loss: 1.0260 - d_accuracy: 0.6741 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1991 - g_loss: 1.0413 - d_accuracy: 0.6840Epoch 480: D Accuracy = 0.6216 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2018 - g_loss: 1.0399 - d_accuracy: 0.6818 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2012 - g_loss: 1.0408 - d_accuracy: 0.6735Epoch 481: D Accuracy = 0.6486 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2009 - g_loss: 1.0465 - d_accuracy: 0.6726 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2104 - g_loss: 1.0251 - d_accuracy: 0.6754Epoch 482: D Accuracy = 0.5946 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2156 - g_loss: 1.0254 - d_accuracy: 0.6725 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1953 - g_loss: 1.0441 - d_accuracy: 0.6862Epoch 483: D Accuracy = 0.7973 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1929 - g_loss: 1.0440 - d_accuracy: 0.6902 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2016 - g_loss: 1.0413 - d_accuracy: 0.6837Epoch 484: D Accuracy = 0.7027 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2007 - g_loss: 1.0473 - d_accuracy: 0.6844 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2014 - g_loss: 1.0360 - d_accuracy: 0.6798Epoch 485: D Accuracy = 0.6351 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2004 - g_loss: 1.0400 - d_accuracy: 0.6782 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2034 - g_loss: 1.0269 - d_accuracy: 0.6801Epoch 486: D Accuracy = 0.6486 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2051 - g_loss: 1.0239 - d_accuracy: 0.6790 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1875 - g_loss: 1.0495 - d_accuracy: 0.6954Epoch 487: D Accuracy = 0.7432 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1876 - g_loss: 1.0484 - d_accuracy: 0.6971 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1911 - g_loss: 1.0560 - d_accuracy: 0.6858Epoch 488: D Accuracy = 0.5676 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1932 - g_loss: 1.0584 - d_accuracy: 0.6816 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1949 - g_loss: 1.0408 - d_accuracy: 0.6753Epoch 489: D Accuracy = 0.6351 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1949 - g_loss: 1.0413 - d_accuracy: 0.6739 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.0495 - d_accuracy: 0.6916Epoch 490: D Accuracy = 0.7838 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1879 - g_loss: 1.0477 - d_accuracy: 0.6949 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1898 - g_loss: 1.0500 - d_accuracy: 0.6818Epoch 491: D Accuracy = 0.7297 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1876 - g_loss: 1.0457 - d_accuracy: 0.6835 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0348 - d_accuracy: 0.6705Epoch 492: D Accuracy = 0.6892 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2114 - g_loss: 1.0340 - d_accuracy: 0.6712 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1891 - g_loss: 1.0529 - d_accuracy: 0.6945Epoch 493: D Accuracy = 0.6892 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1893 - g_loss: 1.0527 - d_accuracy: 0.6943 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.0415 - d_accuracy: 0.6924Epoch 494: D Accuracy = 0.7838 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1913 - g_loss: 1.0435 - d_accuracy: 0.6956 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1889 - g_loss: 1.0456 - d_accuracy: 0.6936Epoch 495: D Accuracy = 0.6892 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1887 - g_loss: 1.0450 - d_accuracy: 0.6935
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2013 - g_loss: 1.0496 - d_accuracy: 0.6881Epoch 496: D Accuracy = 0.5541 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2057 - g_loss: 1.0556 - d_accuracy: 0.6833 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.0453 - d_accuracy: 0.6947Epoch 497: D Accuracy = 0.6622 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1895 - g_loss: 1.0439 - d_accuracy: 0.6935 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1734 - g_loss: 1.0682 - d_accuracy: 0.6982Epoch 498: D Accuracy = 0.7027 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1736 - g_loss: 1.0644 - d_accuracy: 0.6984 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1857 - g_loss: 1.0525 - d_accuracy: 0.6915Epoch 499: D Accuracy = 0.7297 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1841 - g_loss: 1.0503 - d_accuracy: 0.6929 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.0656 - d_accuracy: 0.6739 Class 9 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.6216 27/27 [==============================] - 1s 42ms/step - d_loss: 1.1950 - g_loss: 1.0728 - d_accuracy: 0.6721 Training DCGAN for class 10... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.6994 - g_loss: 0.5635 - d_accuracy: 0.4367WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0173s vs `on_train_batch_end` time: 0.0183s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.2000 - g_loss: 1.0870 - d_accuracy: 0.7083 Epoch 1: Generator loss improved from inf to 1.4928. Saving weights. Epoch 1: D Accuracy = 0.8188 27/27 [==============================] - 2s 36ms/step - d_loss: 1.1934 - g_loss: 1.1015 - d_accuracy: 0.7122 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1586 - g_loss: 1.2524 - d_accuracy: 0.7532 Epoch 2: Generator loss improved from 1.4928 to 1.1573. Saving weights. Epoch 2: D Accuracy = 0.6562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1632 - g_loss: 1.2490 - d_accuracy: 0.7497 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3165 - g_loss: 1.0363 - d_accuracy: 0.6269 Epoch 3: Generator loss improved from 1.1573 to 1.1123. Saving weights. Epoch 3: D Accuracy = 0.5812 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3171 - g_loss: 1.0390 - d_accuracy: 0.6252 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3903 - g_loss: 0.9263 - d_accuracy: 0.5689 Epoch 4: Generator loss improved from 1.1123 to 0.8526. Saving weights. Epoch 4: D Accuracy = 0.5625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3896 - g_loss: 0.9237 - d_accuracy: 0.5686 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3906 - g_loss: 0.8947 - d_accuracy: 0.5585Epoch 5: D Accuracy = 0.4937 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3912 - g_loss: 0.8965 - d_accuracy: 0.5562 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3515 - g_loss: 0.8937 - d_accuracy: 0.5794Epoch 6: D Accuracy = 0.6313 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3484 - g_loss: 0.8952 - d_accuracy: 0.5812 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3487 - g_loss: 0.8947 - d_accuracy: 0.5809Epoch 7: D Accuracy = 0.5625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3486 - g_loss: 0.8950 - d_accuracy: 0.5802 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3645 - g_loss: 0.8723 - d_accuracy: 0.5630 Epoch 8: Generator loss improved from 0.8526 to 0.8234. Saving weights. Epoch 8: D Accuracy = 0.5875 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3643 - g_loss: 0.8705 - d_accuracy: 0.5639 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3700 - g_loss: 0.8646 - d_accuracy: 0.5542Epoch 9: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3702 - g_loss: 0.8636 - d_accuracy: 0.5558 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3569 - g_loss: 0.8737 - d_accuracy: 0.5704Epoch 10: D Accuracy = 0.6125 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3567 - g_loss: 0.8739 - d_accuracy: 0.5719 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3552 - g_loss: 0.8687 - d_accuracy: 0.5675Epoch 11: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3544 - g_loss: 0.8684 - d_accuracy: 0.5687 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3582 - g_loss: 0.8666 - d_accuracy: 0.5588Epoch 12: D Accuracy = 0.5250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3592 - g_loss: 0.8662 - d_accuracy: 0.5576 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3499 - g_loss: 0.8648 - d_accuracy: 0.5705Epoch 13: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3500 - g_loss: 0.8652 - d_accuracy: 0.5716 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3435 - g_loss: 0.8658 - d_accuracy: 0.5701Epoch 14: D Accuracy = 0.5875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3436 - g_loss: 0.8666 - d_accuracy: 0.5707 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3394 - g_loss: 0.8725 - d_accuracy: 0.5826Epoch 15: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3415 - g_loss: 0.8710 - d_accuracy: 0.5814 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3419 - g_loss: 0.8724 - d_accuracy: 0.5704Epoch 16: D Accuracy = 0.5250 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3428 - g_loss: 0.8710 - d_accuracy: 0.5687 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3204 - g_loss: 0.8863 - d_accuracy: 0.5928Epoch 17: D Accuracy = 0.6375 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3174 - g_loss: 0.8905 - d_accuracy: 0.5944 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3162 - g_loss: 0.8989 - d_accuracy: 0.5952Epoch 18: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3168 - g_loss: 0.8993 - d_accuracy: 0.5945 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3148 - g_loss: 0.9012 - d_accuracy: 0.6028Epoch 19: D Accuracy = 0.5562 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3158 - g_loss: 0.9013 - d_accuracy: 0.6011 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.9007 - d_accuracy: 0.6080Epoch 20: D Accuracy = 0.6062 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.9001 - d_accuracy: 0.6079 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3184 - g_loss: 0.9038 - d_accuracy: 0.5930Epoch 21: D Accuracy = 0.6438 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.9030 - d_accuracy: 0.5948 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3226 - g_loss: 0.9012 - d_accuracy: 0.5953Epoch 22: D Accuracy = 0.6313 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3217 - g_loss: 0.9005 - d_accuracy: 0.5966 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.9022 - d_accuracy: 0.5909Epoch 23: D Accuracy = 0.6062 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3216 - g_loss: 0.9006 - d_accuracy: 0.5914 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8971 - d_accuracy: 0.5846Epoch 24: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3271 - g_loss: 0.9000 - d_accuracy: 0.5851 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8917 - d_accuracy: 0.5822Epoch 25: D Accuracy = 0.6375 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3313 - g_loss: 0.8918 - d_accuracy: 0.5842 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3414 - g_loss: 0.8807 - d_accuracy: 0.5770Epoch 26: D Accuracy = 0.6187 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3408 - g_loss: 0.8810 - d_accuracy: 0.5785 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3299 - g_loss: 0.8859 - d_accuracy: 0.5773Epoch 27: D Accuracy = 0.5625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3310 - g_loss: 0.8839 - d_accuracy: 0.5767 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3327 - g_loss: 0.8891 - d_accuracy: 0.5802Epoch 28: D Accuracy = 0.5625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3346 - g_loss: 0.8891 - d_accuracy: 0.5795 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8842 - d_accuracy: 0.5763Epoch 29: D Accuracy = 0.5125 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3374 - g_loss: 0.8852 - d_accuracy: 0.5740 Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8788 - d_accuracy: 0.5825Epoch 30: D Accuracy = 0.5437 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3326 - g_loss: 0.8783 - d_accuracy: 0.5811 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3482 - g_loss: 0.8770 - d_accuracy: 0.5677Epoch 31: D Accuracy = 0.5813 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3481 - g_loss: 0.8775 - d_accuracy: 0.5682 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8829 - d_accuracy: 0.5767Epoch 32: D Accuracy = 0.5875 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3294 - g_loss: 0.8841 - d_accuracy: 0.5771 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8784 - d_accuracy: 0.5783Epoch 33: D Accuracy = 0.5312 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3427 - g_loss: 0.8808 - d_accuracy: 0.5766 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3432 - g_loss: 0.8714 - d_accuracy: 0.5775 Epoch 34: Generator loss improved from 0.8234 to 0.8052. Saving weights. Epoch 34: D Accuracy = 0.5625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3434 - g_loss: 0.8690 - d_accuracy: 0.5770 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3316 - g_loss: 0.8926 - d_accuracy: 0.5839Epoch 35: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8924 - d_accuracy: 0.5844 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3536 - g_loss: 0.8650 - d_accuracy: 0.5709Epoch 36: D Accuracy = 0.5625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3536 - g_loss: 0.8631 - d_accuracy: 0.5706 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3378 - g_loss: 0.8844 - d_accuracy: 0.5789Epoch 37: D Accuracy = 0.6500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3350 - g_loss: 0.8862 - d_accuracy: 0.5814 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.8794 - d_accuracy: 0.5816Epoch 38: D Accuracy = 0.6125 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3366 - g_loss: 0.8834 - d_accuracy: 0.5827 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3571 - g_loss: 0.8601 - d_accuracy: 0.5620Epoch 39: D Accuracy = 0.4875 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3589 - g_loss: 0.8588 - d_accuracy: 0.5594 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3569 - g_loss: 0.8659 - d_accuracy: 0.5594Epoch 40: D Accuracy = 0.4750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3591 - g_loss: 0.8648 - d_accuracy: 0.5564 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3417 - g_loss: 0.8677 - d_accuracy: 0.5765Epoch 41: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3402 - g_loss: 0.8675 - d_accuracy: 0.5783 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8742 - d_accuracy: 0.5863Epoch 42: D Accuracy = 0.5562 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3397 - g_loss: 0.8720 - d_accuracy: 0.5852 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3528 - g_loss: 0.8681 - d_accuracy: 0.5665 Epoch 43: Generator loss improved from 0.8052 to 0.7934. Saving weights. Epoch 43: D Accuracy = 0.5250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3542 - g_loss: 0.8655 - d_accuracy: 0.5650 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3548 - g_loss: 0.8569 - d_accuracy: 0.5636Epoch 44: D Accuracy = 0.5500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3551 - g_loss: 0.8563 - d_accuracy: 0.5631 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3432 - g_loss: 0.8662 - d_accuracy: 0.5732Epoch 45: D Accuracy = 0.5188 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3442 - g_loss: 0.8652 - d_accuracy: 0.5712 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8691 - d_accuracy: 0.5836Epoch 46: D Accuracy = 0.5375 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3378 - g_loss: 0.8671 - d_accuracy: 0.5819 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3484 - g_loss: 0.8619 - d_accuracy: 0.5703Epoch 47: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3499 - g_loss: 0.8620 - d_accuracy: 0.5696 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3441 - g_loss: 0.8688 - d_accuracy: 0.5706Epoch 48: D Accuracy = 0.5813 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3436 - g_loss: 0.8679 - d_accuracy: 0.5710 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3509 - g_loss: 0.8597 - d_accuracy: 0.5622Epoch 49: D Accuracy = 0.5437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3511 - g_loss: 0.8601 - d_accuracy: 0.5616 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3526 - g_loss: 0.8578 - d_accuracy: 0.5606Epoch 50: D Accuracy = 0.5438 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3525 - g_loss: 0.8573 - d_accuracy: 0.5600 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3498 - g_loss: 0.8613 - d_accuracy: 0.5637Epoch 51: D Accuracy = 0.5625 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3495 - g_loss: 0.8618 - d_accuracy: 0.5636 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3500 - g_loss: 0.8581 - d_accuracy: 0.5636Epoch 52: D Accuracy = 0.6125 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3485 - g_loss: 0.8583 - d_accuracy: 0.5654 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3441 - g_loss: 0.8602 - d_accuracy: 0.5632Epoch 53: D Accuracy = 0.5625 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3436 - g_loss: 0.8620 - d_accuracy: 0.5632 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3541 - g_loss: 0.8552 - d_accuracy: 0.5627Epoch 54: D Accuracy = 0.5437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3546 - g_loss: 0.8552 - d_accuracy: 0.5620 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3500 - g_loss: 0.8579 - d_accuracy: 0.5666Epoch 55: D Accuracy = 0.6062 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3492 - g_loss: 0.8589 - d_accuracy: 0.5680 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3538 - g_loss: 0.8532 - d_accuracy: 0.5635Epoch 56: D Accuracy = 0.5625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3536 - g_loss: 0.8533 - d_accuracy: 0.5635 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3443 - g_loss: 0.8618 - d_accuracy: 0.5755Epoch 57: D Accuracy = 0.6125 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3437 - g_loss: 0.8614 - d_accuracy: 0.5768 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3563 - g_loss: 0.8556 - d_accuracy: 0.5631Epoch 58: D Accuracy = 0.6375 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3542 - g_loss: 0.8569 - d_accuracy: 0.5658 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3552 - g_loss: 0.8549 - d_accuracy: 0.5582Epoch 59: D Accuracy = 0.5312 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3563 - g_loss: 0.8547 - d_accuracy: 0.5572 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3531 - g_loss: 0.8525 - d_accuracy: 0.5590Epoch 60: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3540 - g_loss: 0.8521 - d_accuracy: 0.5587 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3574 - g_loss: 0.8511 - d_accuracy: 0.5553Epoch 61: D Accuracy = 0.5625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3570 - g_loss: 0.8510 - d_accuracy: 0.5555
Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3592 - g_loss: 0.8468 - d_accuracy: 0.5514Epoch 62: D Accuracy = 0.5437 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3601 - g_loss: 0.8461 - d_accuracy: 0.5511 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3528 - g_loss: 0.8523 - d_accuracy: 0.5589Epoch 63: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3531 - g_loss: 0.8506 - d_accuracy: 0.5585 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3567 - g_loss: 0.8499 - d_accuracy: 0.5516Epoch 64: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3577 - g_loss: 0.8495 - d_accuracy: 0.5498 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3581 - g_loss: 0.8472 - d_accuracy: 0.5548Epoch 65: D Accuracy = 0.5188 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3597 - g_loss: 0.8461 - d_accuracy: 0.5535 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3557 - g_loss: 0.8495 - d_accuracy: 0.5587Epoch 66: D Accuracy = 0.5688 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3562 - g_loss: 0.8481 - d_accuracy: 0.5590 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3609 - g_loss: 0.8453 - d_accuracy: 0.5500Epoch 67: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3599 - g_loss: 0.8458 - d_accuracy: 0.5518 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3564 - g_loss: 0.8467 - d_accuracy: 0.5638Epoch 68: D Accuracy = 0.5813 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3568 - g_loss: 0.8463 - d_accuracy: 0.5644 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3556 - g_loss: 0.8504 - d_accuracy: 0.5476Epoch 69: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3565 - g_loss: 0.8502 - d_accuracy: 0.5459 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3549 - g_loss: 0.8522 - d_accuracy: 0.5516Epoch 70: D Accuracy = 0.5312 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3548 - g_loss: 0.8542 - d_accuracy: 0.5509 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3678 - g_loss: 0.8359 - d_accuracy: 0.5457Epoch 71: D Accuracy = 0.5125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3674 - g_loss: 0.8366 - d_accuracy: 0.5446 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3610 - g_loss: 0.8428 - d_accuracy: 0.5530Epoch 72: D Accuracy = 0.5312 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3623 - g_loss: 0.8420 - d_accuracy: 0.5522 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3536 - g_loss: 0.8469 - d_accuracy: 0.5599Epoch 73: D Accuracy = 0.5938 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3529 - g_loss: 0.8476 - d_accuracy: 0.5611 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3563 - g_loss: 0.8473 - d_accuracy: 0.5468Epoch 74: D Accuracy = 0.5812 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3557 - g_loss: 0.8477 - d_accuracy: 0.5481 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3571 - g_loss: 0.8429 - d_accuracy: 0.5547Epoch 75: D Accuracy = 0.5625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3574 - g_loss: 0.8426 - d_accuracy: 0.5550 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3566 - g_loss: 0.8459 - d_accuracy: 0.5576 Epoch 76: Generator loss improved from 0.7934 to 0.7594. Saving weights. Epoch 76: D Accuracy = 0.5562 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3579 - g_loss: 0.8428 - d_accuracy: 0.5576 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3549 - g_loss: 0.8503 - d_accuracy: 0.5549Epoch 77: D Accuracy = 0.5063 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3566 - g_loss: 0.8491 - d_accuracy: 0.5532 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3587 - g_loss: 0.8457 - d_accuracy: 0.5470Epoch 78: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3578 - g_loss: 0.8455 - d_accuracy: 0.5471 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3540 - g_loss: 0.8471 - d_accuracy: 0.5586Epoch 79: D Accuracy = 0.5437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3555 - g_loss: 0.8455 - d_accuracy: 0.5581 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3530 - g_loss: 0.8475 - d_accuracy: 0.5568Epoch 80: D Accuracy = 0.5875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3522 - g_loss: 0.8453 - d_accuracy: 0.5579 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3575 - g_loss: 0.8455 - d_accuracy: 0.5546Epoch 81: D Accuracy = 0.5375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3578 - g_loss: 0.8456 - d_accuracy: 0.5540 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3620 - g_loss: 0.8453 - d_accuracy: 0.5415Epoch 82: D Accuracy = 0.5625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3612 - g_loss: 0.8469 - d_accuracy: 0.5423 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3544 - g_loss: 0.8462 - d_accuracy: 0.5503Epoch 83: D Accuracy = 0.5250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3553 - g_loss: 0.8448 - d_accuracy: 0.5494 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3660 - g_loss: 0.8411 - d_accuracy: 0.5500Epoch 84: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3656 - g_loss: 0.8421 - d_accuracy: 0.5500 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3606 - g_loss: 0.8417 - d_accuracy: 0.5467Epoch 85: D Accuracy = 0.5813 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3599 - g_loss: 0.8414 - d_accuracy: 0.5479 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3601 - g_loss: 0.8426 - d_accuracy: 0.5512Epoch 86: D Accuracy = 0.5625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3607 - g_loss: 0.8411 - d_accuracy: 0.5516 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3633 - g_loss: 0.8394 - d_accuracy: 0.5435Epoch 87: D Accuracy = 0.5875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3620 - g_loss: 0.8404 - d_accuracy: 0.5450 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3644 - g_loss: 0.8388 - d_accuracy: 0.5405Epoch 88: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3642 - g_loss: 0.8403 - d_accuracy: 0.5408 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3622 - g_loss: 0.8343 - d_accuracy: 0.5510Epoch 89: D Accuracy = 0.6063 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3615 - g_loss: 0.8331 - d_accuracy: 0.5529 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3592 - g_loss: 0.8371 - d_accuracy: 0.5470Epoch 90: D Accuracy = 0.5188 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3604 - g_loss: 0.8350 - d_accuracy: 0.5460 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3657 - g_loss: 0.8369 - d_accuracy: 0.5356Epoch 91: D Accuracy = 0.5812 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3651 - g_loss: 0.8381 - d_accuracy: 0.5372 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3596 - g_loss: 0.8385 - d_accuracy: 0.5457Epoch 92: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3586 - g_loss: 0.8385 - d_accuracy: 0.5458 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3687 - g_loss: 0.8335 - d_accuracy: 0.5387Epoch 93: D Accuracy = 0.4750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3700 - g_loss: 0.8347 - d_accuracy: 0.5364
Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3610 - g_loss: 0.8335 - d_accuracy: 0.5466Epoch 94: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3607 - g_loss: 0.8338 - d_accuracy: 0.5467 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3647 - g_loss: 0.8309 - d_accuracy: 0.5425Epoch 95: D Accuracy = 0.5188 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3649 - g_loss: 0.8301 - d_accuracy: 0.5417 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3611 - g_loss: 0.8387 - d_accuracy: 0.5459Epoch 96: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3601 - g_loss: 0.8388 - d_accuracy: 0.5468 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3648 - g_loss: 0.8322 - d_accuracy: 0.5412Epoch 97: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3645 - g_loss: 0.8323 - d_accuracy: 0.5415 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3658 - g_loss: 0.8361 - d_accuracy: 0.5380Epoch 98: D Accuracy = 0.5813 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3647 - g_loss: 0.8382 - d_accuracy: 0.5396 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3602 - g_loss: 0.8351 - d_accuracy: 0.5448Epoch 99: D Accuracy = 0.5875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3594 - g_loss: 0.8354 - d_accuracy: 0.5463 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3676 - g_loss: 0.8315 - d_accuracy: 0.5401 Class 10 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.5000 27/27 [==============================] - 1s 41ms/step - d_loss: 1.3684 - g_loss: 0.8311 - d_accuracy: 0.5386 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3700 - g_loss: 0.8301 - d_accuracy: 0.5325Epoch 101: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3690 - g_loss: 0.8311 - d_accuracy: 0.5338 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3705 - g_loss: 0.8297 - d_accuracy: 0.5335Epoch 102: D Accuracy = 0.4875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3715 - g_loss: 0.8305 - d_accuracy: 0.5319 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3689 - g_loss: 0.8260 - d_accuracy: 0.5324Epoch 103: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3679 - g_loss: 0.8256 - d_accuracy: 0.5340 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3669 - g_loss: 0.8326 - d_accuracy: 0.5342Epoch 104: D Accuracy = 0.5375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3669 - g_loss: 0.8338 - d_accuracy: 0.5343 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3652 - g_loss: 0.8317 - d_accuracy: 0.5383Epoch 105: D Accuracy = 0.5375 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3655 - g_loss: 0.8317 - d_accuracy: 0.5383 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3701 - g_loss: 0.8276 - d_accuracy: 0.5326Epoch 106: D Accuracy = 0.5750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3699 - g_loss: 0.8288 - d_accuracy: 0.5341 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3680 - g_loss: 0.8292 - d_accuracy: 0.5320Epoch 107: D Accuracy = 0.5312 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3682 - g_loss: 0.8302 - d_accuracy: 0.5319 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3716 - g_loss: 0.8261 - d_accuracy: 0.5307Epoch 108: D Accuracy = 0.5312 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3722 - g_loss: 0.8249 - d_accuracy: 0.5307 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3692 - g_loss: 0.8298 - d_accuracy: 0.5309Epoch 109: D Accuracy = 0.5562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3691 - g_loss: 0.8302 - d_accuracy: 0.5318 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3710 - g_loss: 0.8278 - d_accuracy: 0.5310Epoch 110: D Accuracy = 0.5125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3717 - g_loss: 0.8273 - d_accuracy: 0.5303 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3771 - g_loss: 0.8194 - d_accuracy: 0.5247Epoch 111: D Accuracy = 0.5062 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3779 - g_loss: 0.8188 - d_accuracy: 0.5240 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3665 - g_loss: 0.8260 - d_accuracy: 0.5315Epoch 112: D Accuracy = 0.5813 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3662 - g_loss: 0.8260 - d_accuracy: 0.5333 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3702 - g_loss: 0.8258 - d_accuracy: 0.5354Epoch 113: D Accuracy = 0.5500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3697 - g_loss: 0.8262 - d_accuracy: 0.5359 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3692 - g_loss: 0.8255 - d_accuracy: 0.5318Epoch 114: D Accuracy = 0.5063 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3695 - g_loss: 0.8242 - d_accuracy: 0.5309 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3604 - g_loss: 0.8299 - d_accuracy: 0.5396Epoch 115: D Accuracy = 0.5562 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3598 - g_loss: 0.8301 - d_accuracy: 0.5402 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3693 - g_loss: 0.8232 - d_accuracy: 0.5265Epoch 116: D Accuracy = 0.4625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3703 - g_loss: 0.8215 - d_accuracy: 0.5242 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3704 - g_loss: 0.8279 - d_accuracy: 0.5311Epoch 117: D Accuracy = 0.5125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3711 - g_loss: 0.8279 - d_accuracy: 0.5305 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3643 - g_loss: 0.8268 - d_accuracy: 0.5353Epoch 118: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3636 - g_loss: 0.8267 - d_accuracy: 0.5367 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3711 - g_loss: 0.8242 - d_accuracy: 0.5263Epoch 119: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3701 - g_loss: 0.8258 - d_accuracy: 0.5278 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3689 - g_loss: 0.8243 - d_accuracy: 0.5264Epoch 120: D Accuracy = 0.5750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3688 - g_loss: 0.8231 - d_accuracy: 0.5281 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3718 - g_loss: 0.8244 - d_accuracy: 0.5205Epoch 121: D Accuracy = 0.5188 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3712 - g_loss: 0.8252 - d_accuracy: 0.5205 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3753 - g_loss: 0.8185 - d_accuracy: 0.5171Epoch 122: D Accuracy = 0.5000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3749 - g_loss: 0.8180 - d_accuracy: 0.5165 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3656 - g_loss: 0.8253 - d_accuracy: 0.5323Epoch 123: D Accuracy = 0.5125 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3657 - g_loss: 0.8251 - d_accuracy: 0.5316 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3675 - g_loss: 0.8254 - d_accuracy: 0.5332Epoch 124: D Accuracy = 0.4875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3681 - g_loss: 0.8252 - d_accuracy: 0.5316 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3632 - g_loss: 0.8269 - d_accuracy: 0.5362Epoch 125: D Accuracy = 0.5625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3628 - g_loss: 0.8263 - d_accuracy: 0.5371 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3678 - g_loss: 0.8280 - d_accuracy: 0.5367Epoch 126: D Accuracy = 0.5813 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3678 - g_loss: 0.8290 - d_accuracy: 0.5383 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3691 - g_loss: 0.8230 - d_accuracy: 0.5234Epoch 127: D Accuracy = 0.5375 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3686 - g_loss: 0.8234 - d_accuracy: 0.5239 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3727 - g_loss: 0.8197 - d_accuracy: 0.5257Epoch 128: D Accuracy = 0.5250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3730 - g_loss: 0.8192 - d_accuracy: 0.5256 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3710 - g_loss: 0.8194 - d_accuracy: 0.5276Epoch 129: D Accuracy = 0.5375 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3717 - g_loss: 0.8181 - d_accuracy: 0.5279 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3716 - g_loss: 0.8229 - d_accuracy: 0.5240Epoch 130: D Accuracy = 0.4875 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3717 - g_loss: 0.8244 - d_accuracy: 0.5227 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3699 - g_loss: 0.8222 - d_accuracy: 0.5275Epoch 131: D Accuracy = 0.5250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3696 - g_loss: 0.8225 - d_accuracy: 0.5275 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3677 - g_loss: 0.8240 - d_accuracy: 0.5268Epoch 132: D Accuracy = 0.4938 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3677 - g_loss: 0.8243 - d_accuracy: 0.5256 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3657 - g_loss: 0.8250 - d_accuracy: 0.5297Epoch 133: D Accuracy = 0.5125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3657 - g_loss: 0.8257 - d_accuracy: 0.5291 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3735 - g_loss: 0.8196 - d_accuracy: 0.5186Epoch 134: D Accuracy = 0.5188 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3734 - g_loss: 0.8197 - d_accuracy: 0.5186 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3732 - g_loss: 0.8195 - d_accuracy: 0.5270Epoch 135: D Accuracy = 0.4438 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3748 - g_loss: 0.8187 - d_accuracy: 0.5240 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3619 - g_loss: 0.8236 - d_accuracy: 0.5373Epoch 136: D Accuracy = 0.5688 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3622 - g_loss: 0.8238 - d_accuracy: 0.5384 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3711 - g_loss: 0.8249 - d_accuracy: 0.5300Epoch 137: D Accuracy = 0.5562 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3708 - g_loss: 0.8251 - d_accuracy: 0.5309 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3678 - g_loss: 0.8211 - d_accuracy: 0.5282Epoch 138: D Accuracy = 0.4688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3686 - g_loss: 0.8208 - d_accuracy: 0.5261 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3714 - g_loss: 0.8200 - d_accuracy: 0.5231Epoch 139: D Accuracy = 0.5312 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3716 - g_loss: 0.8188 - d_accuracy: 0.5234 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3658 - g_loss: 0.8271 - d_accuracy: 0.5372Epoch 140: D Accuracy = 0.5438 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3659 - g_loss: 0.8252 - d_accuracy: 0.5374 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3723 - g_loss: 0.8224 - d_accuracy: 0.5234Epoch 141: D Accuracy = 0.5813 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3714 - g_loss: 0.8228 - d_accuracy: 0.5255 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3704 - g_loss: 0.8222 - d_accuracy: 0.5213Epoch 142: D Accuracy = 0.5125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3693 - g_loss: 0.8234 - d_accuracy: 0.5210 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3693 - g_loss: 0.8216 - d_accuracy: 0.5313Epoch 143: D Accuracy = 0.5562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3692 - g_loss: 0.8216 - d_accuracy: 0.5322 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3693 - g_loss: 0.8224 - d_accuracy: 0.5234Epoch 144: D Accuracy = 0.5625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3686 - g_loss: 0.8219 - d_accuracy: 0.5248 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3655 - g_loss: 0.8249 - d_accuracy: 0.5323Epoch 145: D Accuracy = 0.5312 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3651 - g_loss: 0.8258 - d_accuracy: 0.5322 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3718 - g_loss: 0.8222 - d_accuracy: 0.5246Epoch 146: D Accuracy = 0.5312 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3713 - g_loss: 0.8221 - d_accuracy: 0.5248 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3683 - g_loss: 0.8209 - d_accuracy: 0.5249Epoch 147: D Accuracy = 0.5312 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3684 - g_loss: 0.8213 - d_accuracy: 0.5251 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3739 - g_loss: 0.8212 - d_accuracy: 0.5201Epoch 148: D Accuracy = 0.4750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3751 - g_loss: 0.8207 - d_accuracy: 0.5184 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3701 - g_loss: 0.8226 - d_accuracy: 0.5231Epoch 149: D Accuracy = 0.5688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3689 - g_loss: 0.8230 - d_accuracy: 0.5247 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3702 - g_loss: 0.8205 - d_accuracy: 0.5274Epoch 150: D Accuracy = 0.5375 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3703 - g_loss: 0.8194 - d_accuracy: 0.5278 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3710 - g_loss: 0.8232 - d_accuracy: 0.5259Epoch 151: D Accuracy = 0.5312 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3700 - g_loss: 0.8251 - d_accuracy: 0.5261 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3701 - g_loss: 0.8222 - d_accuracy: 0.5223Epoch 152: D Accuracy = 0.4313 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3713 - g_loss: 0.8209 - d_accuracy: 0.5191 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3696 - g_loss: 0.8205 - d_accuracy: 0.5280Epoch 153: D Accuracy = 0.4875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3701 - g_loss: 0.8204 - d_accuracy: 0.5266 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3718 - g_loss: 0.8205 - d_accuracy: 0.5237Epoch 154: D Accuracy = 0.5375 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3713 - g_loss: 0.8219 - d_accuracy: 0.5242 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3752 - g_loss: 0.8180 - d_accuracy: 0.5247Epoch 155: D Accuracy = 0.5062 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3753 - g_loss: 0.8177 - d_accuracy: 0.5240 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3735 - g_loss: 0.8170 - d_accuracy: 0.5254Epoch 156: D Accuracy = 0.5063 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3735 - g_loss: 0.8165 - d_accuracy: 0.5247 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3724 - g_loss: 0.8187 - d_accuracy: 0.5200Epoch 157: D Accuracy = 0.4938 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3726 - g_loss: 0.8184 - d_accuracy: 0.5191 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3697 - g_loss: 0.8200 - d_accuracy: 0.5248Epoch 158: D Accuracy = 0.4812 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3704 - g_loss: 0.8199 - d_accuracy: 0.5232 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3719 - g_loss: 0.8207 - d_accuracy: 0.5186Epoch 159: D Accuracy = 0.4750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3720 - g_loss: 0.8191 - d_accuracy: 0.5170 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3766 - g_loss: 0.8144 - d_accuracy: 0.5174Epoch 160: D Accuracy = 0.4750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3778 - g_loss: 0.8135 - d_accuracy: 0.5159 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3676 - g_loss: 0.8180 - d_accuracy: 0.5359Epoch 161: D Accuracy = 0.5563 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3672 - g_loss: 0.8186 - d_accuracy: 0.5367 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3692 - g_loss: 0.8178 - d_accuracy: 0.5301Epoch 162: D Accuracy = 0.4688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3708 - g_loss: 0.8165 - d_accuracy: 0.5279 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3709 - g_loss: 0.8205 - d_accuracy: 0.5270Epoch 163: D Accuracy = 0.5063 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3707 - g_loss: 0.8209 - d_accuracy: 0.5263
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3677 - g_loss: 0.8244 - d_accuracy: 0.5301Epoch 164: D Accuracy = 0.5125 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3683 - g_loss: 0.8241 - d_accuracy: 0.5295 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3675 - g_loss: 0.8230 - d_accuracy: 0.5283Epoch 165: D Accuracy = 0.5063 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3683 - g_loss: 0.8227 - d_accuracy: 0.5275 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3723 - g_loss: 0.8215 - d_accuracy: 0.5184Epoch 166: D Accuracy = 0.5125 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3728 - g_loss: 0.8221 - d_accuracy: 0.5182 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3657 - g_loss: 0.8232 - d_accuracy: 0.5246Epoch 167: D Accuracy = 0.5125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3658 - g_loss: 0.8230 - d_accuracy: 0.5242 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3721 - g_loss: 0.8197 - d_accuracy: 0.5240Epoch 168: D Accuracy = 0.5375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3721 - g_loss: 0.8207 - d_accuracy: 0.5244 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3673 - g_loss: 0.8206 - d_accuracy: 0.5287Epoch 169: D Accuracy = 0.5125 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3673 - g_loss: 0.8208 - d_accuracy: 0.5281 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3738 - g_loss: 0.8177 - d_accuracy: 0.5160Epoch 170: D Accuracy = 0.5500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3730 - g_loss: 0.8180 - d_accuracy: 0.5172 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3636 - g_loss: 0.8233 - d_accuracy: 0.5333Epoch 171: D Accuracy = 0.4938 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3641 - g_loss: 0.8229 - d_accuracy: 0.5319 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3717 - g_loss: 0.8202 - d_accuracy: 0.5201Epoch 172: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3716 - g_loss: 0.8204 - d_accuracy: 0.5194 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3732 - g_loss: 0.8178 - d_accuracy: 0.5249Epoch 173: D Accuracy = 0.5437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3728 - g_loss: 0.8169 - d_accuracy: 0.5256 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3696 - g_loss: 0.8185 - d_accuracy: 0.5188Epoch 174: D Accuracy = 0.5125 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3699 - g_loss: 0.8165 - d_accuracy: 0.5186 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3737 - g_loss: 0.8183 - d_accuracy: 0.5201Epoch 175: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3741 - g_loss: 0.8188 - d_accuracy: 0.5194 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3672 - g_loss: 0.8252 - d_accuracy: 0.5287Epoch 176: D Accuracy = 0.5125 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3675 - g_loss: 0.8251 - d_accuracy: 0.5281 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3717 - g_loss: 0.8188 - d_accuracy: 0.5243Epoch 177: D Accuracy = 0.5813 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3708 - g_loss: 0.8197 - d_accuracy: 0.5263 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3707 - g_loss: 0.8172 - d_accuracy: 0.5189Epoch 178: D Accuracy = 0.5188 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3712 - g_loss: 0.8168 - d_accuracy: 0.5189 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3680 - g_loss: 0.8214 - d_accuracy: 0.5258Epoch 179: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3666 - g_loss: 0.8227 - d_accuracy: 0.5275 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3722 - g_loss: 0.8165 - d_accuracy: 0.5216Epoch 180: D Accuracy = 0.5250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3717 - g_loss: 0.8172 - d_accuracy: 0.5217 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3696 - g_loss: 0.8171 - d_accuracy: 0.5247Epoch 181: D Accuracy = 0.5312 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3693 - g_loss: 0.8166 - d_accuracy: 0.5250 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3721 - g_loss: 0.8215 - d_accuracy: 0.5177Epoch 182: D Accuracy = 0.5312 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3719 - g_loss: 0.8217 - d_accuracy: 0.5181 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3697 - g_loss: 0.8212 - d_accuracy: 0.5205Epoch 183: D Accuracy = 0.5375 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3697 - g_loss: 0.8222 - d_accuracy: 0.5211 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3712 - g_loss: 0.8184 - d_accuracy: 0.5192Epoch 184: D Accuracy = 0.5063 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3716 - g_loss: 0.8187 - d_accuracy: 0.5187 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3699 - g_loss: 0.8194 - d_accuracy: 0.5257Epoch 185: D Accuracy = 0.5063 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3702 - g_loss: 0.8195 - d_accuracy: 0.5250 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3642 - g_loss: 0.8238 - d_accuracy: 0.5290Epoch 186: D Accuracy = 0.5375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3641 - g_loss: 0.8242 - d_accuracy: 0.5293 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3625 - g_loss: 0.8219 - d_accuracy: 0.5369Epoch 187: D Accuracy = 0.5750 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3615 - g_loss: 0.8224 - d_accuracy: 0.5383 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3689 - g_loss: 0.8218 - d_accuracy: 0.5278Epoch 188: D Accuracy = 0.5437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3683 - g_loss: 0.8228 - d_accuracy: 0.5284 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3673 - g_loss: 0.8209 - d_accuracy: 0.5275Epoch 189: D Accuracy = 0.5250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3674 - g_loss: 0.8205 - d_accuracy: 0.5275 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3691 - g_loss: 0.8200 - d_accuracy: 0.5248Epoch 190: D Accuracy = 0.5875 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3683 - g_loss: 0.8192 - d_accuracy: 0.5270 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3735 - g_loss: 0.8187 - d_accuracy: 0.5210Epoch 191: D Accuracy = 0.5625 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3729 - g_loss: 0.8189 - d_accuracy: 0.5225 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3713 - g_loss: 0.8191 - d_accuracy: 0.5220Epoch 192: D Accuracy = 0.5125 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3720 - g_loss: 0.8182 - d_accuracy: 0.5217 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3715 - g_loss: 0.8200 - d_accuracy: 0.5185Epoch 193: D Accuracy = 0.5188 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3715 - g_loss: 0.8201 - d_accuracy: 0.5185 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3702 - g_loss: 0.8200 - d_accuracy: 0.5266Epoch 194: D Accuracy = 0.5188 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3704 - g_loss: 0.8202 - d_accuracy: 0.5263 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3673 - g_loss: 0.8204 - d_accuracy: 0.5249Epoch 195: D Accuracy = 0.5188 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3673 - g_loss: 0.8207 - d_accuracy: 0.5246
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3668 - g_loss: 0.8216 - d_accuracy: 0.5252Epoch 196: D Accuracy = 0.5312 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3668 - g_loss: 0.8221 - d_accuracy: 0.5254 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3684 - g_loss: 0.8209 - d_accuracy: 0.5219Epoch 197: D Accuracy = 0.5437 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3683 - g_loss: 0.8212 - d_accuracy: 0.5227 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3727 - g_loss: 0.8172 - d_accuracy: 0.5211Epoch 198: D Accuracy = 0.5500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3720 - g_loss: 0.8180 - d_accuracy: 0.5221 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3659 - g_loss: 0.8251 - d_accuracy: 0.5258Epoch 199: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3670 - g_loss: 0.8249 - d_accuracy: 0.5248 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3651 - g_loss: 0.8251 - d_accuracy: 0.5315 Class 10 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.4750 27/27 [==============================] - 1s 49ms/step - d_loss: 1.3667 - g_loss: 0.8238 - d_accuracy: 0.5295 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3673 - g_loss: 0.8222 - d_accuracy: 0.5238Epoch 201: D Accuracy = 0.4875 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3675 - g_loss: 0.8218 - d_accuracy: 0.5225 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3728 - g_loss: 0.8193 - d_accuracy: 0.5248Epoch 202: D Accuracy = 0.5125 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3741 - g_loss: 0.8195 - d_accuracy: 0.5243 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3718 - g_loss: 0.8202 - d_accuracy: 0.5256Epoch 203: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3718 - g_loss: 0.8204 - d_accuracy: 0.5247 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3702 - g_loss: 0.8190 - d_accuracy: 0.5222Epoch 204: D Accuracy = 0.5437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3700 - g_loss: 0.8191 - d_accuracy: 0.5229 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3670 - g_loss: 0.8226 - d_accuracy: 0.5313Epoch 205: D Accuracy = 0.5125 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3678 - g_loss: 0.8227 - d_accuracy: 0.5306 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3624 - g_loss: 0.8260 - d_accuracy: 0.5362Epoch 206: D Accuracy = 0.4938 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3625 - g_loss: 0.8264 - d_accuracy: 0.5347 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3624 - g_loss: 0.8239 - d_accuracy: 0.5430Epoch 207: D Accuracy = 0.5125 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3625 - g_loss: 0.8247 - d_accuracy: 0.5419 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3657 - g_loss: 0.8209 - d_accuracy: 0.5322Epoch 208: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3657 - g_loss: 0.8193 - d_accuracy: 0.5329 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3653 - g_loss: 0.8207 - d_accuracy: 0.5331Epoch 209: D Accuracy = 0.5375 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3653 - g_loss: 0.8215 - d_accuracy: 0.5332 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3691 - g_loss: 0.8209 - d_accuracy: 0.5235Epoch 210: D Accuracy = 0.5063 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3694 - g_loss: 0.8201 - d_accuracy: 0.5229 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3650 - g_loss: 0.8212 - d_accuracy: 0.5259Epoch 211: D Accuracy = 0.4813 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3663 - g_loss: 0.8216 - d_accuracy: 0.5243 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3689 - g_loss: 0.8198 - d_accuracy: 0.5270Epoch 212: D Accuracy = 0.5375 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3688 - g_loss: 0.8192 - d_accuracy: 0.5274 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3686 - g_loss: 0.8203 - d_accuracy: 0.5277Epoch 213: D Accuracy = 0.4875 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3694 - g_loss: 0.8210 - d_accuracy: 0.5263 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3659 - g_loss: 0.8234 - d_accuracy: 0.5345Epoch 214: D Accuracy = 0.5062 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3658 - g_loss: 0.8232 - d_accuracy: 0.5335 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3673 - g_loss: 0.8189 - d_accuracy: 0.5311Epoch 215: D Accuracy = 0.5750 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3668 - g_loss: 0.8183 - d_accuracy: 0.5327 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3729 - g_loss: 0.8172 - d_accuracy: 0.5205Epoch 216: D Accuracy = 0.4625 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3734 - g_loss: 0.8170 - d_accuracy: 0.5184 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3632 - g_loss: 0.8213 - d_accuracy: 0.5326Epoch 217: D Accuracy = 0.4937 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3635 - g_loss: 0.8209 - d_accuracy: 0.5312 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3701 - g_loss: 0.8205 - d_accuracy: 0.5218Epoch 218: D Accuracy = 0.5375 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3696 - g_loss: 0.8215 - d_accuracy: 0.5223 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3664 - g_loss: 0.8192 - d_accuracy: 0.5275Epoch 219: D Accuracy = 0.4625 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3674 - g_loss: 0.8171 - d_accuracy: 0.5252 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3634 - g_loss: 0.8270 - d_accuracy: 0.5275Epoch 220: D Accuracy = 0.5125 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3639 - g_loss: 0.8281 - d_accuracy: 0.5270 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3638 - g_loss: 0.8241 - d_accuracy: 0.5280Epoch 221: D Accuracy = 0.5063 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3645 - g_loss: 0.8240 - d_accuracy: 0.5272 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3685 - g_loss: 0.8211 - d_accuracy: 0.5267Epoch 222: D Accuracy = 0.5250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3687 - g_loss: 0.8198 - d_accuracy: 0.5266 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3641 - g_loss: 0.8263 - d_accuracy: 0.5345Epoch 223: D Accuracy = 0.5250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3632 - g_loss: 0.8268 - d_accuracy: 0.5342 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3655 - g_loss: 0.8250 - d_accuracy: 0.5275Epoch 224: D Accuracy = 0.5250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3654 - g_loss: 0.8255 - d_accuracy: 0.5275 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3675 - g_loss: 0.8197 - d_accuracy: 0.5272Epoch 225: D Accuracy = 0.5000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3676 - g_loss: 0.8198 - d_accuracy: 0.5262 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3662 - g_loss: 0.8214 - d_accuracy: 0.5241Epoch 226: D Accuracy = 0.5375 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3663 - g_loss: 0.8208 - d_accuracy: 0.5246 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3631 - g_loss: 0.8270 - d_accuracy: 0.5293Epoch 227: D Accuracy = 0.5437 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3632 - g_loss: 0.8265 - d_accuracy: 0.5298 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3621 - g_loss: 0.8262 - d_accuracy: 0.5378Epoch 228: D Accuracy = 0.5312 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3626 - g_loss: 0.8248 - d_accuracy: 0.5375 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3632 - g_loss: 0.8257 - d_accuracy: 0.5260Epoch 229: D Accuracy = 0.5562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3633 - g_loss: 0.8274 - d_accuracy: 0.5270 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3686 - g_loss: 0.8207 - d_accuracy: 0.5272Epoch 230: D Accuracy = 0.5500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3683 - g_loss: 0.8200 - d_accuracy: 0.5280 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3662 - g_loss: 0.8190 - d_accuracy: 0.5315Epoch 231: D Accuracy = 0.5562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3658 - g_loss: 0.8185 - d_accuracy: 0.5323 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3702 - g_loss: 0.8176 - d_accuracy: 0.5241Epoch 232: D Accuracy = 0.5375 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3701 - g_loss: 0.8179 - d_accuracy: 0.5246 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3638 - g_loss: 0.8239 - d_accuracy: 0.5292Epoch 233: D Accuracy = 0.5062 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3642 - g_loss: 0.8236 - d_accuracy: 0.5283 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3684 - g_loss: 0.8213 - d_accuracy: 0.5251Epoch 234: D Accuracy = 0.4875 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3686 - g_loss: 0.8212 - d_accuracy: 0.5238 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3657 - g_loss: 0.8194 - d_accuracy: 0.5263Epoch 235: D Accuracy = 0.5625 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3652 - g_loss: 0.8193 - d_accuracy: 0.5276 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3667 - g_loss: 0.8213 - d_accuracy: 0.5225Epoch 236: D Accuracy = 0.5188 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3669 - g_loss: 0.8217 - d_accuracy: 0.5224 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3663 - g_loss: 0.8189 - d_accuracy: 0.5230Epoch 237: D Accuracy = 0.5437 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3659 - g_loss: 0.8192 - d_accuracy: 0.5238 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3598 - g_loss: 0.8274 - d_accuracy: 0.5367Epoch 238: D Accuracy = 0.5312 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3598 - g_loss: 0.8285 - d_accuracy: 0.5366 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3642 - g_loss: 0.8244 - d_accuracy: 0.5343Epoch 239: D Accuracy = 0.5437 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3636 - g_loss: 0.8259 - d_accuracy: 0.5347 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3659 - g_loss: 0.8186 - d_accuracy: 0.5274Epoch 240: D Accuracy = 0.5250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3657 - g_loss: 0.8175 - d_accuracy: 0.5273 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3687 - g_loss: 0.8222 - d_accuracy: 0.5227Epoch 241: D Accuracy = 0.5500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3684 - g_loss: 0.8216 - d_accuracy: 0.5237 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3608 - g_loss: 0.8254 - d_accuracy: 0.5356Epoch 242: D Accuracy = 0.5625 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3610 - g_loss: 0.8242 - d_accuracy: 0.5366 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3665 - g_loss: 0.8180 - d_accuracy: 0.5278Epoch 243: D Accuracy = 0.5625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3655 - g_loss: 0.8177 - d_accuracy: 0.5290 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3634 - g_loss: 0.8285 - d_accuracy: 0.5294Epoch 244: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3625 - g_loss: 0.8277 - d_accuracy: 0.5328 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3614 - g_loss: 0.8255 - d_accuracy: 0.5312Epoch 245: D Accuracy = 0.5188 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3616 - g_loss: 0.8246 - d_accuracy: 0.5308 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3638 - g_loss: 0.8235 - d_accuracy: 0.5300Epoch 246: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3623 - g_loss: 0.8242 - d_accuracy: 0.5325 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3629 - g_loss: 0.8254 - d_accuracy: 0.5327Epoch 247: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3642 - g_loss: 0.8246 - d_accuracy: 0.5315 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3595 - g_loss: 0.8243 - d_accuracy: 0.5368Epoch 248: D Accuracy = 0.5125 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3588 - g_loss: 0.8255 - d_accuracy: 0.5359 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3662 - g_loss: 0.8201 - d_accuracy: 0.5230Epoch 249: D Accuracy = 0.5750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3653 - g_loss: 0.8211 - d_accuracy: 0.5249 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3594 - g_loss: 0.8231 - d_accuracy: 0.5362Epoch 250: D Accuracy = 0.5250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3595 - g_loss: 0.8223 - d_accuracy: 0.5358 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3663 - g_loss: 0.8228 - d_accuracy: 0.5303Epoch 251: D Accuracy = 0.5562 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3665 - g_loss: 0.8226 - d_accuracy: 0.5312 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3606 - g_loss: 0.8286 - d_accuracy: 0.5304Epoch 252: D Accuracy = 0.5562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3601 - g_loss: 0.8293 - d_accuracy: 0.5314 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3647 - g_loss: 0.8215 - d_accuracy: 0.5263Epoch 253: D Accuracy = 0.5312 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3642 - g_loss: 0.8210 - d_accuracy: 0.5265 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3624 - g_loss: 0.8230 - d_accuracy: 0.5323Epoch 254: D Accuracy = 0.5250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3623 - g_loss: 0.8213 - d_accuracy: 0.5321 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3658 - g_loss: 0.8224 - d_accuracy: 0.5281Epoch 255: D Accuracy = 0.5250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3658 - g_loss: 0.8228 - d_accuracy: 0.5280 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3604 - g_loss: 0.8244 - d_accuracy: 0.5288Epoch 256: D Accuracy = 0.5437 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3597 - g_loss: 0.8249 - d_accuracy: 0.5294 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3636 - g_loss: 0.8247 - d_accuracy: 0.5332Epoch 257: D Accuracy = 0.5750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3632 - g_loss: 0.8249 - d_accuracy: 0.5347 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3615 - g_loss: 0.8242 - d_accuracy: 0.5299Epoch 258: D Accuracy = 0.5188 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3618 - g_loss: 0.8243 - d_accuracy: 0.5295 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3642 - g_loss: 0.8227 - d_accuracy: 0.5313Epoch 259: D Accuracy = 0.4750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3646 - g_loss: 0.8226 - d_accuracy: 0.5293 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3594 - g_loss: 0.8258 - d_accuracy: 0.5354Epoch 260: D Accuracy = 0.5938 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3584 - g_loss: 0.8261 - d_accuracy: 0.5375 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3625 - g_loss: 0.8257 - d_accuracy: 0.5259Epoch 261: D Accuracy = 0.5188 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3626 - g_loss: 0.8259 - d_accuracy: 0.5256 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3604 - g_loss: 0.8243 - d_accuracy: 0.5334Epoch 262: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3605 - g_loss: 0.8235 - d_accuracy: 0.5340 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3636 - g_loss: 0.8235 - d_accuracy: 0.5337Epoch 263: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3643 - g_loss: 0.8235 - d_accuracy: 0.5343
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3624 - g_loss: 0.8261 - d_accuracy: 0.5279Epoch 264: D Accuracy = 0.5813 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3613 - g_loss: 0.8265 - d_accuracy: 0.5298 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3596 - g_loss: 0.8261 - d_accuracy: 0.5244Epoch 265: D Accuracy = 0.5500 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3591 - g_loss: 0.8265 - d_accuracy: 0.5253 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3641 - g_loss: 0.8250 - d_accuracy: 0.5298Epoch 266: D Accuracy = 0.4500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3653 - g_loss: 0.8246 - d_accuracy: 0.5270 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3622 - g_loss: 0.8232 - d_accuracy: 0.5350Epoch 267: D Accuracy = 0.5188 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3623 - g_loss: 0.8230 - d_accuracy: 0.5344 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3603 - g_loss: 0.8251 - d_accuracy: 0.5414Epoch 268: D Accuracy = 0.5437 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3605 - g_loss: 0.8260 - d_accuracy: 0.5415 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3570 - g_loss: 0.8292 - d_accuracy: 0.5386Epoch 269: D Accuracy = 0.5938 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3560 - g_loss: 0.8304 - d_accuracy: 0.5406 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3661 - g_loss: 0.8220 - d_accuracy: 0.5303Epoch 270: D Accuracy = 0.5250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3659 - g_loss: 0.8223 - d_accuracy: 0.5301 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3634 - g_loss: 0.8229 - d_accuracy: 0.5320Epoch 271: D Accuracy = 0.4938 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3637 - g_loss: 0.8216 - d_accuracy: 0.5307 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3595 - g_loss: 0.8281 - d_accuracy: 0.5329Epoch 272: D Accuracy = 0.5437 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3593 - g_loss: 0.8290 - d_accuracy: 0.5333 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3597 - g_loss: 0.8247 - d_accuracy: 0.5387Epoch 273: D Accuracy = 0.5188 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3607 - g_loss: 0.8247 - d_accuracy: 0.5380 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3577 - g_loss: 0.8274 - d_accuracy: 0.5361Epoch 274: D Accuracy = 0.5437 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3578 - g_loss: 0.8276 - d_accuracy: 0.5363 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3619 - g_loss: 0.8279 - d_accuracy: 0.5348Epoch 275: D Accuracy = 0.5562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3618 - g_loss: 0.8270 - d_accuracy: 0.5355 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3574 - g_loss: 0.8309 - d_accuracy: 0.5386Epoch 276: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3572 - g_loss: 0.8306 - d_accuracy: 0.5390 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3623 - g_loss: 0.8277 - d_accuracy: 0.5291Epoch 277: D Accuracy = 0.5188 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3619 - g_loss: 0.8277 - d_accuracy: 0.5287 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3569 - g_loss: 0.8282 - d_accuracy: 0.5336Epoch 278: D Accuracy = 0.5875 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3564 - g_loss: 0.8275 - d_accuracy: 0.5355 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3594 - g_loss: 0.8297 - d_accuracy: 0.5343Epoch 279: D Accuracy = 0.5125 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3605 - g_loss: 0.8297 - d_accuracy: 0.5335 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3565 - g_loss: 0.8305 - d_accuracy: 0.5407Epoch 280: D Accuracy = 0.5437 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3568 - g_loss: 0.8303 - d_accuracy: 0.5408 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3563 - g_loss: 0.8328 - d_accuracy: 0.5410Epoch 281: D Accuracy = 0.5125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3566 - g_loss: 0.8322 - d_accuracy: 0.5400 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3559 - g_loss: 0.8323 - d_accuracy: 0.5411Epoch 282: D Accuracy = 0.5188 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3564 - g_loss: 0.8310 - d_accuracy: 0.5403 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3591 - g_loss: 0.8288 - d_accuracy: 0.5396Epoch 283: D Accuracy = 0.4437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3612 - g_loss: 0.8264 - d_accuracy: 0.5362 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3530 - g_loss: 0.8328 - d_accuracy: 0.5530Epoch 284: D Accuracy = 0.6062 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3532 - g_loss: 0.8325 - d_accuracy: 0.5549 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3600 - g_loss: 0.8276 - d_accuracy: 0.5387Epoch 285: D Accuracy = 0.4938 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3607 - g_loss: 0.8270 - d_accuracy: 0.5371 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3600 - g_loss: 0.8300 - d_accuracy: 0.5339Epoch 286: D Accuracy = 0.6000 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3589 - g_loss: 0.8309 - d_accuracy: 0.5363 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3586 - g_loss: 0.8283 - d_accuracy: 0.5402Epoch 287: D Accuracy = 0.5375 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3584 - g_loss: 0.8280 - d_accuracy: 0.5401 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3594 - g_loss: 0.8279 - d_accuracy: 0.5375Epoch 288: D Accuracy = 0.4937 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3609 - g_loss: 0.8268 - d_accuracy: 0.5360 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3568 - g_loss: 0.8272 - d_accuracy: 0.5392Epoch 289: D Accuracy = 0.5312 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3576 - g_loss: 0.8258 - d_accuracy: 0.5389 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3623 - g_loss: 0.8250 - d_accuracy: 0.5353Epoch 290: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3618 - g_loss: 0.8248 - d_accuracy: 0.5367 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3547 - g_loss: 0.8315 - d_accuracy: 0.5435Epoch 291: D Accuracy = 0.6187 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3543 - g_loss: 0.8297 - d_accuracy: 0.5461 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3538 - g_loss: 0.8291 - d_accuracy: 0.5400Epoch 292: D Accuracy = 0.4937 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3542 - g_loss: 0.8292 - d_accuracy: 0.5383 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3583 - g_loss: 0.8334 - d_accuracy: 0.5375Epoch 293: D Accuracy = 0.5250 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3590 - g_loss: 0.8337 - d_accuracy: 0.5371 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3558 - g_loss: 0.8252 - d_accuracy: 0.5331Epoch 294: D Accuracy = 0.5375 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3551 - g_loss: 0.8252 - d_accuracy: 0.5332 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3558 - g_loss: 0.8316 - d_accuracy: 0.5437Epoch 295: D Accuracy = 0.5125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3566 - g_loss: 0.8303 - d_accuracy: 0.5426
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3561 - g_loss: 0.8344 - d_accuracy: 0.5426Epoch 296: D Accuracy = 0.5125 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3567 - g_loss: 0.8341 - d_accuracy: 0.5415 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3518 - g_loss: 0.8347 - d_accuracy: 0.5466Epoch 297: D Accuracy = 0.5437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3514 - g_loss: 0.8352 - d_accuracy: 0.5465 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3531 - g_loss: 0.8327 - d_accuracy: 0.5446Epoch 298: D Accuracy = 0.5562 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3528 - g_loss: 0.8324 - d_accuracy: 0.5450 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3540 - g_loss: 0.8293 - d_accuracy: 0.5407Epoch 299: D Accuracy = 0.5125 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3551 - g_loss: 0.8288 - d_accuracy: 0.5397 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3617 - g_loss: 0.8276 - d_accuracy: 0.5377 Class 10 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.5250 27/27 [==============================] - 1s 45ms/step - d_loss: 1.3614 - g_loss: 0.8282 - d_accuracy: 0.5372 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3547 - g_loss: 0.8331 - d_accuracy: 0.5424Epoch 301: D Accuracy = 0.5813 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3548 - g_loss: 0.8333 - d_accuracy: 0.5438 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3550 - g_loss: 0.8319 - d_accuracy: 0.5414Epoch 302: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3544 - g_loss: 0.8319 - d_accuracy: 0.5426 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3567 - g_loss: 0.8273 - d_accuracy: 0.5430Epoch 303: D Accuracy = 0.5750 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3563 - g_loss: 0.8260 - d_accuracy: 0.5441 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3545 - g_loss: 0.8342 - d_accuracy: 0.5402Epoch 304: D Accuracy = 0.5813 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3533 - g_loss: 0.8359 - d_accuracy: 0.5417 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3534 - g_loss: 0.8358 - d_accuracy: 0.5431Epoch 305: D Accuracy = 0.5813 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3530 - g_loss: 0.8363 - d_accuracy: 0.5444 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3575 - g_loss: 0.8313 - d_accuracy: 0.5353Epoch 306: D Accuracy = 0.5938 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3563 - g_loss: 0.8323 - d_accuracy: 0.5374 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3554 - g_loss: 0.8339 - d_accuracy: 0.5403Epoch 307: D Accuracy = 0.5188 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3560 - g_loss: 0.8353 - d_accuracy: 0.5396 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3527 - g_loss: 0.8325 - d_accuracy: 0.5434Epoch 308: D Accuracy = 0.5000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3535 - g_loss: 0.8316 - d_accuracy: 0.5419 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8351 - d_accuracy: 0.5497Epoch 309: D Accuracy = 0.5188 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3500 - g_loss: 0.8339 - d_accuracy: 0.5486 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3513 - g_loss: 0.8354 - d_accuracy: 0.5408Epoch 310: D Accuracy = 0.5437 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3508 - g_loss: 0.8356 - d_accuracy: 0.5409 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3507 - g_loss: 0.8351 - d_accuracy: 0.5446Epoch 311: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3506 - g_loss: 0.8359 - d_accuracy: 0.5455 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3583 - g_loss: 0.8297 - d_accuracy: 0.5391Epoch 312: D Accuracy = 0.4688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3590 - g_loss: 0.8293 - d_accuracy: 0.5366 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3524 - g_loss: 0.8305 - d_accuracy: 0.5446Epoch 313: D Accuracy = 0.5562 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3519 - g_loss: 0.8309 - d_accuracy: 0.5450 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3539 - g_loss: 0.8308 - d_accuracy: 0.5427Epoch 314: D Accuracy = 0.5875 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3530 - g_loss: 0.8309 - d_accuracy: 0.5443 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3531 - g_loss: 0.8323 - d_accuracy: 0.5430Epoch 315: D Accuracy = 0.5312 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3534 - g_loss: 0.8320 - d_accuracy: 0.5426 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3529 - g_loss: 0.8337 - d_accuracy: 0.5381Epoch 316: D Accuracy = 0.4625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3544 - g_loss: 0.8326 - d_accuracy: 0.5354 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3529 - g_loss: 0.8343 - d_accuracy: 0.5420Epoch 317: D Accuracy = 0.4938 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3529 - g_loss: 0.8336 - d_accuracy: 0.5403 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3570 - g_loss: 0.8331 - d_accuracy: 0.5416Epoch 318: D Accuracy = 0.5188 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3585 - g_loss: 0.8314 - d_accuracy: 0.5408 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3535 - g_loss: 0.8351 - d_accuracy: 0.5487Epoch 319: D Accuracy = 0.6000 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3534 - g_loss: 0.8330 - d_accuracy: 0.5505 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3547 - g_loss: 0.8301 - d_accuracy: 0.5380Epoch 320: D Accuracy = 0.5500 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3541 - g_loss: 0.8310 - d_accuracy: 0.5384 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3519 - g_loss: 0.8335 - d_accuracy: 0.5445Epoch 321: D Accuracy = 0.5500 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3518 - g_loss: 0.8343 - d_accuracy: 0.5447 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3514 - g_loss: 0.8360 - d_accuracy: 0.5486Epoch 322: D Accuracy = 0.6062 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3508 - g_loss: 0.8363 - d_accuracy: 0.5507 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3556 - g_loss: 0.8340 - d_accuracy: 0.5409Epoch 323: D Accuracy = 0.5250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3557 - g_loss: 0.8344 - d_accuracy: 0.5403 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3496 - g_loss: 0.8361 - d_accuracy: 0.5418Epoch 324: D Accuracy = 0.5625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3486 - g_loss: 0.8368 - d_accuracy: 0.5426 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3522 - g_loss: 0.8327 - d_accuracy: 0.5475Epoch 325: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3512 - g_loss: 0.8331 - d_accuracy: 0.5485 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3544 - g_loss: 0.8350 - d_accuracy: 0.5421Epoch 326: D Accuracy = 0.5125 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3548 - g_loss: 0.8340 - d_accuracy: 0.5411 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3541 - g_loss: 0.8349 - d_accuracy: 0.5409Epoch 327: D Accuracy = 0.4938 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3549 - g_loss: 0.8347 - d_accuracy: 0.5392 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3499 - g_loss: 0.8367 - d_accuracy: 0.5515Epoch 328: D Accuracy = 0.5312 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3503 - g_loss: 0.8375 - d_accuracy: 0.5508 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3527 - g_loss: 0.8371 - d_accuracy: 0.5399Epoch 329: D Accuracy = 0.5375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3528 - g_loss: 0.8367 - d_accuracy: 0.5398 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3468 - g_loss: 0.8380 - d_accuracy: 0.5594Epoch 330: D Accuracy = 0.5688 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3464 - g_loss: 0.8380 - d_accuracy: 0.5597 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3519 - g_loss: 0.8350 - d_accuracy: 0.5457Epoch 331: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3519 - g_loss: 0.8354 - d_accuracy: 0.5468 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3462 - g_loss: 0.8394 - d_accuracy: 0.5416Epoch 332: D Accuracy = 0.5125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3465 - g_loss: 0.8394 - d_accuracy: 0.5405 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3505 - g_loss: 0.8396 - d_accuracy: 0.5397Epoch 333: D Accuracy = 0.5437 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3497 - g_loss: 0.8403 - d_accuracy: 0.5398 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3498 - g_loss: 0.8382 - d_accuracy: 0.5503Epoch 334: D Accuracy = 0.5625 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3503 - g_loss: 0.8380 - d_accuracy: 0.5508 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3493 - g_loss: 0.8380 - d_accuracy: 0.5452Epoch 335: D Accuracy = 0.5750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3476 - g_loss: 0.8392 - d_accuracy: 0.5462 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3521 - g_loss: 0.8338 - d_accuracy: 0.5435Epoch 336: D Accuracy = 0.5375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3530 - g_loss: 0.8326 - d_accuracy: 0.5433 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3471 - g_loss: 0.8383 - d_accuracy: 0.5571Epoch 337: D Accuracy = 0.5312 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3479 - g_loss: 0.8365 - d_accuracy: 0.5562 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3495 - g_loss: 0.8375 - d_accuracy: 0.5461Epoch 338: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3488 - g_loss: 0.8393 - d_accuracy: 0.5463 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3488 - g_loss: 0.8398 - d_accuracy: 0.5506Epoch 339: D Accuracy = 0.6125 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3475 - g_loss: 0.8401 - d_accuracy: 0.5528 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3504 - g_loss: 0.8392 - d_accuracy: 0.5516Epoch 340: D Accuracy = 0.5312 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3503 - g_loss: 0.8388 - d_accuracy: 0.5509 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3557 - g_loss: 0.8286 - d_accuracy: 0.5358Epoch 341: D Accuracy = 0.5125 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3545 - g_loss: 0.8285 - d_accuracy: 0.5349 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3516 - g_loss: 0.8350 - d_accuracy: 0.5471Epoch 342: D Accuracy = 0.5250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3518 - g_loss: 0.8339 - d_accuracy: 0.5463 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3520 - g_loss: 0.8364 - d_accuracy: 0.5487Epoch 343: D Accuracy = 0.4625 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3531 - g_loss: 0.8366 - d_accuracy: 0.5456 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3458 - g_loss: 0.8421 - d_accuracy: 0.5569Epoch 344: D Accuracy = 0.5875 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3451 - g_loss: 0.8436 - d_accuracy: 0.5580 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3520 - g_loss: 0.8367 - d_accuracy: 0.5439Epoch 345: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3518 - g_loss: 0.8362 - d_accuracy: 0.5448 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8396 - d_accuracy: 0.5504Epoch 346: D Accuracy = 0.5875 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3454 - g_loss: 0.8395 - d_accuracy: 0.5517 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3487 - g_loss: 0.8398 - d_accuracy: 0.5483Epoch 347: D Accuracy = 0.5500 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3489 - g_loss: 0.8392 - d_accuracy: 0.5484 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3523 - g_loss: 0.8346 - d_accuracy: 0.5435Epoch 348: D Accuracy = 0.5188 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3536 - g_loss: 0.8347 - d_accuracy: 0.5426 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3438 - g_loss: 0.8401 - d_accuracy: 0.5509Epoch 349: D Accuracy = 0.5938 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3433 - g_loss: 0.8408 - d_accuracy: 0.5525 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8419 - d_accuracy: 0.5528Epoch 350: D Accuracy = 0.6125 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3451 - g_loss: 0.8408 - d_accuracy: 0.5549 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3511 - g_loss: 0.8411 - d_accuracy: 0.5432Epoch 351: D Accuracy = 0.5188 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3522 - g_loss: 0.8400 - d_accuracy: 0.5424 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3490 - g_loss: 0.8351 - d_accuracy: 0.5457Epoch 352: D Accuracy = 0.5938 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3478 - g_loss: 0.8354 - d_accuracy: 0.5474 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3446 - g_loss: 0.8387 - d_accuracy: 0.5585Epoch 353: D Accuracy = 0.5562 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3446 - g_loss: 0.8386 - d_accuracy: 0.5584 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3469 - g_loss: 0.8401 - d_accuracy: 0.5498Epoch 354: D Accuracy = 0.5938 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3465 - g_loss: 0.8414 - d_accuracy: 0.5513 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3452 - g_loss: 0.8403 - d_accuracy: 0.5444Epoch 355: D Accuracy = 0.5063 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3458 - g_loss: 0.8392 - d_accuracy: 0.5430 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3410 - g_loss: 0.8429 - d_accuracy: 0.5559Epoch 356: D Accuracy = 0.5875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3402 - g_loss: 0.8430 - d_accuracy: 0.5570 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3436 - g_loss: 0.8420 - d_accuracy: 0.5530Epoch 357: D Accuracy = 0.5688 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3436 - g_loss: 0.8418 - d_accuracy: 0.5536 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3469 - g_loss: 0.8438 - d_accuracy: 0.5505Epoch 358: D Accuracy = 0.5312 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3465 - g_loss: 0.8445 - d_accuracy: 0.5498 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3464 - g_loss: 0.8396 - d_accuracy: 0.5431Epoch 359: D Accuracy = 0.5312 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3459 - g_loss: 0.8400 - d_accuracy: 0.5427 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3495 - g_loss: 0.8390 - d_accuracy: 0.5455Epoch 360: D Accuracy = 0.5437 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3498 - g_loss: 0.8393 - d_accuracy: 0.5454 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8406 - d_accuracy: 0.5462Epoch 361: D Accuracy = 0.5438 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3455 - g_loss: 0.8404 - d_accuracy: 0.5461 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3481 - g_loss: 0.8389 - d_accuracy: 0.5492Epoch 362: D Accuracy = 0.5625 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3477 - g_loss: 0.8391 - d_accuracy: 0.5497 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3400 - g_loss: 0.8451 - d_accuracy: 0.5599Epoch 363: D Accuracy = 0.5437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3406 - g_loss: 0.8439 - d_accuracy: 0.5593
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3489 - g_loss: 0.8421 - d_accuracy: 0.5475Epoch 364: D Accuracy = 0.5437 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3484 - g_loss: 0.8425 - d_accuracy: 0.5473 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3425 - g_loss: 0.8450 - d_accuracy: 0.5533Epoch 365: D Accuracy = 0.4812 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3445 - g_loss: 0.8440 - d_accuracy: 0.5507 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8387 - d_accuracy: 0.5445Epoch 366: D Accuracy = 0.5562 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3475 - g_loss: 0.8382 - d_accuracy: 0.5449 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3450 - g_loss: 0.8414 - d_accuracy: 0.5517Epoch 367: D Accuracy = 0.5125 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3457 - g_loss: 0.8415 - d_accuracy: 0.5503 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3449 - g_loss: 0.8475 - d_accuracy: 0.5544Epoch 368: D Accuracy = 0.6062 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3443 - g_loss: 0.8479 - d_accuracy: 0.5563 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3445 - g_loss: 0.8442 - d_accuracy: 0.5538Epoch 369: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3459 - g_loss: 0.8430 - d_accuracy: 0.5537 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3434 - g_loss: 0.8428 - d_accuracy: 0.5571Epoch 370: D Accuracy = 0.5375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3446 - g_loss: 0.8409 - d_accuracy: 0.5564 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3475 - g_loss: 0.8414 - d_accuracy: 0.5513Epoch 371: D Accuracy = 0.5875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3473 - g_loss: 0.8401 - d_accuracy: 0.5526 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3456 - g_loss: 0.8405 - d_accuracy: 0.5527Epoch 372: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3455 - g_loss: 0.8409 - d_accuracy: 0.5535 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3499 - g_loss: 0.8377 - d_accuracy: 0.5511Epoch 373: D Accuracy = 0.5250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3498 - g_loss: 0.8383 - d_accuracy: 0.5502 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3421 - g_loss: 0.8426 - d_accuracy: 0.5538Epoch 374: D Accuracy = 0.5437 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3411 - g_loss: 0.8437 - d_accuracy: 0.5535 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3413 - g_loss: 0.8455 - d_accuracy: 0.5604Epoch 375: D Accuracy = 0.5125 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3425 - g_loss: 0.8461 - d_accuracy: 0.5586 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3457 - g_loss: 0.8393 - d_accuracy: 0.5533Epoch 376: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3446 - g_loss: 0.8399 - d_accuracy: 0.5550 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3415 - g_loss: 0.8447 - d_accuracy: 0.5535Epoch 377: D Accuracy = 0.5188 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3416 - g_loss: 0.8453 - d_accuracy: 0.5523 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3436 - g_loss: 0.8416 - d_accuracy: 0.5534Epoch 378: D Accuracy = 0.5625 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3440 - g_loss: 0.8412 - d_accuracy: 0.5537 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3430 - g_loss: 0.8428 - d_accuracy: 0.5532Epoch 379: D Accuracy = 0.5250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3439 - g_loss: 0.8427 - d_accuracy: 0.5521 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3442 - g_loss: 0.8419 - d_accuracy: 0.5503Epoch 380: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3441 - g_loss: 0.8407 - d_accuracy: 0.5509 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3418 - g_loss: 0.8442 - d_accuracy: 0.5598Epoch 381: D Accuracy = 0.5938 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3422 - g_loss: 0.8444 - d_accuracy: 0.5610 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8462 - d_accuracy: 0.5544Epoch 382: D Accuracy = 0.5938 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3383 - g_loss: 0.8473 - d_accuracy: 0.5558 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3422 - g_loss: 0.8413 - d_accuracy: 0.5505Epoch 383: D Accuracy = 0.5813 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3422 - g_loss: 0.8402 - d_accuracy: 0.5516 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3448 - g_loss: 0.8440 - d_accuracy: 0.5482Epoch 384: D Accuracy = 0.4938 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3458 - g_loss: 0.8450 - d_accuracy: 0.5463 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8438 - d_accuracy: 0.5503Epoch 385: D Accuracy = 0.5312 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3426 - g_loss: 0.8446 - d_accuracy: 0.5497 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8447 - d_accuracy: 0.5552Epoch 386: D Accuracy = 0.5375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3410 - g_loss: 0.8441 - d_accuracy: 0.5546 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8465 - d_accuracy: 0.5572Epoch 387: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3386 - g_loss: 0.8469 - d_accuracy: 0.5578 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3453 - g_loss: 0.8452 - d_accuracy: 0.5552Epoch 388: D Accuracy = 0.5562 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3456 - g_loss: 0.8463 - d_accuracy: 0.5552 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8472 - d_accuracy: 0.5605Epoch 389: D Accuracy = 0.5875 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3373 - g_loss: 0.8477 - d_accuracy: 0.5615 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3326 - g_loss: 0.8478 - d_accuracy: 0.5611Epoch 390: D Accuracy = 0.5625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3338 - g_loss: 0.8478 - d_accuracy: 0.5611 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8517 - d_accuracy: 0.5635Epoch 391: D Accuracy = 0.5750 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3365 - g_loss: 0.8516 - d_accuracy: 0.5640 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8533 - d_accuracy: 0.5533Epoch 392: D Accuracy = 0.5437 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3373 - g_loss: 0.8524 - d_accuracy: 0.5529 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3394 - g_loss: 0.8462 - d_accuracy: 0.5641Epoch 393: D Accuracy = 0.5875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3391 - g_loss: 0.8462 - d_accuracy: 0.5650 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3345 - g_loss: 0.8498 - d_accuracy: 0.5661Epoch 394: D Accuracy = 0.6000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3345 - g_loss: 0.8487 - d_accuracy: 0.5673 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8520 - d_accuracy: 0.5598Epoch 395: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3359 - g_loss: 0.8510 - d_accuracy: 0.5603
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3397 - g_loss: 0.8519 - d_accuracy: 0.5609Epoch 396: D Accuracy = 0.5625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3399 - g_loss: 0.8534 - d_accuracy: 0.5610 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8517 - d_accuracy: 0.5637Epoch 397: D Accuracy = 0.4750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3385 - g_loss: 0.8514 - d_accuracy: 0.5606 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3393 - g_loss: 0.8506 - d_accuracy: 0.5562Epoch 398: D Accuracy = 0.5437 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3395 - g_loss: 0.8508 - d_accuracy: 0.5557 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8473 - d_accuracy: 0.5571Epoch 399: D Accuracy = 0.5188 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3390 - g_loss: 0.8481 - d_accuracy: 0.5557 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3425 - g_loss: 0.8443 - d_accuracy: 0.5513 Class 10 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.5500 27/27 [==============================] - 1s 41ms/step - d_loss: 1.3425 - g_loss: 0.8444 - d_accuracy: 0.5513 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8514 - d_accuracy: 0.5588Epoch 401: D Accuracy = 0.5688 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3375 - g_loss: 0.8520 - d_accuracy: 0.5592 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.8518 - d_accuracy: 0.5621Epoch 402: D Accuracy = 0.4625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3379 - g_loss: 0.8512 - d_accuracy: 0.5586 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8464 - d_accuracy: 0.5728Epoch 403: D Accuracy = 0.5875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3362 - g_loss: 0.8454 - d_accuracy: 0.5734 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8526 - d_accuracy: 0.5637Epoch 404: D Accuracy = 0.5750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3328 - g_loss: 0.8525 - d_accuracy: 0.5641 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3382 - g_loss: 0.8492 - d_accuracy: 0.5557Epoch 405: D Accuracy = 0.5813 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3383 - g_loss: 0.8486 - d_accuracy: 0.5566 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8564 - d_accuracy: 0.5697Epoch 406: D Accuracy = 0.5813 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3314 - g_loss: 0.8566 - d_accuracy: 0.5701 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3321 - g_loss: 0.8554 - d_accuracy: 0.5644Epoch 407: D Accuracy = 0.5500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3318 - g_loss: 0.8555 - d_accuracy: 0.5638 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.8578 - d_accuracy: 0.5630Epoch 408: D Accuracy = 0.5875 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3340 - g_loss: 0.8584 - d_accuracy: 0.5639 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8522 - d_accuracy: 0.5605Epoch 409: D Accuracy = 0.5562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3380 - g_loss: 0.8516 - d_accuracy: 0.5604 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8529 - d_accuracy: 0.5733Epoch 410: D Accuracy = 0.5813 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3275 - g_loss: 0.8536 - d_accuracy: 0.5736 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3400 - g_loss: 0.8505 - d_accuracy: 0.5593Epoch 411: D Accuracy = 0.5312 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3403 - g_loss: 0.8500 - d_accuracy: 0.5583 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8554 - d_accuracy: 0.5608Epoch 412: D Accuracy = 0.5125 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3357 - g_loss: 0.8560 - d_accuracy: 0.5591 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3299 - g_loss: 0.8577 - d_accuracy: 0.5744Epoch 413: D Accuracy = 0.5875 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3294 - g_loss: 0.8594 - d_accuracy: 0.5749 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8555 - d_accuracy: 0.5650Epoch 414: D Accuracy = 0.5875 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3343 - g_loss: 0.8574 - d_accuracy: 0.5658 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3380 - g_loss: 0.8518 - d_accuracy: 0.5567Epoch 415: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3378 - g_loss: 0.8515 - d_accuracy: 0.5574 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3414 - g_loss: 0.8486 - d_accuracy: 0.5497Epoch 416: D Accuracy = 0.5375 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3413 - g_loss: 0.8483 - d_accuracy: 0.5493 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3304 - g_loss: 0.8528 - d_accuracy: 0.5684Epoch 417: D Accuracy = 0.5813 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3300 - g_loss: 0.8523 - d_accuracy: 0.5689 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.8500 - d_accuracy: 0.5560Epoch 418: D Accuracy = 0.5625 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3357 - g_loss: 0.8505 - d_accuracy: 0.5562 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3304 - g_loss: 0.8561 - d_accuracy: 0.5652Epoch 419: D Accuracy = 0.5375 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3309 - g_loss: 0.8564 - d_accuracy: 0.5642 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8569 - d_accuracy: 0.5628Epoch 420: D Accuracy = 0.5437 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3320 - g_loss: 0.8562 - d_accuracy: 0.5621 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3333 - g_loss: 0.8544 - d_accuracy: 0.5641Epoch 421: D Accuracy = 0.5125 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3339 - g_loss: 0.8549 - d_accuracy: 0.5623 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3349 - g_loss: 0.8549 - d_accuracy: 0.5638Epoch 422: D Accuracy = 0.5813 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3349 - g_loss: 0.8539 - d_accuracy: 0.5644 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.8538 - d_accuracy: 0.5591Epoch 423: D Accuracy = 0.5125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3355 - g_loss: 0.8523 - d_accuracy: 0.5574 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.8560 - d_accuracy: 0.5696Epoch 424: D Accuracy = 0.5562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3293 - g_loss: 0.8560 - d_accuracy: 0.5692 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.8536 - d_accuracy: 0.5628Epoch 425: D Accuracy = 0.5500 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3361 - g_loss: 0.8528 - d_accuracy: 0.5623 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3310 - g_loss: 0.8592 - d_accuracy: 0.5580Epoch 426: D Accuracy = 0.6250 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3298 - g_loss: 0.8603 - d_accuracy: 0.5604 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.8572 - d_accuracy: 0.5644Epoch 427: D Accuracy = 0.5625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3352 - g_loss: 0.8581 - d_accuracy: 0.5643 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.8548 - d_accuracy: 0.5611Epoch 428: D Accuracy = 0.5437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3339 - g_loss: 0.8555 - d_accuracy: 0.5605 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8534 - d_accuracy: 0.5643Epoch 429: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3326 - g_loss: 0.8530 - d_accuracy: 0.5656 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.8557 - d_accuracy: 0.5742Epoch 430: D Accuracy = 0.6062 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3297 - g_loss: 0.8549 - d_accuracy: 0.5754 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8580 - d_accuracy: 0.5663Epoch 431: D Accuracy = 0.5375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3337 - g_loss: 0.8579 - d_accuracy: 0.5653 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3322 - g_loss: 0.8587 - d_accuracy: 0.5666Epoch 432: D Accuracy = 0.5688 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3323 - g_loss: 0.8582 - d_accuracy: 0.5667 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3277 - g_loss: 0.8574 - d_accuracy: 0.5724Epoch 433: D Accuracy = 0.5375 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3284 - g_loss: 0.8565 - d_accuracy: 0.5712 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3307 - g_loss: 0.8559 - d_accuracy: 0.5692Epoch 434: D Accuracy = 0.6625 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3291 - g_loss: 0.8575 - d_accuracy: 0.5726 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8575 - d_accuracy: 0.5656Epoch 435: D Accuracy = 0.6187 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3295 - g_loss: 0.8576 - d_accuracy: 0.5675 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3242 - g_loss: 0.8630 - d_accuracy: 0.5790Epoch 436: D Accuracy = 0.5500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3247 - g_loss: 0.8622 - d_accuracy: 0.5779 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3302 - g_loss: 0.8586 - d_accuracy: 0.5714Epoch 437: D Accuracy = 0.6125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3294 - g_loss: 0.8577 - d_accuracy: 0.5729 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3258 - g_loss: 0.8618 - d_accuracy: 0.5705Epoch 438: D Accuracy = 0.5562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3259 - g_loss: 0.8626 - d_accuracy: 0.5700 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8551 - d_accuracy: 0.5610Epoch 439: D Accuracy = 0.6750 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3332 - g_loss: 0.8554 - d_accuracy: 0.5651 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3262 - g_loss: 0.8599 - d_accuracy: 0.5718Epoch 440: D Accuracy = 0.6000 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3253 - g_loss: 0.8614 - d_accuracy: 0.5729 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8599 - d_accuracy: 0.5700Epoch 441: D Accuracy = 0.5500 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3281 - g_loss: 0.8596 - d_accuracy: 0.5693 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3251 - g_loss: 0.8631 - d_accuracy: 0.5803Epoch 442: D Accuracy = 0.5938 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3246 - g_loss: 0.8631 - d_accuracy: 0.5808 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3262 - g_loss: 0.8591 - d_accuracy: 0.5724Epoch 443: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3253 - g_loss: 0.8596 - d_accuracy: 0.5734 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8630 - d_accuracy: 0.5708Epoch 444: D Accuracy = 0.5063 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3263 - g_loss: 0.8629 - d_accuracy: 0.5685 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3281 - g_loss: 0.8592 - d_accuracy: 0.5723Epoch 445: D Accuracy = 0.5562 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3285 - g_loss: 0.8589 - d_accuracy: 0.5717 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8619 - d_accuracy: 0.5661Epoch 446: D Accuracy = 0.5188 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3296 - g_loss: 0.8609 - d_accuracy: 0.5644 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3219 - g_loss: 0.8647 - d_accuracy: 0.5807Epoch 447: D Accuracy = 0.6250 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3203 - g_loss: 0.8666 - d_accuracy: 0.5823 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3255 - g_loss: 0.8620 - d_accuracy: 0.5749Epoch 448: D Accuracy = 0.6313 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3251 - g_loss: 0.8624 - d_accuracy: 0.5769 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3268 - g_loss: 0.8659 - d_accuracy: 0.5760Epoch 449: D Accuracy = 0.5688 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3267 - g_loss: 0.8659 - d_accuracy: 0.5758 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3221 - g_loss: 0.8667 - d_accuracy: 0.5820Epoch 450: D Accuracy = 0.5688 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3224 - g_loss: 0.8672 - d_accuracy: 0.5815 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.8661 - d_accuracy: 0.5766Epoch 451: D Accuracy = 0.6125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3210 - g_loss: 0.8663 - d_accuracy: 0.5779 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3255 - g_loss: 0.8646 - d_accuracy: 0.5807Epoch 452: D Accuracy = 0.5688 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3255 - g_loss: 0.8647 - d_accuracy: 0.5802 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8676 - d_accuracy: 0.5777Epoch 453: D Accuracy = 0.5750 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3228 - g_loss: 0.8675 - d_accuracy: 0.5776 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8644 - d_accuracy: 0.5689Epoch 454: D Accuracy = 0.5938 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3307 - g_loss: 0.8643 - d_accuracy: 0.5698 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3245 - g_loss: 0.8633 - d_accuracy: 0.5720Epoch 455: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3233 - g_loss: 0.8641 - d_accuracy: 0.5739 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8676 - d_accuracy: 0.5741Epoch 456: D Accuracy = 0.5125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3297 - g_loss: 0.8669 - d_accuracy: 0.5719 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3249 - g_loss: 0.8630 - d_accuracy: 0.5805Epoch 457: D Accuracy = 0.5562 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3253 - g_loss: 0.8631 - d_accuracy: 0.5796 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.8650 - d_accuracy: 0.5752Epoch 458: D Accuracy = 0.5625 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3234 - g_loss: 0.8650 - d_accuracy: 0.5748 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3182 - g_loss: 0.8701 - d_accuracy: 0.5799Epoch 459: D Accuracy = 0.6313 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3179 - g_loss: 0.8708 - d_accuracy: 0.5818 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8647 - d_accuracy: 0.5773Epoch 460: D Accuracy = 0.5688 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3250 - g_loss: 0.8643 - d_accuracy: 0.5770 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8740 - d_accuracy: 0.5839Epoch 461: D Accuracy = 0.5688 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3183 - g_loss: 0.8744 - d_accuracy: 0.5833 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8691 - d_accuracy: 0.5762Epoch 462: D Accuracy = 0.5938 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3230 - g_loss: 0.8683 - d_accuracy: 0.5769 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.8730 - d_accuracy: 0.5856Epoch 463: D Accuracy = 0.5813 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3169 - g_loss: 0.8731 - d_accuracy: 0.5855
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3208 - g_loss: 0.8678 - d_accuracy: 0.5799Epoch 464: D Accuracy = 0.6562 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3200 - g_loss: 0.8690 - d_accuracy: 0.5826 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.8744 - d_accuracy: 0.5789Epoch 465: D Accuracy = 0.5875 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3153 - g_loss: 0.8745 - d_accuracy: 0.5792 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3212 - g_loss: 0.8729 - d_accuracy: 0.5796Epoch 466: D Accuracy = 0.5437 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3219 - g_loss: 0.8741 - d_accuracy: 0.5783 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.8690 - d_accuracy: 0.5861Epoch 467: D Accuracy = 0.5000 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3200 - g_loss: 0.8666 - d_accuracy: 0.5830 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3246 - g_loss: 0.8692 - d_accuracy: 0.5796Epoch 468: D Accuracy = 0.5938 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3249 - g_loss: 0.8695 - d_accuracy: 0.5801 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3231 - g_loss: 0.8671 - d_accuracy: 0.5721Epoch 469: D Accuracy = 0.5125 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3244 - g_loss: 0.8668 - d_accuracy: 0.5699 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3233 - g_loss: 0.8667 - d_accuracy: 0.5724Epoch 470: D Accuracy = 0.5437 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3247 - g_loss: 0.8664 - d_accuracy: 0.5713 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8687 - d_accuracy: 0.5714Epoch 471: D Accuracy = 0.5437 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3231 - g_loss: 0.8688 - d_accuracy: 0.5704 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.8649 - d_accuracy: 0.5809Epoch 472: D Accuracy = 0.6187 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3183 - g_loss: 0.8639 - d_accuracy: 0.5823 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3192 - g_loss: 0.8696 - d_accuracy: 0.5854Epoch 473: D Accuracy = 0.6000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3184 - g_loss: 0.8698 - d_accuracy: 0.5860 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.8720 - d_accuracy: 0.5839Epoch 474: D Accuracy = 0.5938 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3176 - g_loss: 0.8732 - d_accuracy: 0.5843 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.8695 - d_accuracy: 0.5846Epoch 475: D Accuracy = 0.5500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3174 - g_loss: 0.8680 - d_accuracy: 0.5834 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3149 - g_loss: 0.8763 - d_accuracy: 0.5779Epoch 476: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3156 - g_loss: 0.8765 - d_accuracy: 0.5776 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.8732 - d_accuracy: 0.5888Epoch 477: D Accuracy = 0.5688 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3130 - g_loss: 0.8729 - d_accuracy: 0.5881 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.8736 - d_accuracy: 0.5833Epoch 478: D Accuracy = 0.6313 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3158 - g_loss: 0.8736 - d_accuracy: 0.5850 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.8717 - d_accuracy: 0.5734Epoch 479: D Accuracy = 0.5375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3236 - g_loss: 0.8690 - d_accuracy: 0.5722 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.8733 - d_accuracy: 0.5843Epoch 480: D Accuracy = 0.6562 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3153 - g_loss: 0.8752 - d_accuracy: 0.5869 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8703 - d_accuracy: 0.5874Epoch 481: D Accuracy = 0.5437 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3191 - g_loss: 0.8699 - d_accuracy: 0.5859 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.8730 - d_accuracy: 0.5804Epoch 482: D Accuracy = 0.6500 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3109 - g_loss: 0.8725 - d_accuracy: 0.5828 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3131 - g_loss: 0.8797 - d_accuracy: 0.5785Epoch 483: D Accuracy = 0.6187 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 0.8774 - d_accuracy: 0.5799 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.8785 - d_accuracy: 0.5894Epoch 484: D Accuracy = 0.5625 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3137 - g_loss: 0.8783 - d_accuracy: 0.5884 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.8715 - d_accuracy: 0.5832Epoch 485: D Accuracy = 0.6438 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3186 - g_loss: 0.8717 - d_accuracy: 0.5853 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.8789 - d_accuracy: 0.5823Epoch 486: D Accuracy = 0.5813 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3156 - g_loss: 0.8781 - d_accuracy: 0.5823 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8738 - d_accuracy: 0.5789Epoch 487: D Accuracy = 0.5750 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3176 - g_loss: 0.8761 - d_accuracy: 0.5787 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.8742 - d_accuracy: 0.5814Epoch 488: D Accuracy = 0.5562 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3172 - g_loss: 0.8720 - d_accuracy: 0.5805 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.8794 - d_accuracy: 0.5848Epoch 489: D Accuracy = 0.5938 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3075 - g_loss: 0.8806 - d_accuracy: 0.5851 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3146 - g_loss: 0.8769 - d_accuracy: 0.5865Epoch 490: D Accuracy = 0.5375 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3150 - g_loss: 0.8767 - d_accuracy: 0.5847 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3130 - g_loss: 0.8778 - d_accuracy: 0.5850Epoch 491: D Accuracy = 0.6500 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3111 - g_loss: 0.8784 - d_accuracy: 0.5873 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3082 - g_loss: 0.8817 - d_accuracy: 0.5925Epoch 492: D Accuracy = 0.5688 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3073 - g_loss: 0.8835 - d_accuracy: 0.5917 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3123 - g_loss: 0.8797 - d_accuracy: 0.5922Epoch 493: D Accuracy = 0.6375 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3109 - g_loss: 0.8797 - d_accuracy: 0.5938 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3169 - g_loss: 0.8757 - d_accuracy: 0.5824Epoch 494: D Accuracy = 0.5688 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3166 - g_loss: 0.8744 - d_accuracy: 0.5819 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.8830 - d_accuracy: 0.5924Epoch 495: D Accuracy = 0.6313 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3090 - g_loss: 0.8826 - d_accuracy: 0.5938
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.8761 - d_accuracy: 0.5850Epoch 496: D Accuracy = 0.6125 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3096 - g_loss: 0.8763 - d_accuracy: 0.5860 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.8786 - d_accuracy: 0.5800Epoch 497: D Accuracy = 0.5750 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3153 - g_loss: 0.8760 - d_accuracy: 0.5799 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.8805 - d_accuracy: 0.5846Epoch 498: D Accuracy = 0.6000 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3132 - g_loss: 0.8815 - d_accuracy: 0.5851 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3078 - g_loss: 0.8841 - d_accuracy: 0.5921Epoch 499: D Accuracy = 0.4938 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3105 - g_loss: 0.8834 - d_accuracy: 0.5886 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.8815 - d_accuracy: 0.5891 Class 10 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.5812 27/27 [==============================] - 1s 42ms/step - d_loss: 1.3097 - g_loss: 0.8797 - d_accuracy: 0.5888 Training DCGAN for class 11... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.3309 - g_loss: 0.9066 - d_accuracy: 0.6070WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0169s vs `on_train_batch_end` time: 0.0186s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 0.9437 - g_loss: 1.3541 - d_accuracy: 0.8265 Epoch 1: Generator loss improved from inf to 1.8622. Saving weights. Epoch 1: D Accuracy = 0.9510 27/27 [==============================] - 2s 36ms/step - d_loss: 0.9338 - g_loss: 1.3722 - d_accuracy: 0.8309 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6119 - g_loss: 2.2412 - d_accuracy: 0.9474Epoch 2: D Accuracy = 0.9363 27/27 [==============================] - 1s 34ms/step - d_loss: 0.6140 - g_loss: 2.2301 - d_accuracy: 0.9470 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5298 - g_loss: 2.7679 - d_accuracy: 0.9635Epoch 3: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.5264 - g_loss: 2.7783 - d_accuracy: 0.9648 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4647 - g_loss: 3.3757 - d_accuracy: 0.9792Epoch 4: D Accuracy = 0.9706 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4668 - g_loss: 3.3542 - d_accuracy: 0.9789 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4544 - g_loss: 3.5123 - d_accuracy: 0.9805Epoch 5: D Accuracy = 0.9804 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4535 - g_loss: 3.5359 - d_accuracy: 0.9805 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4120 - g_loss: 4.1876 - d_accuracy: 0.9877Epoch 6: D Accuracy = 0.9804 27/27 [==============================] - 1s 36ms/step - d_loss: 0.4116 - g_loss: 4.2170 - d_accuracy: 0.9874 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3832 - g_loss: 4.9548 - d_accuracy: 0.9946Epoch 7: D Accuracy = 1.0000 27/27 [==============================] - 1s 38ms/step - d_loss: 0.3831 - g_loss: 4.9546 - d_accuracy: 0.9948 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5626 - g_loss: 3.3798 - d_accuracy: 0.9481Epoch 8: D Accuracy = 0.8922 27/27 [==============================] - 1s 38ms/step - d_loss: 0.5711 - g_loss: 3.3262 - d_accuracy: 0.9461 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6456 - g_loss: 2.6847 - d_accuracy: 0.9250Epoch 9: D Accuracy = 0.9510 27/27 [==============================] - 1s 36ms/step - d_loss: 0.6409 - g_loss: 2.7005 - d_accuracy: 0.9259 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4714 - g_loss: 3.4482 - d_accuracy: 0.9761Epoch 10: D Accuracy = 0.9902 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4697 - g_loss: 3.4691 - d_accuracy: 0.9766 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4249 - g_loss: 4.1814 - d_accuracy: 0.9864Epoch 11: D Accuracy = 0.9951 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4243 - g_loss: 4.1802 - d_accuracy: 0.9867 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4123 - g_loss: 4.4694 - d_accuracy: 0.9897Epoch 12: D Accuracy = 0.9902 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4120 - g_loss: 4.4714 - d_accuracy: 0.9897 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3961 - g_loss: 4.9144 - d_accuracy: 0.9901Epoch 13: D Accuracy = 0.9902 27/27 [==============================] - 1s 37ms/step - d_loss: 0.3961 - g_loss: 4.9114 - d_accuracy: 0.9901 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3912 - g_loss: 4.7928 - d_accuracy: 0.9940Epoch 14: D Accuracy = 0.9902 27/27 [==============================] - 1s 37ms/step - d_loss: 0.3913 - g_loss: 4.7873 - d_accuracy: 0.9939 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3897 - g_loss: 4.9666 - d_accuracy: 0.9937Epoch 15: D Accuracy = 0.9902 27/27 [==============================] - 1s 37ms/step - d_loss: 0.3898 - g_loss: 4.9639 - d_accuracy: 0.9936 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3843 - g_loss: 5.1948 - d_accuracy: 0.9940Epoch 16: D Accuracy = 0.9902 27/27 [==============================] - 1s 37ms/step - d_loss: 0.3857 - g_loss: 5.1979 - d_accuracy: 0.9939 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3796 - g_loss: 5.1832 - d_accuracy: 0.9952Epoch 17: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3795 - g_loss: 5.1827 - d_accuracy: 0.9954 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3747 - g_loss: 5.2824 - d_accuracy: 0.9963Epoch 18: D Accuracy = 0.9951 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3749 - g_loss: 5.2770 - d_accuracy: 0.9963 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3696 - g_loss: 5.3947 - d_accuracy: 0.9971Epoch 19: D Accuracy = 0.9951 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3695 - g_loss: 5.4024 - d_accuracy: 0.9970 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4304 - g_loss: 4.5043 - d_accuracy: 0.9811Epoch 20: D Accuracy = 0.9853 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4306 - g_loss: 4.4923 - d_accuracy: 0.9812 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3867 - g_loss: 4.9268 - d_accuracy: 0.9923Epoch 21: D Accuracy = 1.0000 27/27 [==============================] - 1s 37ms/step - d_loss: 0.3862 - g_loss: 4.9452 - d_accuracy: 0.9926 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3740 - g_loss: 5.4034 - d_accuracy: 0.9959Epoch 22: D Accuracy = 1.0000 27/27 [==============================] - 1s 39ms/step - d_loss: 0.3739 - g_loss: 5.4016 - d_accuracy: 0.9961 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3658 - g_loss: 5.7372 - d_accuracy: 0.9968Epoch 23: D Accuracy = 1.0000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.3656 - g_loss: 5.7415 - d_accuracy: 0.9969 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3595 - g_loss: 5.9613 - d_accuracy: 0.9981Epoch 24: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3595 - g_loss: 5.9646 - d_accuracy: 0.9982 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3575 - g_loss: 5.9807 - d_accuracy: 0.9984Epoch 25: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3574 - g_loss: 5.9759 - d_accuracy: 0.9985 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3588 - g_loss: 5.5260 - d_accuracy: 0.9981Epoch 26: D Accuracy = 0.9951 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3593 - g_loss: 5.5344 - d_accuracy: 0.9980 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3590 - g_loss: 5.4905 - d_accuracy: 0.9983Epoch 27: D Accuracy = 1.0000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.3588 - g_loss: 5.4993 - d_accuracy: 0.9983 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3556 - g_loss: 5.9525 - d_accuracy: 0.9987Epoch 28: D Accuracy = 0.9951 27/27 [==============================] - 1s 37ms/step - d_loss: 0.3554 - g_loss: 5.9583 - d_accuracy: 0.9985 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3548 - g_loss: 5.9441 - d_accuracy: 0.9978Epoch 29: D Accuracy = 1.0000 27/27 [==============================] - 1s 37ms/step - d_loss: 0.3549 - g_loss: 5.9366 - d_accuracy: 0.9979 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3516 - g_loss: 6.1423 - d_accuracy: 0.9984Epoch 30: D Accuracy = 1.0000 27/27 [==============================] - 1s 37ms/step - d_loss: 0.3514 - g_loss: 6.1517 - d_accuracy: 0.9985 Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3517 - g_loss: 6.1907 - d_accuracy: 0.9988Epoch 31: D Accuracy = 1.0000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.3517 - g_loss: 6.1955 - d_accuracy: 0.9989 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3491 - g_loss: 6.2034 - d_accuracy: 0.9993Epoch 32: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3490 - g_loss: 6.2071 - d_accuracy: 0.9993 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3485 - g_loss: 6.2559 - d_accuracy: 0.9992Epoch 33: D Accuracy = 0.9951 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3485 - g_loss: 6.2616 - d_accuracy: 0.9991 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3485 - g_loss: 6.2997 - d_accuracy: 0.9987Epoch 34: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3483 - g_loss: 6.2995 - d_accuracy: 0.9987 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3463 - g_loss: 6.3390 - d_accuracy: 0.9994Epoch 35: D Accuracy = 1.0000 27/27 [==============================] - 1s 38ms/step - d_loss: 0.3462 - g_loss: 6.3387 - d_accuracy: 0.9994 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3461 - g_loss: 6.3913 - d_accuracy: 0.9996Epoch 36: D Accuracy = 1.0000 27/27 [==============================] - 1s 38ms/step - d_loss: 0.3460 - g_loss: 6.4013 - d_accuracy: 0.9996 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3444 - g_loss: 6.4989 - d_accuracy: 0.9996Epoch 37: D Accuracy = 1.0000 27/27 [==============================] - 1s 37ms/step - d_loss: 0.3444 - g_loss: 6.5078 - d_accuracy: 0.9996 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3441 - g_loss: 6.4903 - d_accuracy: 0.9994Epoch 38: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3441 - g_loss: 6.4850 - d_accuracy: 0.9994 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3431 - g_loss: 6.4259 - d_accuracy: 1.0000Epoch 39: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3430 - g_loss: 6.4253 - d_accuracy: 1.0000 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3430 - g_loss: 6.6024 - d_accuracy: 0.9993Epoch 40: D Accuracy = 1.0000 27/27 [==============================] - 1s 35ms/step - d_loss: 0.3430 - g_loss: 6.6075 - d_accuracy: 0.9993 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 0.3437 - g_loss: 6.1726 - d_accuracy: 0.9997Epoch 41: D Accuracy = 1.0000 27/27 [==============================] - 1s 36ms/step - d_loss: 0.3436 - g_loss: 6.1715 - d_accuracy: 0.9997 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5867 - g_loss: 4.6226 - d_accuracy: 0.9116Epoch 42: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 0.6046 - g_loss: 4.5307 - d_accuracy: 0.9028 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1705 - g_loss: 1.1478 - d_accuracy: 0.7124 Epoch 43: Generator loss improved from 1.8622 to 0.8963. Saving weights. Epoch 43: D Accuracy = 0.6814 27/27 [==============================] - 1s 39ms/step - d_loss: 1.1724 - g_loss: 1.1389 - d_accuracy: 0.7113 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1835 - g_loss: 1.1661 - d_accuracy: 0.6975Epoch 44: D Accuracy = 0.6176 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1862 - g_loss: 1.1684 - d_accuracy: 0.6946 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 1.1192 - d_accuracy: 0.6710Epoch 45: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2273 - g_loss: 1.1188 - d_accuracy: 0.6703 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2317 - g_loss: 1.0788 - d_accuracy: 0.6655Epoch 46: D Accuracy = 0.6078 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2332 - g_loss: 1.0791 - d_accuracy: 0.6634 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 1.0589 - d_accuracy: 0.6600Epoch 47: D Accuracy = 0.6569 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2560 - g_loss: 1.0596 - d_accuracy: 0.6599 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2509 - g_loss: 1.0457 - d_accuracy: 0.6596Epoch 48: D Accuracy = 0.7108 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2485 - g_loss: 1.0458 - d_accuracy: 0.6614 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 1.0561 - d_accuracy: 0.6570Epoch 49: D Accuracy = 0.5980 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2455 - g_loss: 1.0684 - d_accuracy: 0.6549 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2373 - g_loss: 1.0324 - d_accuracy: 0.6588Epoch 50: D Accuracy = 0.6912 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2381 - g_loss: 1.0278 - d_accuracy: 0.6600 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2033 - g_loss: 1.0785 - d_accuracy: 0.6851Epoch 51: D Accuracy = 0.6814 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2027 - g_loss: 1.0827 - d_accuracy: 0.6850 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1921 - g_loss: 1.0818 - d_accuracy: 0.6910Epoch 52: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1931 - g_loss: 1.0801 - d_accuracy: 0.6910 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.1025 - d_accuracy: 0.7019Epoch 53: D Accuracy = 0.7353 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1821 - g_loss: 1.1000 - d_accuracy: 0.7031 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1669 - g_loss: 1.1220 - d_accuracy: 0.7078Epoch 54: D Accuracy = 0.7157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1679 - g_loss: 1.1178 - d_accuracy: 0.7081 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1621 - g_loss: 1.1275 - d_accuracy: 0.7049Epoch 55: D Accuracy = 0.6961 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1635 - g_loss: 1.1246 - d_accuracy: 0.7046 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1465 - g_loss: 1.1510 - d_accuracy: 0.7134Epoch 56: D Accuracy = 0.6520 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1495 - g_loss: 1.1464 - d_accuracy: 0.7112 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1547 - g_loss: 1.1541 - d_accuracy: 0.7019Epoch 57: D Accuracy = 0.6127 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1576 - g_loss: 1.1556 - d_accuracy: 0.6988 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1384 - g_loss: 1.1685 - d_accuracy: 0.7216Epoch 58: D Accuracy = 0.6912 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1383 - g_loss: 1.1757 - d_accuracy: 0.7205 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1494 - g_loss: 1.1706 - d_accuracy: 0.7099Epoch 59: D Accuracy = 0.6569 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1500 - g_loss: 1.1747 - d_accuracy: 0.7081 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1537 - g_loss: 1.1539 - d_accuracy: 0.7073Epoch 60: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1557 - g_loss: 1.1477 - d_accuracy: 0.7058 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1585 - g_loss: 1.1694 - d_accuracy: 0.7049Epoch 61: D Accuracy = 0.6814 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1597 - g_loss: 1.1685 - d_accuracy: 0.7041 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1801 - g_loss: 1.1415 - d_accuracy: 0.6921Epoch 62: D Accuracy = 0.6716 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1798 - g_loss: 1.1460 - d_accuracy: 0.6914
Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1873 - g_loss: 1.1190 - d_accuracy: 0.6935Epoch 63: D Accuracy = 0.6814 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1887 - g_loss: 1.1142 - d_accuracy: 0.6931 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1960 - g_loss: 1.1084 - d_accuracy: 0.6850Epoch 64: D Accuracy = 0.6814 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1956 - g_loss: 1.1074 - d_accuracy: 0.6848 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1990 - g_loss: 1.1106 - d_accuracy: 0.6778Epoch 65: D Accuracy = 0.6569 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2015 - g_loss: 1.1081 - d_accuracy: 0.6771 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2209 - g_loss: 1.0883 - d_accuracy: 0.6688Epoch 66: D Accuracy = 0.7304 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2177 - g_loss: 1.0909 - d_accuracy: 0.6710 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 1.0705 - d_accuracy: 0.6663 Epoch 67: Generator loss improved from 0.8963 to 0.8592. Saving weights. Epoch 67: D Accuracy = 0.6863 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2318 - g_loss: 1.0630 - d_accuracy: 0.6670 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2278 - g_loss: 1.0693 - d_accuracy: 0.6574Epoch 68: D Accuracy = 0.6961 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2270 - g_loss: 1.0675 - d_accuracy: 0.6588 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2505 - g_loss: 1.0451 - d_accuracy: 0.6499Epoch 69: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2526 - g_loss: 1.0433 - d_accuracy: 0.6476 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 1.0413 - d_accuracy: 0.6529Epoch 70: D Accuracy = 0.6520 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2451 - g_loss: 1.0387 - d_accuracy: 0.6529 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2541 - g_loss: 1.0400 - d_accuracy: 0.6495Epoch 71: D Accuracy = 0.7010 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2534 - g_loss: 1.0364 - d_accuracy: 0.6514 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2680 - g_loss: 1.0248 - d_accuracy: 0.6377Epoch 72: D Accuracy = 0.7010 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2665 - g_loss: 1.0255 - d_accuracy: 0.6399 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2610 - g_loss: 1.0129 - d_accuracy: 0.6387Epoch 73: D Accuracy = 0.6127 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2630 - g_loss: 1.0094 - d_accuracy: 0.6378 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2750 - g_loss: 1.0121 - d_accuracy: 0.6331Epoch 74: D Accuracy = 0.5735 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2773 - g_loss: 1.0146 - d_accuracy: 0.6309 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2803 - g_loss: 0.9981 - d_accuracy: 0.6343Epoch 75: D Accuracy = 0.6618 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2800 - g_loss: 0.9964 - d_accuracy: 0.6353 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2650 - g_loss: 1.0032 - d_accuracy: 0.6395Epoch 76: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2657 - g_loss: 1.0000 - d_accuracy: 0.6392 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2695 - g_loss: 1.0030 - d_accuracy: 0.6415Epoch 77: D Accuracy = 0.6520 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2690 - g_loss: 1.0052 - d_accuracy: 0.6419 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9972 - d_accuracy: 0.6383Epoch 78: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2661 - g_loss: 0.9956 - d_accuracy: 0.6407 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 0.9926 - d_accuracy: 0.6334Epoch 79: D Accuracy = 0.6716 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2684 - g_loss: 0.9930 - d_accuracy: 0.6347 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9996 - d_accuracy: 0.6358Epoch 80: D Accuracy = 0.6029 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2678 - g_loss: 0.9974 - d_accuracy: 0.6346 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2798 - g_loss: 1.0010 - d_accuracy: 0.6338Epoch 81: D Accuracy = 0.6520 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2788 - g_loss: 1.0058 - d_accuracy: 0.6345 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2739 - g_loss: 0.9937 - d_accuracy: 0.6315Epoch 82: D Accuracy = 0.6275 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2735 - g_loss: 0.9957 - d_accuracy: 0.6313 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2821 - g_loss: 0.9879 - d_accuracy: 0.6345Epoch 83: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2833 - g_loss: 0.9880 - d_accuracy: 0.6345 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9806 - d_accuracy: 0.6314Epoch 84: D Accuracy = 0.6225 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2832 - g_loss: 0.9834 - d_accuracy: 0.6311 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2707 - g_loss: 0.9823 - d_accuracy: 0.6393Epoch 85: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2705 - g_loss: 0.9816 - d_accuracy: 0.6395 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2739 - g_loss: 0.9956 - d_accuracy: 0.6325Epoch 86: D Accuracy = 0.6471 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2756 - g_loss: 0.9934 - d_accuracy: 0.6330 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9744 - d_accuracy: 0.6251Epoch 87: D Accuracy = 0.6225 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2884 - g_loss: 0.9740 - d_accuracy: 0.6250 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2777 - g_loss: 0.9831 - d_accuracy: 0.6303Epoch 88: D Accuracy = 0.6324 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2771 - g_loss: 0.9847 - d_accuracy: 0.6304 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2771 - g_loss: 0.9810 - d_accuracy: 0.6304Epoch 89: D Accuracy = 0.5882 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2776 - g_loss: 0.9830 - d_accuracy: 0.6289 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9740 - d_accuracy: 0.6212Epoch 90: D Accuracy = 0.5784 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2879 - g_loss: 0.9769 - d_accuracy: 0.6197 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9758 - d_accuracy: 0.6300Epoch 91: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2808 - g_loss: 0.9782 - d_accuracy: 0.6313 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9658 - d_accuracy: 0.6288Epoch 92: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2878 - g_loss: 0.9663 - d_accuracy: 0.6272 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9581 - d_accuracy: 0.6187 Epoch 93: Generator loss improved from 0.8592 to 0.8386. Saving weights. Epoch 93: D Accuracy = 0.6225 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2914 - g_loss: 0.9538 - d_accuracy: 0.6188 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9736 - d_accuracy: 0.6306Epoch 94: D Accuracy = 0.6078 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2815 - g_loss: 0.9752 - d_accuracy: 0.6298
Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2951 - g_loss: 0.9612 - d_accuracy: 0.6156Epoch 95: D Accuracy = 0.6127 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2958 - g_loss: 0.9633 - d_accuracy: 0.6155 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2878 - g_loss: 0.9619 - d_accuracy: 0.6240Epoch 96: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2871 - g_loss: 0.9643 - d_accuracy: 0.6250 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2923 - g_loss: 0.9617 - d_accuracy: 0.6139Epoch 97: D Accuracy = 0.6078 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2930 - g_loss: 0.9616 - d_accuracy: 0.6137 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2842 - g_loss: 0.9594 - d_accuracy: 0.6224Epoch 98: D Accuracy = 0.6373 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2828 - g_loss: 0.9615 - d_accuracy: 0.6229 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2924 - g_loss: 0.9613 - d_accuracy: 0.6143Epoch 99: D Accuracy = 0.5931 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2920 - g_loss: 0.9665 - d_accuracy: 0.6135 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2957 - g_loss: 0.9499 - d_accuracy: 0.6152 Class 11 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.6373 27/27 [==============================] - 1s 44ms/step - d_loss: 1.2949 - g_loss: 0.9472 - d_accuracy: 0.6160 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 0.9571 - d_accuracy: 0.6212Epoch 101: D Accuracy = 0.6078 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2869 - g_loss: 0.9550 - d_accuracy: 0.6207 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2974 - g_loss: 0.9513 - d_accuracy: 0.6179Epoch 102: D Accuracy = 0.6275 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2965 - g_loss: 0.9536 - d_accuracy: 0.6182 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9591 - d_accuracy: 0.6187Epoch 103: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2854 - g_loss: 0.9630 - d_accuracy: 0.6174 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9507 - d_accuracy: 0.6208Epoch 104: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2952 - g_loss: 0.9499 - d_accuracy: 0.6212 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9447 - d_accuracy: 0.6028Epoch 105: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3058 - g_loss: 0.9446 - d_accuracy: 0.6028 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3049 - g_loss: 0.9447 - d_accuracy: 0.6077 Epoch 106: Generator loss improved from 0.8386 to 0.8085. Saving weights. Epoch 106: D Accuracy = 0.6275 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3056 - g_loss: 0.9398 - d_accuracy: 0.6084 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9462 - d_accuracy: 0.6152Epoch 107: D Accuracy = 0.5882 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3006 - g_loss: 0.9479 - d_accuracy: 0.6143 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9396 - d_accuracy: 0.6094Epoch 108: D Accuracy = 0.5392 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3132 - g_loss: 0.9393 - d_accuracy: 0.6069 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.9366 - d_accuracy: 0.6138Epoch 109: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3052 - g_loss: 0.9372 - d_accuracy: 0.6127 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.9377 - d_accuracy: 0.6031Epoch 110: D Accuracy = 0.6225 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3132 - g_loss: 0.9357 - d_accuracy: 0.6038 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9403 - d_accuracy: 0.6036Epoch 111: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2985 - g_loss: 0.9420 - d_accuracy: 0.6046 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3093 - g_loss: 0.9305 - d_accuracy: 0.6087Epoch 112: D Accuracy = 0.6373 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3095 - g_loss: 0.9304 - d_accuracy: 0.6097 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3117 - g_loss: 0.9314 - d_accuracy: 0.5986Epoch 113: D Accuracy = 0.5735 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3115 - g_loss: 0.9338 - d_accuracy: 0.5977 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3094 - g_loss: 0.9281 - d_accuracy: 0.6079Epoch 114: D Accuracy = 0.5784 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3095 - g_loss: 0.9269 - d_accuracy: 0.6069 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3140 - g_loss: 0.9267 - d_accuracy: 0.6018Epoch 115: D Accuracy = 0.5882 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3144 - g_loss: 0.9241 - d_accuracy: 0.6013 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9308 - d_accuracy: 0.6045Epoch 116: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3105 - g_loss: 0.9306 - d_accuracy: 0.6037 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9245 - d_accuracy: 0.6027Epoch 117: D Accuracy = 0.6569 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3094 - g_loss: 0.9238 - d_accuracy: 0.6047 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3185 - g_loss: 0.9282 - d_accuracy: 0.5989Epoch 118: D Accuracy = 0.5490 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3193 - g_loss: 0.9264 - d_accuracy: 0.5971 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3011 - g_loss: 0.9318 - d_accuracy: 0.6108Epoch 119: D Accuracy = 0.6078 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3007 - g_loss: 0.9281 - d_accuracy: 0.6107 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.9263 - d_accuracy: 0.5983Epoch 120: D Accuracy = 0.6225 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3184 - g_loss: 0.9276 - d_accuracy: 0.5992 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3188 - g_loss: 0.9247 - d_accuracy: 0.5931Epoch 121: D Accuracy = 0.5294 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3206 - g_loss: 0.9238 - d_accuracy: 0.5908 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.9204 - d_accuracy: 0.6001Epoch 122: D Accuracy = 0.6373 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3143 - g_loss: 0.9203 - d_accuracy: 0.6015 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3199 - g_loss: 0.9182 - d_accuracy: 0.6034Epoch 123: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3199 - g_loss: 0.9166 - d_accuracy: 0.6045 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3292 - g_loss: 0.9116 - d_accuracy: 0.5855Epoch 124: D Accuracy = 0.5931 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3284 - g_loss: 0.9102 - d_accuracy: 0.5858 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.9194 - d_accuracy: 0.5977Epoch 125: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3158 - g_loss: 0.9225 - d_accuracy: 0.5984 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.9154 - d_accuracy: 0.5892Epoch 126: D Accuracy = 0.6078 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3242 - g_loss: 0.9186 - d_accuracy: 0.5899 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.9128 - d_accuracy: 0.5902Epoch 127: D Accuracy = 0.6078 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3267 - g_loss: 0.9121 - d_accuracy: 0.5909 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3260 - g_loss: 0.9088 - d_accuracy: 0.5867Epoch 128: D Accuracy = 0.5882 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3260 - g_loss: 0.9079 - d_accuracy: 0.5868 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.9049 - d_accuracy: 0.5818Epoch 129: D Accuracy = 0.5686 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3363 - g_loss: 0.9018 - d_accuracy: 0.5814 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3299 - g_loss: 0.9067 - d_accuracy: 0.5842Epoch 130: D Accuracy = 0.5539 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3303 - g_loss: 0.9034 - d_accuracy: 0.5831 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.9075 - d_accuracy: 0.5903Epoch 131: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3246 - g_loss: 0.9065 - d_accuracy: 0.5901 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3206 - g_loss: 0.9143 - d_accuracy: 0.5902Epoch 132: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3206 - g_loss: 0.9121 - d_accuracy: 0.5899 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.9043 - d_accuracy: 0.5909Epoch 133: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3295 - g_loss: 0.9038 - d_accuracy: 0.5913 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.9017 - d_accuracy: 0.5942 Epoch 134: Generator loss improved from 0.8085 to 0.7745. Saving weights. Epoch 134: D Accuracy = 0.5931 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3307 - g_loss: 0.8971 - d_accuracy: 0.5941 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.9001 - d_accuracy: 0.5771Epoch 135: D Accuracy = 0.6078 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3336 - g_loss: 0.9052 - d_accuracy: 0.5782 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3303 - g_loss: 0.8958 - d_accuracy: 0.5868Epoch 136: D Accuracy = 0.5343 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3320 - g_loss: 0.8938 - d_accuracy: 0.5849 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3351 - g_loss: 0.8983 - d_accuracy: 0.5844Epoch 137: D Accuracy = 0.5441 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3356 - g_loss: 0.9025 - d_accuracy: 0.5830 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.9044 - d_accuracy: 0.5860Epoch 138: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3220 - g_loss: 0.9062 - d_accuracy: 0.5861 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.9090 - d_accuracy: 0.5948Epoch 139: D Accuracy = 0.5490 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3197 - g_loss: 0.9091 - d_accuracy: 0.5932 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3277 - g_loss: 0.9011 - d_accuracy: 0.5880Epoch 140: D Accuracy = 0.6225 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3267 - g_loss: 0.9008 - d_accuracy: 0.5893 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3274 - g_loss: 0.9018 - d_accuracy: 0.5884Epoch 141: D Accuracy = 0.5735 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3272 - g_loss: 0.9008 - d_accuracy: 0.5878 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.9079 - d_accuracy: 0.5882Epoch 142: D Accuracy = 0.5686 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3187 - g_loss: 0.9083 - d_accuracy: 0.5875 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.9000 - d_accuracy: 0.5810Epoch 143: D Accuracy = 0.6471 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3332 - g_loss: 0.8991 - d_accuracy: 0.5833 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.9010 - d_accuracy: 0.5886Epoch 144: D Accuracy = 0.5245 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3309 - g_loss: 0.8974 - d_accuracy: 0.5863 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.9011 - d_accuracy: 0.5835Epoch 145: D Accuracy = 0.5735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3277 - g_loss: 0.9024 - d_accuracy: 0.5831 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.9028 - d_accuracy: 0.5908Epoch 146: D Accuracy = 0.6078 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3270 - g_loss: 0.9030 - d_accuracy: 0.5914 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3262 - g_loss: 0.8997 - d_accuracy: 0.5882Epoch 147: D Accuracy = 0.6127 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3261 - g_loss: 0.9000 - d_accuracy: 0.5891 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.8990 - d_accuracy: 0.5820Epoch 148: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3301 - g_loss: 0.8986 - d_accuracy: 0.5833 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.9039 - d_accuracy: 0.5820Epoch 149: D Accuracy = 0.5980 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3257 - g_loss: 0.9072 - d_accuracy: 0.5826 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3239 - g_loss: 0.9023 - d_accuracy: 0.5889Epoch 150: D Accuracy = 0.5833 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3226 - g_loss: 0.9070 - d_accuracy: 0.5887 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8987 - d_accuracy: 0.5880Epoch 151: D Accuracy = 0.6569 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3260 - g_loss: 0.8969 - d_accuracy: 0.5904 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8947 - d_accuracy: 0.5790Epoch 152: D Accuracy = 0.5931 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3368 - g_loss: 0.8936 - d_accuracy: 0.5795 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3302 - g_loss: 0.8988 - d_accuracy: 0.5860Epoch 153: D Accuracy = 0.5637 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3310 - g_loss: 0.8965 - d_accuracy: 0.5852 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8925 - d_accuracy: 0.5890Epoch 154: D Accuracy = 0.5980 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3294 - g_loss: 0.8909 - d_accuracy: 0.5893 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.8996 - d_accuracy: 0.5820Epoch 155: D Accuracy = 0.5931 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3263 - g_loss: 0.8994 - d_accuracy: 0.5824 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3310 - g_loss: 0.8959 - d_accuracy: 0.5789Epoch 156: D Accuracy = 0.5784 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3323 - g_loss: 0.8944 - d_accuracy: 0.5788 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8991 - d_accuracy: 0.5934Epoch 157: D Accuracy = 0.5490 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3285 - g_loss: 0.9001 - d_accuracy: 0.5918 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8923 - d_accuracy: 0.5756Epoch 158: D Accuracy = 0.5735 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3375 - g_loss: 0.8932 - d_accuracy: 0.5756 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8958 - d_accuracy: 0.5884Epoch 159: D Accuracy = 0.6029 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3266 - g_loss: 0.8954 - d_accuracy: 0.5890 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3340 - g_loss: 0.8887 - d_accuracy: 0.5779Epoch 160: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3324 - g_loss: 0.8872 - d_accuracy: 0.5793 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.8972 - d_accuracy: 0.5822Epoch 161: D Accuracy = 0.5637 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3277 - g_loss: 0.8977 - d_accuracy: 0.5816 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8913 - d_accuracy: 0.5931Epoch 162: D Accuracy = 0.5686 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3265 - g_loss: 0.8901 - d_accuracy: 0.5922 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3282 - g_loss: 0.8897 - d_accuracy: 0.5872Epoch 163: D Accuracy = 0.5882 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3273 - g_loss: 0.8864 - d_accuracy: 0.5872
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3261 - g_loss: 0.8984 - d_accuracy: 0.5886Epoch 164: D Accuracy = 0.5833 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3263 - g_loss: 0.8944 - d_accuracy: 0.5884 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.9010 - d_accuracy: 0.5896Epoch 165: D Accuracy = 0.5784 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3330 - g_loss: 0.9035 - d_accuracy: 0.5892 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8910 - d_accuracy: 0.5866Epoch 166: D Accuracy = 0.5882 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3276 - g_loss: 0.8915 - d_accuracy: 0.5867 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3271 - g_loss: 0.8978 - d_accuracy: 0.5856Epoch 167: D Accuracy = 0.5147 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3300 - g_loss: 0.8963 - d_accuracy: 0.5831 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.8958 - d_accuracy: 0.5889Epoch 168: D Accuracy = 0.6863 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3212 - g_loss: 0.8946 - d_accuracy: 0.5924 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8972 - d_accuracy: 0.5848Epoch 169: D Accuracy = 0.5931 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3345 - g_loss: 0.8944 - d_accuracy: 0.5851 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3404 - g_loss: 0.8880 - d_accuracy: 0.5774Epoch 170: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3399 - g_loss: 0.8905 - d_accuracy: 0.5777 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8946 - d_accuracy: 0.5895Epoch 171: D Accuracy = 0.6324 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3257 - g_loss: 0.8947 - d_accuracy: 0.5911 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8894 - d_accuracy: 0.5699Epoch 172: D Accuracy = 0.5784 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3345 - g_loss: 0.8912 - d_accuracy: 0.5702 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8881 - d_accuracy: 0.5869Epoch 173: D Accuracy = 0.5686 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3383 - g_loss: 0.8859 - d_accuracy: 0.5862 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8919 - d_accuracy: 0.5799Epoch 174: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3313 - g_loss: 0.8898 - d_accuracy: 0.5800 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3366 - g_loss: 0.8896 - d_accuracy: 0.5742Epoch 175: D Accuracy = 0.5490 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3380 - g_loss: 0.8899 - d_accuracy: 0.5733 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8907 - d_accuracy: 0.5937Epoch 176: D Accuracy = 0.6078 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3312 - g_loss: 0.8941 - d_accuracy: 0.5942 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3391 - g_loss: 0.8837 - d_accuracy: 0.5718Epoch 177: D Accuracy = 0.5637 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3388 - g_loss: 0.8840 - d_accuracy: 0.5715 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3346 - g_loss: 0.8858 - d_accuracy: 0.5749Epoch 178: D Accuracy = 0.5539 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3347 - g_loss: 0.8848 - d_accuracy: 0.5742 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8948 - d_accuracy: 0.5803Epoch 179: D Accuracy = 0.6373 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3292 - g_loss: 0.8946 - d_accuracy: 0.5823 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3273 - g_loss: 0.8930 - d_accuracy: 0.5880Epoch 180: D Accuracy = 0.5588 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3275 - g_loss: 0.8931 - d_accuracy: 0.5869 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3245 - g_loss: 0.8952 - d_accuracy: 0.5856Epoch 181: D Accuracy = 0.5931 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3240 - g_loss: 0.8951 - d_accuracy: 0.5859 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3302 - g_loss: 0.8901 - d_accuracy: 0.5822Epoch 182: D Accuracy = 0.5637 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3311 - g_loss: 0.8907 - d_accuracy: 0.5816 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3364 - g_loss: 0.8865 - d_accuracy: 0.5767Epoch 183: D Accuracy = 0.5196 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3389 - g_loss: 0.8861 - d_accuracy: 0.5746 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.8919 - d_accuracy: 0.5852Epoch 184: D Accuracy = 0.6127 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3312 - g_loss: 0.8933 - d_accuracy: 0.5862 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3281 - g_loss: 0.8904 - d_accuracy: 0.5829Epoch 185: D Accuracy = 0.5931 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3278 - g_loss: 0.8922 - d_accuracy: 0.5832 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3295 - g_loss: 0.8921 - d_accuracy: 0.5811 Epoch 186: Generator loss improved from 0.7745 to 0.7525. Saving weights. Epoch 186: D Accuracy = 0.5245 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3328 - g_loss: 0.8871 - d_accuracy: 0.5790 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3271 - g_loss: 0.8925 - d_accuracy: 0.5844Epoch 187: D Accuracy = 0.5784 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3280 - g_loss: 0.8907 - d_accuracy: 0.5841 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.8917 - d_accuracy: 0.5823Epoch 188: D Accuracy = 0.5784 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3266 - g_loss: 0.8905 - d_accuracy: 0.5822 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8886 - d_accuracy: 0.5745Epoch 189: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8867 - d_accuracy: 0.5761 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8966 - d_accuracy: 0.5838Epoch 190: D Accuracy = 0.5490 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3311 - g_loss: 0.8999 - d_accuracy: 0.5826 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8850 - d_accuracy: 0.5767Epoch 191: D Accuracy = 0.5735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3325 - g_loss: 0.8847 - d_accuracy: 0.5765 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8942 - d_accuracy: 0.5842Epoch 192: D Accuracy = 0.5833 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3310 - g_loss: 0.8973 - d_accuracy: 0.5842 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3086 - g_loss: 0.9023 - d_accuracy: 0.6021Epoch 193: D Accuracy = 0.5490 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3093 - g_loss: 0.9018 - d_accuracy: 0.6002 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8929 - d_accuracy: 0.5933Epoch 194: D Accuracy = 0.5588 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3213 - g_loss: 0.8928 - d_accuracy: 0.5921 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3294 - g_loss: 0.8903 - d_accuracy: 0.5840Epoch 195: D Accuracy = 0.5294 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3306 - g_loss: 0.8884 - d_accuracy: 0.5820
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3246 - g_loss: 0.8952 - d_accuracy: 0.5858Epoch 196: D Accuracy = 0.5784 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3239 - g_loss: 0.8969 - d_accuracy: 0.5855 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8871 - d_accuracy: 0.5871Epoch 197: D Accuracy = 0.5343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3299 - g_loss: 0.8855 - d_accuracy: 0.5852 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3331 - g_loss: 0.8929 - d_accuracy: 0.5806Epoch 198: D Accuracy = 0.6373 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3324 - g_loss: 0.8931 - d_accuracy: 0.5826 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8871 - d_accuracy: 0.5879Epoch 199: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3302 - g_loss: 0.8839 - d_accuracy: 0.5907 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8942 - d_accuracy: 0.5828 Class 11 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.5686 27/27 [==============================] - 1s 44ms/step - d_loss: 1.3319 - g_loss: 0.8937 - d_accuracy: 0.5823 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8910 - d_accuracy: 0.5770Epoch 201: D Accuracy = 0.5980 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3294 - g_loss: 0.8928 - d_accuracy: 0.5777 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8901 - d_accuracy: 0.5910Epoch 202: D Accuracy = 0.6373 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3218 - g_loss: 0.8899 - d_accuracy: 0.5927 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8886 - d_accuracy: 0.5762Epoch 203: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3300 - g_loss: 0.8859 - d_accuracy: 0.5735 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8978 - d_accuracy: 0.5959Epoch 204: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3180 - g_loss: 0.8961 - d_accuracy: 0.5972 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8856 - d_accuracy: 0.5745Epoch 205: D Accuracy = 0.5588 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3357 - g_loss: 0.8862 - d_accuracy: 0.5740 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3294 - g_loss: 0.8927 - d_accuracy: 0.5870Epoch 206: D Accuracy = 0.5784 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3299 - g_loss: 0.8927 - d_accuracy: 0.5867 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.8909 - d_accuracy: 0.5837Epoch 207: D Accuracy = 0.5833 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3276 - g_loss: 0.8937 - d_accuracy: 0.5837 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8840 - d_accuracy: 0.5750Epoch 208: D Accuracy = 0.6569 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3310 - g_loss: 0.8835 - d_accuracy: 0.5779 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8921 - d_accuracy: 0.5867Epoch 209: D Accuracy = 0.6225 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3270 - g_loss: 0.8915 - d_accuracy: 0.5880 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8825 - d_accuracy: 0.5819Epoch 210: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8821 - d_accuracy: 0.5827 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.8947 - d_accuracy: 0.5900Epoch 211: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3187 - g_loss: 0.8930 - d_accuracy: 0.5905 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.8946 - d_accuracy: 0.5904Epoch 212: D Accuracy = 0.6078 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3213 - g_loss: 0.8910 - d_accuracy: 0.5910 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8923 - d_accuracy: 0.5848Epoch 213: D Accuracy = 0.6912 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3251 - g_loss: 0.8927 - d_accuracy: 0.5886 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3285 - g_loss: 0.8923 - d_accuracy: 0.5807Epoch 214: D Accuracy = 0.5392 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3300 - g_loss: 0.8926 - d_accuracy: 0.5793 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3345 - g_loss: 0.8871 - d_accuracy: 0.5766Epoch 215: D Accuracy = 0.5098 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3372 - g_loss: 0.8855 - d_accuracy: 0.5742 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8867 - d_accuracy: 0.5820Epoch 216: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3304 - g_loss: 0.8854 - d_accuracy: 0.5838 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8951 - d_accuracy: 0.5827Epoch 217: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3273 - g_loss: 0.8970 - d_accuracy: 0.5834 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8973 - d_accuracy: 0.5891Epoch 218: D Accuracy = 0.5735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3229 - g_loss: 0.8973 - d_accuracy: 0.5885 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8966 - d_accuracy: 0.5931Epoch 219: D Accuracy = 0.5490 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3234 - g_loss: 0.8986 - d_accuracy: 0.5915 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3303 - g_loss: 0.8908 - d_accuracy: 0.5824Epoch 220: D Accuracy = 0.6029 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3309 - g_loss: 0.8920 - d_accuracy: 0.5831 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3382 - g_loss: 0.8837 - d_accuracy: 0.5763Epoch 221: D Accuracy = 0.5441 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3382 - g_loss: 0.8848 - d_accuracy: 0.5751 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3218 - g_loss: 0.8917 - d_accuracy: 0.5851Epoch 222: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3209 - g_loss: 0.8905 - d_accuracy: 0.5874 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8885 - d_accuracy: 0.5861Epoch 223: D Accuracy = 0.5343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3276 - g_loss: 0.8873 - d_accuracy: 0.5842 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.8926 - d_accuracy: 0.5867Epoch 224: D Accuracy = 0.5686 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3268 - g_loss: 0.8940 - d_accuracy: 0.5861 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3316 - g_loss: 0.8902 - d_accuracy: 0.5777Epoch 225: D Accuracy = 0.5735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3312 - g_loss: 0.8934 - d_accuracy: 0.5775 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.8960 - d_accuracy: 0.5988Epoch 226: D Accuracy = 0.5539 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3194 - g_loss: 0.8978 - d_accuracy: 0.5972 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3273 - g_loss: 0.8923 - d_accuracy: 0.5853Epoch 227: D Accuracy = 0.5931 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3273 - g_loss: 0.8940 - d_accuracy: 0.5856 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8898 - d_accuracy: 0.5775Epoch 228: D Accuracy = 0.5539 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3284 - g_loss: 0.8940 - d_accuracy: 0.5767 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8895 - d_accuracy: 0.5948Epoch 229: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3223 - g_loss: 0.8894 - d_accuracy: 0.5944 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3212 - g_loss: 0.8949 - d_accuracy: 0.5854Epoch 230: D Accuracy = 0.6225 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3210 - g_loss: 0.8920 - d_accuracy: 0.5867 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8900 - d_accuracy: 0.5828Epoch 231: D Accuracy = 0.5980 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3292 - g_loss: 0.8906 - d_accuracy: 0.5833 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3205 - g_loss: 0.8969 - d_accuracy: 0.5915Epoch 232: D Accuracy = 0.5637 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3198 - g_loss: 0.8998 - d_accuracy: 0.5905 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3170 - g_loss: 0.8931 - d_accuracy: 0.5920Epoch 233: D Accuracy = 0.5588 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3180 - g_loss: 0.8936 - d_accuracy: 0.5908 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3304 - g_loss: 0.8871 - d_accuracy: 0.5803Epoch 234: D Accuracy = 0.5784 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3299 - g_loss: 0.8858 - d_accuracy: 0.5802 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8924 - d_accuracy: 0.5905Epoch 235: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3235 - g_loss: 0.8935 - d_accuracy: 0.5902 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3181 - g_loss: 0.8982 - d_accuracy: 0.5898Epoch 236: D Accuracy = 0.5931 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3178 - g_loss: 0.9012 - d_accuracy: 0.5899 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8922 - d_accuracy: 0.5879Epoch 237: D Accuracy = 0.5686 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3237 - g_loss: 0.8902 - d_accuracy: 0.5872 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8909 - d_accuracy: 0.5881Epoch 238: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3265 - g_loss: 0.8907 - d_accuracy: 0.5892 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.8919 - d_accuracy: 0.5822Epoch 239: D Accuracy = 0.5980 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3300 - g_loss: 0.8929 - d_accuracy: 0.5828 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3253 - g_loss: 0.8920 - d_accuracy: 0.5830Epoch 240: D Accuracy = 0.5882 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3253 - g_loss: 0.8886 - d_accuracy: 0.5832 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.8951 - d_accuracy: 0.5835Epoch 241: D Accuracy = 0.6520 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3205 - g_loss: 0.8966 - d_accuracy: 0.5859 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3262 - g_loss: 0.8882 - d_accuracy: 0.5825Epoch 242: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3256 - g_loss: 0.8874 - d_accuracy: 0.5825 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8927 - d_accuracy: 0.5858Epoch 243: D Accuracy = 0.5343 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3246 - g_loss: 0.8900 - d_accuracy: 0.5839 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3244 - g_loss: 0.8922 - d_accuracy: 0.5897Epoch 244: D Accuracy = 0.5784 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3250 - g_loss: 0.8901 - d_accuracy: 0.5893 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3333 - g_loss: 0.8844 - d_accuracy: 0.5748Epoch 245: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3334 - g_loss: 0.8823 - d_accuracy: 0.5751 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8963 - d_accuracy: 0.5857Epoch 246: D Accuracy = 0.6078 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3220 - g_loss: 0.8961 - d_accuracy: 0.5865 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3195 - g_loss: 0.8907 - d_accuracy: 0.5879Epoch 247: D Accuracy = 0.5686 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3204 - g_loss: 0.8878 - d_accuracy: 0.5872 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3251 - g_loss: 0.8877 - d_accuracy: 0.5875Epoch 248: D Accuracy = 0.6127 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3239 - g_loss: 0.8897 - d_accuracy: 0.5884 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8943 - d_accuracy: 0.5915Epoch 249: D Accuracy = 0.6275 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3210 - g_loss: 0.8944 - d_accuracy: 0.5928 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8925 - d_accuracy: 0.5819Epoch 250: D Accuracy = 0.5588 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3265 - g_loss: 0.8917 - d_accuracy: 0.5811 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3201 - g_loss: 0.8949 - d_accuracy: 0.5815Epoch 251: D Accuracy = 0.5196 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3216 - g_loss: 0.8949 - d_accuracy: 0.5792 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3305 - g_loss: 0.8854 - d_accuracy: 0.5840Epoch 252: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3298 - g_loss: 0.8870 - d_accuracy: 0.5846 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.8889 - d_accuracy: 0.5824Epoch 253: D Accuracy = 0.6225 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3265 - g_loss: 0.8890 - d_accuracy: 0.5838 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3341 - g_loss: 0.8819 - d_accuracy: 0.5823Epoch 254: D Accuracy = 0.6127 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3335 - g_loss: 0.8794 - d_accuracy: 0.5834 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8875 - d_accuracy: 0.5758Epoch 255: D Accuracy = 0.5588 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3289 - g_loss: 0.8871 - d_accuracy: 0.5752 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.8923 - d_accuracy: 0.5894Epoch 256: D Accuracy = 0.5588 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3200 - g_loss: 0.8913 - d_accuracy: 0.5883 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8938 - d_accuracy: 0.5874Epoch 257: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3264 - g_loss: 0.8959 - d_accuracy: 0.5873 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.8954 - d_accuracy: 0.5900Epoch 258: D Accuracy = 0.5637 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3162 - g_loss: 0.8957 - d_accuracy: 0.5891 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8908 - d_accuracy: 0.5852Epoch 259: D Accuracy = 0.6078 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3231 - g_loss: 0.8933 - d_accuracy: 0.5860 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3257 - g_loss: 0.8844 - d_accuracy: 0.5852Epoch 260: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3244 - g_loss: 0.8831 - d_accuracy: 0.5876 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.8934 - d_accuracy: 0.5896Epoch 261: D Accuracy = 0.6176 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3155 - g_loss: 0.8905 - d_accuracy: 0.5906 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.8996 - d_accuracy: 0.5945Epoch 262: D Accuracy = 0.6324 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3169 - g_loss: 0.9031 - d_accuracy: 0.5958 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8913 - d_accuracy: 0.5860Epoch 263: D Accuracy = 0.6373 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3193 - g_loss: 0.8926 - d_accuracy: 0.5878
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.8943 - d_accuracy: 0.5839Epoch 264: D Accuracy = 0.5931 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3233 - g_loss: 0.8973 - d_accuracy: 0.5842 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8917 - d_accuracy: 0.5859Epoch 265: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3226 - g_loss: 0.8938 - d_accuracy: 0.5876 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3184 - g_loss: 0.8971 - d_accuracy: 0.5898Epoch 266: D Accuracy = 0.6127 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3169 - g_loss: 0.8975 - d_accuracy: 0.5906 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8904 - d_accuracy: 0.5833Epoch 267: D Accuracy = 0.6078 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3215 - g_loss: 0.8904 - d_accuracy: 0.5842 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3201 - g_loss: 0.8916 - d_accuracy: 0.5891Epoch 268: D Accuracy = 0.5686 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3208 - g_loss: 0.8896 - d_accuracy: 0.5883 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.8932 - d_accuracy: 0.5917Epoch 269: D Accuracy = 0.5882 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3215 - g_loss: 0.8931 - d_accuracy: 0.5915 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8907 - d_accuracy: 0.5848Epoch 270: D Accuracy = 0.5784 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3228 - g_loss: 0.8918 - d_accuracy: 0.5846 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.8985 - d_accuracy: 0.5887Epoch 271: D Accuracy = 0.5245 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3230 - g_loss: 0.9008 - d_accuracy: 0.5864 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8843 - d_accuracy: 0.5799Epoch 272: D Accuracy = 0.5392 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3312 - g_loss: 0.8854 - d_accuracy: 0.5784 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.8948 - d_accuracy: 0.5887Epoch 273: D Accuracy = 0.5735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3185 - g_loss: 0.8967 - d_accuracy: 0.5881 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3249 - g_loss: 0.8903 - d_accuracy: 0.5849Epoch 274: D Accuracy = 0.5980 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3252 - g_loss: 0.8910 - d_accuracy: 0.5854 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3132 - g_loss: 0.8992 - d_accuracy: 0.5934Epoch 275: D Accuracy = 0.6029 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3120 - g_loss: 0.9008 - d_accuracy: 0.5937 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3165 - g_loss: 0.8989 - d_accuracy: 0.5917Epoch 276: D Accuracy = 0.6324 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3151 - g_loss: 0.8994 - d_accuracy: 0.5932 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3302 - g_loss: 0.8863 - d_accuracy: 0.5827Epoch 277: D Accuracy = 0.5490 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3316 - g_loss: 0.8834 - d_accuracy: 0.5815 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8933 - d_accuracy: 0.5918Epoch 278: D Accuracy = 0.6471 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3193 - g_loss: 0.8895 - d_accuracy: 0.5938 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8966 - d_accuracy: 0.5826Epoch 279: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3193 - g_loss: 0.8993 - d_accuracy: 0.5839 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.8914 - d_accuracy: 0.5883Epoch 280: D Accuracy = 0.6275 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3166 - g_loss: 0.8896 - d_accuracy: 0.5897 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.8905 - d_accuracy: 0.5800Epoch 281: D Accuracy = 0.5784 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3277 - g_loss: 0.8913 - d_accuracy: 0.5800 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.8938 - d_accuracy: 0.5928Epoch 282: D Accuracy = 0.6225 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3167 - g_loss: 0.8922 - d_accuracy: 0.5939 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.8871 - d_accuracy: 0.5812Epoch 283: D Accuracy = 0.5441 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3258 - g_loss: 0.8857 - d_accuracy: 0.5799 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3111 - g_loss: 0.8983 - d_accuracy: 0.5967Epoch 284: D Accuracy = 0.5686 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3129 - g_loss: 0.8952 - d_accuracy: 0.5957 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3139 - g_loss: 0.9004 - d_accuracy: 0.5895Epoch 285: D Accuracy = 0.5882 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3139 - g_loss: 0.8988 - d_accuracy: 0.5894 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.8956 - d_accuracy: 0.5906Epoch 286: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3180 - g_loss: 0.8954 - d_accuracy: 0.5916 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8899 - d_accuracy: 0.5808Epoch 287: D Accuracy = 0.5490 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3279 - g_loss: 0.8882 - d_accuracy: 0.5797 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8924 - d_accuracy: 0.5892Epoch 288: D Accuracy = 0.5735 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3242 - g_loss: 0.8929 - d_accuracy: 0.5887 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.9005 - d_accuracy: 0.6011Epoch 289: D Accuracy = 0.5735 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3107 - g_loss: 0.9005 - d_accuracy: 0.6001 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3239 - g_loss: 0.8924 - d_accuracy: 0.5801Epoch 290: D Accuracy = 0.5637 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3232 - g_loss: 0.8957 - d_accuracy: 0.5795 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3212 - g_loss: 0.8922 - d_accuracy: 0.5829Epoch 291: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3213 - g_loss: 0.8924 - d_accuracy: 0.5830 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3149 - g_loss: 0.8976 - d_accuracy: 0.5977Epoch 292: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3133 - g_loss: 0.8988 - d_accuracy: 0.5979 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.8935 - d_accuracy: 0.5914Epoch 293: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3195 - g_loss: 0.8936 - d_accuracy: 0.5913 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.8980 - d_accuracy: 0.5881Epoch 294: D Accuracy = 0.6373 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3111 - g_loss: 0.9009 - d_accuracy: 0.5899 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3152 - g_loss: 0.8976 - d_accuracy: 0.5919Epoch 295: D Accuracy = 0.5980 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3151 - g_loss: 0.8983 - d_accuracy: 0.5921
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3223 - g_loss: 0.8928 - d_accuracy: 0.5900Epoch 296: D Accuracy = 0.5784 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3221 - g_loss: 0.8940 - d_accuracy: 0.5896 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.8994 - d_accuracy: 0.5897Epoch 297: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3102 - g_loss: 0.8982 - d_accuracy: 0.5895 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.9026 - d_accuracy: 0.6027Epoch 298: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3083 - g_loss: 0.9029 - d_accuracy: 0.6021 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3140 - g_loss: 0.8972 - d_accuracy: 0.5939Epoch 299: D Accuracy = 0.5637 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3150 - g_loss: 0.8965 - d_accuracy: 0.5929 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3180 - g_loss: 0.8914 - d_accuracy: 0.5936 Class 11 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.6275 27/27 [==============================] - 1s 42ms/step - d_loss: 1.3177 - g_loss: 0.8895 - d_accuracy: 0.5948 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9002 - d_accuracy: 0.5935Epoch 301: D Accuracy = 0.6422 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3065 - g_loss: 0.8989 - d_accuracy: 0.5953 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3171 - g_loss: 0.8973 - d_accuracy: 0.5887Epoch 302: D Accuracy = 0.5931 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3164 - g_loss: 0.8984 - d_accuracy: 0.5888 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3185 - g_loss: 0.8945 - d_accuracy: 0.5888Epoch 303: D Accuracy = 0.5931 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3170 - g_loss: 0.8928 - d_accuracy: 0.5890 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3170 - g_loss: 0.8997 - d_accuracy: 0.5873Epoch 304: D Accuracy = 0.5294 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3190 - g_loss: 0.8999 - d_accuracy: 0.5852 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.8998 - d_accuracy: 0.6020Epoch 305: D Accuracy = 0.6569 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3055 - g_loss: 0.9010 - d_accuracy: 0.6040 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3214 - g_loss: 0.8932 - d_accuracy: 0.5927Epoch 306: D Accuracy = 0.6520 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3197 - g_loss: 0.8936 - d_accuracy: 0.5948 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.9004 - d_accuracy: 0.5931Epoch 307: D Accuracy = 0.5882 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3123 - g_loss: 0.8978 - d_accuracy: 0.5929 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.9002 - d_accuracy: 0.5918Epoch 308: D Accuracy = 0.5833 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3162 - g_loss: 0.9004 - d_accuracy: 0.5915 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3051 - g_loss: 0.9068 - d_accuracy: 0.6007Epoch 309: D Accuracy = 0.5637 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3062 - g_loss: 0.9082 - d_accuracy: 0.5994 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3124 - g_loss: 0.8964 - d_accuracy: 0.5948Epoch 310: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3124 - g_loss: 0.8934 - d_accuracy: 0.5944 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3136 - g_loss: 0.9014 - d_accuracy: 0.5923Epoch 311: D Accuracy = 0.6373 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3126 - g_loss: 0.9038 - d_accuracy: 0.5939 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3180 - g_loss: 0.8962 - d_accuracy: 0.5933Epoch 312: D Accuracy = 0.5931 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3182 - g_loss: 0.8971 - d_accuracy: 0.5933 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3068 - g_loss: 0.9015 - d_accuracy: 0.5977Epoch 313: D Accuracy = 0.5392 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3083 - g_loss: 0.9008 - d_accuracy: 0.5956 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3164 - g_loss: 0.8965 - d_accuracy: 0.5899Epoch 314: D Accuracy = 0.5784 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3171 - g_loss: 0.8936 - d_accuracy: 0.5894 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.8986 - d_accuracy: 0.5870Epoch 315: D Accuracy = 0.5294 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3200 - g_loss: 0.8995 - d_accuracy: 0.5850 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3115 - g_loss: 0.8959 - d_accuracy: 0.6009Epoch 316: D Accuracy = 0.6863 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3101 - g_loss: 0.8963 - d_accuracy: 0.6040 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.9012 - d_accuracy: 0.5951Epoch 317: D Accuracy = 0.5686 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3085 - g_loss: 0.9001 - d_accuracy: 0.5942 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3163 - g_loss: 0.8982 - d_accuracy: 0.5916Epoch 318: D Accuracy = 0.6324 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3152 - g_loss: 0.8989 - d_accuracy: 0.5930 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3069 - g_loss: 0.9018 - d_accuracy: 0.5998Epoch 319: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3054 - g_loss: 0.9009 - d_accuracy: 0.6022 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3117 - g_loss: 0.9007 - d_accuracy: 0.5953Epoch 320: D Accuracy = 0.5490 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3136 - g_loss: 0.8978 - d_accuracy: 0.5936 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9108 - d_accuracy: 0.6047Epoch 321: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3015 - g_loss: 0.9127 - d_accuracy: 0.6041 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9079 - d_accuracy: 0.5961Epoch 322: D Accuracy = 0.5686 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3101 - g_loss: 0.9102 - d_accuracy: 0.5952 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3135 - g_loss: 0.8992 - d_accuracy: 0.5988Epoch 323: D Accuracy = 0.6078 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3132 - g_loss: 0.8968 - d_accuracy: 0.5991 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3087 - g_loss: 0.9010 - d_accuracy: 0.6019Epoch 324: D Accuracy = 0.6275 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3081 - g_loss: 0.9005 - d_accuracy: 0.6029 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8919 - d_accuracy: 0.5920Epoch 325: D Accuracy = 0.5539 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3185 - g_loss: 0.8919 - d_accuracy: 0.5906 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3122 - g_loss: 0.9023 - d_accuracy: 0.5984Epoch 326: D Accuracy = 0.6127 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3114 - g_loss: 0.9038 - d_accuracy: 0.5989 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.9015 - d_accuracy: 0.5904Epoch 327: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3123 - g_loss: 0.8996 - d_accuracy: 0.5914 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3006 - g_loss: 0.9127 - d_accuracy: 0.6017Epoch 328: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2980 - g_loss: 0.9156 - d_accuracy: 0.6040 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.8983 - d_accuracy: 0.5929Epoch 329: D Accuracy = 0.5784 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3161 - g_loss: 0.8993 - d_accuracy: 0.5924 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3136 - g_loss: 0.9001 - d_accuracy: 0.5944Epoch 330: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3121 - g_loss: 0.9020 - d_accuracy: 0.5947 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3071 - g_loss: 0.9020 - d_accuracy: 0.5899Epoch 331: D Accuracy = 0.5784 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3079 - g_loss: 0.9004 - d_accuracy: 0.5894 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3135 - g_loss: 0.9010 - d_accuracy: 0.5953Epoch 332: D Accuracy = 0.6275 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3125 - g_loss: 0.9009 - d_accuracy: 0.5964 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.9046 - d_accuracy: 0.5947Epoch 333: D Accuracy = 0.5931 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3075 - g_loss: 0.9061 - d_accuracy: 0.5947 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.9003 - d_accuracy: 0.6029Epoch 334: D Accuracy = 0.5980 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3100 - g_loss: 0.9008 - d_accuracy: 0.6027 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3059 - g_loss: 0.9079 - d_accuracy: 0.5997Epoch 335: D Accuracy = 0.5539 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3073 - g_loss: 0.9132 - d_accuracy: 0.5980 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3046 - g_loss: 0.9067 - d_accuracy: 0.5931Epoch 336: D Accuracy = 0.5637 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3057 - g_loss: 0.9068 - d_accuracy: 0.5920 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.9024 - d_accuracy: 0.5977Epoch 337: D Accuracy = 0.5686 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3118 - g_loss: 0.9020 - d_accuracy: 0.5967 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2974 - g_loss: 0.9110 - d_accuracy: 0.6083Epoch 338: D Accuracy = 0.5833 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2966 - g_loss: 0.9099 - d_accuracy: 0.6074 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3035 - g_loss: 0.9097 - d_accuracy: 0.6062Epoch 339: D Accuracy = 0.5833 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3044 - g_loss: 0.9080 - d_accuracy: 0.6054 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9107 - d_accuracy: 0.6060Epoch 340: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2983 - g_loss: 0.9129 - d_accuracy: 0.6077 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9042 - d_accuracy: 0.6061Epoch 341: D Accuracy = 0.5882 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3055 - g_loss: 0.9043 - d_accuracy: 0.6055 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9061 - d_accuracy: 0.5980Epoch 342: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3075 - g_loss: 0.9047 - d_accuracy: 0.5982 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.9059 - d_accuracy: 0.5979Epoch 343: D Accuracy = 0.5686 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3118 - g_loss: 0.9080 - d_accuracy: 0.5968 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9123 - d_accuracy: 0.6125Epoch 344: D Accuracy = 0.6029 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2961 - g_loss: 0.9120 - d_accuracy: 0.6121 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9069 - d_accuracy: 0.6023Epoch 345: D Accuracy = 0.5441 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3076 - g_loss: 0.9058 - d_accuracy: 0.6002 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3035 - g_loss: 0.9067 - d_accuracy: 0.5988Epoch 346: D Accuracy = 0.5980 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3033 - g_loss: 0.9070 - d_accuracy: 0.5988 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3021 - g_loss: 0.9075 - d_accuracy: 0.6049Epoch 347: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3014 - g_loss: 0.9088 - d_accuracy: 0.6059 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3089 - g_loss: 0.9086 - d_accuracy: 0.5986Epoch 348: D Accuracy = 0.5686 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3100 - g_loss: 0.9046 - d_accuracy: 0.5975 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.9111 - d_accuracy: 0.5989Epoch 349: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3055 - g_loss: 0.9096 - d_accuracy: 0.5985 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2985 - g_loss: 0.9102 - d_accuracy: 0.6031Epoch 350: D Accuracy = 0.6520 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2974 - g_loss: 0.9119 - d_accuracy: 0.6049 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3110 - g_loss: 0.9023 - d_accuracy: 0.5997Epoch 351: D Accuracy = 0.5980 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3103 - g_loss: 0.9014 - d_accuracy: 0.5996 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9262 - d_accuracy: 0.6170Epoch 352: D Accuracy = 0.6078 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2891 - g_loss: 0.9273 - d_accuracy: 0.6167 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2942 - g_loss: 0.9160 - d_accuracy: 0.6122Epoch 353: D Accuracy = 0.5882 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2954 - g_loss: 0.9150 - d_accuracy: 0.6114 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3036 - g_loss: 0.9120 - d_accuracy: 0.6008Epoch 354: D Accuracy = 0.6422 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3026 - g_loss: 0.9118 - d_accuracy: 0.6022 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3108 - g_loss: 0.9091 - d_accuracy: 0.5970Epoch 355: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3098 - g_loss: 0.9108 - d_accuracy: 0.5967 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3007 - g_loss: 0.9099 - d_accuracy: 0.6046Epoch 356: D Accuracy = 0.5539 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3024 - g_loss: 0.9072 - d_accuracy: 0.6028 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3086 - g_loss: 0.9070 - d_accuracy: 0.5926Epoch 357: D Accuracy = 0.5539 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3114 - g_loss: 0.9041 - d_accuracy: 0.5912 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9125 - d_accuracy: 0.5986Epoch 358: D Accuracy = 0.5245 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3013 - g_loss: 0.9108 - d_accuracy: 0.5959 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2941 - g_loss: 0.9149 - d_accuracy: 0.6145Epoch 359: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2936 - g_loss: 0.9164 - d_accuracy: 0.6146 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3032 - g_loss: 0.9087 - d_accuracy: 0.6019Epoch 360: D Accuracy = 0.6569 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3023 - g_loss: 0.9088 - d_accuracy: 0.6038 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3001 - g_loss: 0.9102 - d_accuracy: 0.6076Epoch 361: D Accuracy = 0.5882 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3013 - g_loss: 0.9098 - d_accuracy: 0.6069 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9057 - d_accuracy: 0.6015Epoch 362: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3083 - g_loss: 0.9051 - d_accuracy: 0.6008 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3057 - g_loss: 0.9080 - d_accuracy: 0.5990Epoch 363: D Accuracy = 0.6225 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3042 - g_loss: 0.9091 - d_accuracy: 0.5999
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3052 - g_loss: 0.9101 - d_accuracy: 0.6026Epoch 364: D Accuracy = 0.6225 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3033 - g_loss: 0.9115 - d_accuracy: 0.6033 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9062 - d_accuracy: 0.6035Epoch 365: D Accuracy = 0.6225 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3014 - g_loss: 0.9068 - d_accuracy: 0.6042 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3185 - g_loss: 0.8998 - d_accuracy: 0.5884Epoch 366: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3182 - g_loss: 0.8959 - d_accuracy: 0.5895 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.9092 - d_accuracy: 0.6036Epoch 367: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3047 - g_loss: 0.9095 - d_accuracy: 0.6053 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2989 - g_loss: 0.9133 - d_accuracy: 0.6044Epoch 368: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2990 - g_loss: 0.9144 - d_accuracy: 0.6038 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9067 - d_accuracy: 0.6003Epoch 369: D Accuracy = 0.5784 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3065 - g_loss: 0.9074 - d_accuracy: 0.5995 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9222 - d_accuracy: 0.6232Epoch 370: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2872 - g_loss: 0.9242 - d_accuracy: 0.6217 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3024 - g_loss: 0.9111 - d_accuracy: 0.6054Epoch 371: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3043 - g_loss: 0.9090 - d_accuracy: 0.6046 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2899 - g_loss: 0.9252 - d_accuracy: 0.6136Epoch 372: D Accuracy = 0.5784 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2917 - g_loss: 0.9215 - d_accuracy: 0.6123 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3084 - g_loss: 0.9136 - d_accuracy: 0.5971Epoch 373: D Accuracy = 0.5735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3086 - g_loss: 0.9133 - d_accuracy: 0.5962 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2914 - g_loss: 0.9179 - d_accuracy: 0.6077Epoch 374: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2912 - g_loss: 0.9180 - d_accuracy: 0.6075 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2931 - g_loss: 0.9210 - d_accuracy: 0.6117Epoch 375: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2911 - g_loss: 0.9223 - d_accuracy: 0.6131 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2882 - g_loss: 0.9228 - d_accuracy: 0.6263Epoch 376: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2886 - g_loss: 0.9213 - d_accuracy: 0.6260 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9155 - d_accuracy: 0.6116Epoch 377: D Accuracy = 0.5490 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3002 - g_loss: 0.9130 - d_accuracy: 0.6094 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2909 - g_loss: 0.9198 - d_accuracy: 0.6124Epoch 378: D Accuracy = 0.5784 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2923 - g_loss: 0.9187 - d_accuracy: 0.6112 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9159 - d_accuracy: 0.6123Epoch 379: D Accuracy = 0.5980 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2997 - g_loss: 0.9165 - d_accuracy: 0.6118 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9234 - d_accuracy: 0.6138Epoch 380: D Accuracy = 0.6225 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2850 - g_loss: 0.9238 - d_accuracy: 0.6141 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2857 - g_loss: 0.9258 - d_accuracy: 0.6188Epoch 381: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2841 - g_loss: 0.9290 - d_accuracy: 0.6188 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9187 - d_accuracy: 0.6032Epoch 382: D Accuracy = 0.5784 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2983 - g_loss: 0.9186 - d_accuracy: 0.6023 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9263 - d_accuracy: 0.6135Epoch 383: D Accuracy = 0.5686 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2868 - g_loss: 0.9288 - d_accuracy: 0.6119 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9160 - d_accuracy: 0.6068Epoch 384: D Accuracy = 0.5784 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3004 - g_loss: 0.9195 - d_accuracy: 0.6058 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2943 - g_loss: 0.9180 - d_accuracy: 0.6091Epoch 385: D Accuracy = 0.5980 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2946 - g_loss: 0.9188 - d_accuracy: 0.6087 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 0.9258 - d_accuracy: 0.6198Epoch 386: D Accuracy = 0.6422 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2840 - g_loss: 0.9257 - d_accuracy: 0.6206 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2959 - g_loss: 0.9205 - d_accuracy: 0.6115Epoch 387: D Accuracy = 0.5882 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2961 - g_loss: 0.9230 - d_accuracy: 0.6107 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9138 - d_accuracy: 0.6029 Epoch 388: Generator loss improved from 0.7525 to 0.7276. Saving weights. Epoch 388: D Accuracy = 0.5490 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2994 - g_loss: 0.9072 - d_accuracy: 0.6010 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9208 - d_accuracy: 0.6164Epoch 389: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2904 - g_loss: 0.9230 - d_accuracy: 0.6159 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2955 - g_loss: 0.9179 - d_accuracy: 0.6082Epoch 390: D Accuracy = 0.6471 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2952 - g_loss: 0.9185 - d_accuracy: 0.6096 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2917 - g_loss: 0.9249 - d_accuracy: 0.6155Epoch 391: D Accuracy = 0.6373 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2915 - g_loss: 0.9244 - d_accuracy: 0.6162 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9215 - d_accuracy: 0.6026Epoch 392: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2922 - g_loss: 0.9232 - d_accuracy: 0.6031 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2839 - g_loss: 0.9280 - d_accuracy: 0.6303Epoch 393: D Accuracy = 0.6716 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2828 - g_loss: 0.9276 - d_accuracy: 0.6318 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9257 - d_accuracy: 0.6087Epoch 394: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2941 - g_loss: 0.9280 - d_accuracy: 0.6078 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3021 - g_loss: 0.9160 - d_accuracy: 0.6027Epoch 395: D Accuracy = 0.5392 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3044 - g_loss: 0.9149 - d_accuracy: 0.6005
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2875 - g_loss: 0.9255 - d_accuracy: 0.6257Epoch 396: D Accuracy = 0.5931 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2888 - g_loss: 0.9259 - d_accuracy: 0.6245 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9241 - d_accuracy: 0.6123Epoch 397: D Accuracy = 0.5588 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2902 - g_loss: 0.9212 - d_accuracy: 0.6104 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2867 - g_loss: 0.9269 - d_accuracy: 0.6127Epoch 398: D Accuracy = 0.5931 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2879 - g_loss: 0.9255 - d_accuracy: 0.6120 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9283 - d_accuracy: 0.6111Epoch 399: D Accuracy = 0.5882 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2889 - g_loss: 0.9305 - d_accuracy: 0.6102 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2853 - g_loss: 0.9226 - d_accuracy: 0.6197 Class 11 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.5833 27/27 [==============================] - 1s 42ms/step - d_loss: 1.2871 - g_loss: 0.9194 - d_accuracy: 0.6184 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2851 - g_loss: 0.9310 - d_accuracy: 0.6138Epoch 401: D Accuracy = 0.6225 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2849 - g_loss: 0.9300 - d_accuracy: 0.6141 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2960 - g_loss: 0.9270 - d_accuracy: 0.6126Epoch 402: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2967 - g_loss: 0.9251 - d_accuracy: 0.6118 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9338 - d_accuracy: 0.6187Epoch 403: D Accuracy = 0.5637 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2861 - g_loss: 0.9347 - d_accuracy: 0.6167 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2958 - g_loss: 0.9180 - d_accuracy: 0.6139Epoch 404: D Accuracy = 0.6422 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2952 - g_loss: 0.9186 - d_accuracy: 0.6149 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9298 - d_accuracy: 0.6213Epoch 405: D Accuracy = 0.6863 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2811 - g_loss: 0.9287 - d_accuracy: 0.6237 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9359 - d_accuracy: 0.6231Epoch 406: D Accuracy = 0.6569 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2771 - g_loss: 0.9370 - d_accuracy: 0.6243 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9230 - d_accuracy: 0.6106Epoch 407: D Accuracy = 0.6422 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2935 - g_loss: 0.9225 - d_accuracy: 0.6117 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2903 - g_loss: 0.9292 - d_accuracy: 0.6068Epoch 408: D Accuracy = 0.6127 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2901 - g_loss: 0.9321 - d_accuracy: 0.6070 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9229 - d_accuracy: 0.6198Epoch 409: D Accuracy = 0.6373 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2869 - g_loss: 0.9212 - d_accuracy: 0.6204 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9240 - d_accuracy: 0.6129Epoch 410: D Accuracy = 0.6029 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2897 - g_loss: 0.9198 - d_accuracy: 0.6125 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9351 - d_accuracy: 0.6307Epoch 411: D Accuracy = 0.6275 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2776 - g_loss: 0.9339 - d_accuracy: 0.6306 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2874 - g_loss: 0.9278 - d_accuracy: 0.6200Epoch 412: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2881 - g_loss: 0.9283 - d_accuracy: 0.6194 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2961 - g_loss: 0.9193 - d_accuracy: 0.6091Epoch 413: D Accuracy = 0.5441 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2995 - g_loss: 0.9149 - d_accuracy: 0.6068 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9369 - d_accuracy: 0.6287Epoch 414: D Accuracy = 0.6029 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2788 - g_loss: 0.9410 - d_accuracy: 0.6277 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2854 - g_loss: 0.9272 - d_accuracy: 0.6205Epoch 415: D Accuracy = 0.5882 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2875 - g_loss: 0.9235 - d_accuracy: 0.6193 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9295 - d_accuracy: 0.6133Epoch 416: D Accuracy = 0.7157 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2863 - g_loss: 0.9298 - d_accuracy: 0.6170 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2877 - g_loss: 0.9296 - d_accuracy: 0.6092Epoch 417: D Accuracy = 0.6324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2866 - g_loss: 0.9322 - d_accuracy: 0.6100 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2836 - g_loss: 0.9316 - d_accuracy: 0.6174Epoch 418: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2847 - g_loss: 0.9289 - d_accuracy: 0.6162 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9412 - d_accuracy: 0.6291Epoch 419: D Accuracy = 0.5686 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2814 - g_loss: 0.9372 - d_accuracy: 0.6270 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9319 - d_accuracy: 0.6181Epoch 420: D Accuracy = 0.5196 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2904 - g_loss: 0.9332 - d_accuracy: 0.6145 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2988 - g_loss: 0.9264 - d_accuracy: 0.6057Epoch 421: D Accuracy = 0.6275 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2974 - g_loss: 0.9286 - d_accuracy: 0.6065 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9401 - d_accuracy: 0.6215Epoch 422: D Accuracy = 0.6275 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2800 - g_loss: 0.9391 - d_accuracy: 0.6217 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2778 - g_loss: 0.9304 - d_accuracy: 0.6191Epoch 423: D Accuracy = 0.6618 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2767 - g_loss: 0.9284 - d_accuracy: 0.6207 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2852 - g_loss: 0.9362 - d_accuracy: 0.6148Epoch 424: D Accuracy = 0.6422 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2840 - g_loss: 0.9373 - d_accuracy: 0.6158 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9401 - d_accuracy: 0.6207Epoch 425: D Accuracy = 0.5882 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2797 - g_loss: 0.9411 - d_accuracy: 0.6196 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2776 - g_loss: 0.9395 - d_accuracy: 0.6170Epoch 426: D Accuracy = 0.5882 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2767 - g_loss: 0.9438 - d_accuracy: 0.6160 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2818 - g_loss: 0.9289 - d_accuracy: 0.6165Epoch 427: D Accuracy = 0.5637 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2827 - g_loss: 0.9272 - d_accuracy: 0.6146 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9388 - d_accuracy: 0.6228Epoch 428: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2755 - g_loss: 0.9385 - d_accuracy: 0.6232 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2818 - g_loss: 0.9400 - d_accuracy: 0.6204Epoch 429: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2829 - g_loss: 0.9382 - d_accuracy: 0.6208 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9456 - d_accuracy: 0.6228Epoch 430: D Accuracy = 0.5735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2751 - g_loss: 0.9473 - d_accuracy: 0.6210 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9435 - d_accuracy: 0.6209Epoch 431: D Accuracy = 0.5539 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2786 - g_loss: 0.9415 - d_accuracy: 0.6185 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 0.9465 - d_accuracy: 0.6336Epoch 432: D Accuracy = 0.6176 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2645 - g_loss: 0.9462 - d_accuracy: 0.6330 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2733 - g_loss: 0.9447 - d_accuracy: 0.6277Epoch 433: D Accuracy = 0.5735 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2748 - g_loss: 0.9418 - d_accuracy: 0.6258 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2711 - g_loss: 0.9436 - d_accuracy: 0.6318Epoch 434: D Accuracy = 0.5539 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2726 - g_loss: 0.9403 - d_accuracy: 0.6290 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2831 - g_loss: 0.9335 - d_accuracy: 0.6186Epoch 435: D Accuracy = 0.7059 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2802 - g_loss: 0.9343 - d_accuracy: 0.6217 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9450 - d_accuracy: 0.6302Epoch 436: D Accuracy = 0.6275 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2750 - g_loss: 0.9462 - d_accuracy: 0.6301 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2730 - g_loss: 0.9489 - d_accuracy: 0.6288Epoch 437: D Accuracy = 0.6225 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2706 - g_loss: 0.9570 - d_accuracy: 0.6286 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2669 - g_loss: 0.9469 - d_accuracy: 0.6352Epoch 438: D Accuracy = 0.6225 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2670 - g_loss: 0.9485 - d_accuracy: 0.6347 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2722 - g_loss: 0.9448 - d_accuracy: 0.6313Epoch 439: D Accuracy = 0.5735 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2738 - g_loss: 0.9432 - d_accuracy: 0.6293 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2774 - g_loss: 0.9380 - d_accuracy: 0.6279Epoch 440: D Accuracy = 0.6373 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2767 - g_loss: 0.9379 - d_accuracy: 0.6282 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2717 - g_loss: 0.9454 - d_accuracy: 0.6315Epoch 441: D Accuracy = 0.6863 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2699 - g_loss: 0.9465 - d_accuracy: 0.6334 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 0.9446 - d_accuracy: 0.6311Epoch 442: D Accuracy = 0.6765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2688 - g_loss: 0.9471 - d_accuracy: 0.6327 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2736 - g_loss: 0.9455 - d_accuracy: 0.6224Epoch 443: D Accuracy = 0.6961 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2721 - g_loss: 0.9449 - d_accuracy: 0.6251 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2869 - g_loss: 0.9413 - d_accuracy: 0.6201Epoch 444: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2866 - g_loss: 0.9376 - d_accuracy: 0.6226 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 0.9433 - d_accuracy: 0.6285Epoch 445: D Accuracy = 0.6225 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2747 - g_loss: 0.9428 - d_accuracy: 0.6283 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9364 - d_accuracy: 0.6259Epoch 446: D Accuracy = 0.6029 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2824 - g_loss: 0.9349 - d_accuracy: 0.6251 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2691 - g_loss: 0.9449 - d_accuracy: 0.6290Epoch 447: D Accuracy = 0.6127 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2698 - g_loss: 0.9430 - d_accuracy: 0.6284 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2725 - g_loss: 0.9429 - d_accuracy: 0.6330Epoch 448: D Accuracy = 0.6765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2715 - g_loss: 0.9395 - d_accuracy: 0.6345 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9427 - d_accuracy: 0.6219Epoch 449: D Accuracy = 0.5686 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2824 - g_loss: 0.9403 - d_accuracy: 0.6200 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2733 - g_loss: 0.9479 - d_accuracy: 0.6231Epoch 450: D Accuracy = 0.6078 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2743 - g_loss: 0.9455 - d_accuracy: 0.6225 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2731 - g_loss: 0.9436 - d_accuracy: 0.6213Epoch 451: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2711 - g_loss: 0.9436 - d_accuracy: 0.6230 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2823 - g_loss: 0.9379 - d_accuracy: 0.6200Epoch 452: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2832 - g_loss: 0.9376 - d_accuracy: 0.6187 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2679 - g_loss: 0.9460 - d_accuracy: 0.6314Epoch 453: D Accuracy = 0.6029 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2677 - g_loss: 0.9465 - d_accuracy: 0.6304 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2661 - g_loss: 0.9489 - d_accuracy: 0.6332Epoch 454: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2653 - g_loss: 0.9505 - d_accuracy: 0.6332 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2658 - g_loss: 0.9535 - d_accuracy: 0.6341Epoch 455: D Accuracy = 0.6765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2642 - g_loss: 0.9561 - d_accuracy: 0.6357 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2717 - g_loss: 0.9555 - d_accuracy: 0.6309Epoch 456: D Accuracy = 0.6127 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2725 - g_loss: 0.9551 - d_accuracy: 0.6303 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9538 - d_accuracy: 0.6259Epoch 457: D Accuracy = 0.6324 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2735 - g_loss: 0.9557 - d_accuracy: 0.6261 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9451 - d_accuracy: 0.6256Epoch 458: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2761 - g_loss: 0.9426 - d_accuracy: 0.6265 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9521 - d_accuracy: 0.6279Epoch 459: D Accuracy = 0.5784 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2716 - g_loss: 0.9531 - d_accuracy: 0.6261 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9455 - d_accuracy: 0.6389Epoch 460: D Accuracy = 0.6225 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2673 - g_loss: 0.9415 - d_accuracy: 0.6384 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9462 - d_accuracy: 0.6243Epoch 461: D Accuracy = 0.6324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2748 - g_loss: 0.9436 - d_accuracy: 0.6245 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2666 - g_loss: 0.9525 - d_accuracy: 0.6357Epoch 462: D Accuracy = 0.5784 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2678 - g_loss: 0.9550 - d_accuracy: 0.6337 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2794 - g_loss: 0.9415 - d_accuracy: 0.6207Epoch 463: D Accuracy = 0.5882 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2800 - g_loss: 0.9422 - d_accuracy: 0.6196
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2698 - g_loss: 0.9497 - d_accuracy: 0.6303Epoch 464: D Accuracy = 0.6422 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2697 - g_loss: 0.9512 - d_accuracy: 0.6307 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9545 - d_accuracy: 0.6384Epoch 465: D Accuracy = 0.5735 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2619 - g_loss: 0.9507 - d_accuracy: 0.6361 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2730 - g_loss: 0.9446 - d_accuracy: 0.6212Epoch 466: D Accuracy = 0.6912 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2707 - g_loss: 0.9442 - d_accuracy: 0.6237 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9597 - d_accuracy: 0.6383Epoch 467: D Accuracy = 0.6078 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2627 - g_loss: 0.9631 - d_accuracy: 0.6372 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 0.9566 - d_accuracy: 0.6321Epoch 468: D Accuracy = 0.6373 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2643 - g_loss: 0.9612 - d_accuracy: 0.6323 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2631 - g_loss: 0.9487 - d_accuracy: 0.6390Epoch 469: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2627 - g_loss: 0.9475 - d_accuracy: 0.6395 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9627 - d_accuracy: 0.6302Epoch 470: D Accuracy = 0.6127 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2610 - g_loss: 0.9687 - d_accuracy: 0.6296 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2692 - g_loss: 0.9515 - d_accuracy: 0.6283Epoch 471: D Accuracy = 0.5784 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2712 - g_loss: 0.9504 - d_accuracy: 0.6266 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2613 - g_loss: 0.9599 - d_accuracy: 0.6450Epoch 472: D Accuracy = 0.6569 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2595 - g_loss: 0.9615 - d_accuracy: 0.6454 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 0.9510 - d_accuracy: 0.6360Epoch 473: D Accuracy = 0.5931 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2658 - g_loss: 0.9483 - d_accuracy: 0.6344 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2636 - g_loss: 0.9607 - d_accuracy: 0.6346Epoch 474: D Accuracy = 0.6422 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2642 - g_loss: 0.9565 - d_accuracy: 0.6349 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2624 - g_loss: 0.9635 - d_accuracy: 0.6350Epoch 475: D Accuracy = 0.5980 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2639 - g_loss: 0.9607 - d_accuracy: 0.6337 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 0.9652 - d_accuracy: 0.6413Epoch 476: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2586 - g_loss: 0.9648 - d_accuracy: 0.6422 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 0.9626 - d_accuracy: 0.6463Epoch 477: D Accuracy = 0.6814 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2571 - g_loss: 0.9626 - d_accuracy: 0.6476 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9565 - d_accuracy: 0.6288Epoch 478: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2650 - g_loss: 0.9555 - d_accuracy: 0.6300 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 0.9595 - d_accuracy: 0.6381Epoch 479: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2626 - g_loss: 0.9570 - d_accuracy: 0.6389 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2671 - g_loss: 0.9629 - d_accuracy: 0.6299Epoch 480: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2680 - g_loss: 0.9624 - d_accuracy: 0.6295 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2603 - g_loss: 0.9641 - d_accuracy: 0.6348Epoch 481: D Accuracy = 0.5735 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2624 - g_loss: 0.9613 - d_accuracy: 0.6326 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2639 - g_loss: 0.9528 - d_accuracy: 0.6303Epoch 482: D Accuracy = 0.6422 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2627 - g_loss: 0.9534 - d_accuracy: 0.6307 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2608 - g_loss: 0.9654 - d_accuracy: 0.6368Epoch 483: D Accuracy = 0.6814 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2609 - g_loss: 0.9636 - d_accuracy: 0.6384 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2589 - g_loss: 0.9634 - d_accuracy: 0.6460Epoch 484: D Accuracy = 0.6814 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2583 - g_loss: 0.9584 - d_accuracy: 0.6473 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9678 - d_accuracy: 0.6390Epoch 485: D Accuracy = 0.6520 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2585 - g_loss: 0.9652 - d_accuracy: 0.6395 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2550 - g_loss: 0.9664 - d_accuracy: 0.6464Epoch 486: D Accuracy = 0.6127 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2559 - g_loss: 0.9660 - d_accuracy: 0.6452 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2493 - g_loss: 0.9715 - d_accuracy: 0.6421Epoch 487: D Accuracy = 0.6618 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2489 - g_loss: 0.9710 - d_accuracy: 0.6428 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2562 - g_loss: 0.9648 - d_accuracy: 0.6399Epoch 488: D Accuracy = 0.6373 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2561 - g_loss: 0.9675 - d_accuracy: 0.6398 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 0.9693 - d_accuracy: 0.6410Epoch 489: D Accuracy = 0.5882 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2585 - g_loss: 0.9704 - d_accuracy: 0.6391 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2586 - g_loss: 0.9607 - d_accuracy: 0.6399Epoch 490: D Accuracy = 0.5980 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2604 - g_loss: 0.9578 - d_accuracy: 0.6384 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9706 - d_accuracy: 0.6362Epoch 491: D Accuracy = 0.7010 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2566 - g_loss: 0.9731 - d_accuracy: 0.6385 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2383 - g_loss: 0.9769 - d_accuracy: 0.6540Epoch 492: D Accuracy = 0.6569 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2380 - g_loss: 0.9750 - d_accuracy: 0.6541 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2630 - g_loss: 0.9653 - d_accuracy: 0.6323Epoch 493: D Accuracy = 0.6618 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2636 - g_loss: 0.9602 - d_accuracy: 0.6333 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9671 - d_accuracy: 0.6376Epoch 494: D Accuracy = 0.6176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2621 - g_loss: 0.9693 - d_accuracy: 0.6369 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9639 - d_accuracy: 0.6365Epoch 495: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2615 - g_loss: 0.9658 - d_accuracy: 0.6346
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2429 - g_loss: 0.9775 - d_accuracy: 0.6500Epoch 496: D Accuracy = 0.6716 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2424 - g_loss: 0.9735 - d_accuracy: 0.6508 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2497 - g_loss: 0.9784 - d_accuracy: 0.6503Epoch 497: D Accuracy = 0.6373 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2497 - g_loss: 0.9787 - d_accuracy: 0.6499 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9773 - d_accuracy: 0.6373Epoch 498: D Accuracy = 0.6176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2568 - g_loss: 0.9798 - d_accuracy: 0.6366 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2483 - g_loss: 0.9725 - d_accuracy: 0.6523Epoch 499: D Accuracy = 0.6520 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2485 - g_loss: 0.9703 - d_accuracy: 0.6523 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2467 - g_loss: 0.9798 - d_accuracy: 0.6513 Class 11 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.7059 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2466 - g_loss: 0.9766 - d_accuracy: 0.6532 Training DCGAN for class 12... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.4071 - g_loss: 0.9067 - d_accuracy: 0.5758WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0168s vs `on_train_batch_end` time: 0.0183s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.2931 - g_loss: 0.9863 - d_accuracy: 0.6502 Epoch 1: Generator loss improved from inf to 1.0554. Saving weights. Epoch 1: D Accuracy = 0.6916 27/27 [==============================] - 2s 36ms/step - d_loss: 1.2931 - g_loss: 0.9888 - d_accuracy: 0.6517 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3290 - g_loss: 0.9824 - d_accuracy: 0.6504 Epoch 2: Generator loss improved from 1.0554 to 0.9676. Saving weights. Epoch 2: D Accuracy = 0.6776 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3275 - g_loss: 0.9818 - d_accuracy: 0.6514 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2271 - g_loss: 1.0470 - d_accuracy: 0.6890Epoch 3: D Accuracy = 0.6963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2267 - g_loss: 1.0474 - d_accuracy: 0.6892 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4063 - g_loss: 0.8806 - d_accuracy: 0.5615 Epoch 4: Generator loss improved from 0.9676 to 0.7856. Saving weights. Epoch 4: D Accuracy = 0.4720 27/27 [==============================] - 1s 35ms/step - d_loss: 1.4093 - g_loss: 0.8772 - d_accuracy: 0.5583 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4250 - g_loss: 0.8473 - d_accuracy: 0.5274Epoch 5: D Accuracy = 0.5140 27/27 [==============================] - 1s 35ms/step - d_loss: 1.4249 - g_loss: 0.8469 - d_accuracy: 0.5269 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4127 - g_loss: 0.8372 - d_accuracy: 0.5159Epoch 6: D Accuracy = 0.4813 27/27 [==============================] - 1s 36ms/step - d_loss: 1.4139 - g_loss: 0.8366 - d_accuracy: 0.5147 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3947 - g_loss: 0.8274 - d_accuracy: 0.5306Epoch 7: D Accuracy = 0.5280 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3952 - g_loss: 0.8277 - d_accuracy: 0.5305 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3962 - g_loss: 0.8175 - d_accuracy: 0.5155Epoch 8: D Accuracy = 0.5093 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3964 - g_loss: 0.8174 - d_accuracy: 0.5153 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3849 - g_loss: 0.8200 - d_accuracy: 0.5248Epoch 9: D Accuracy = 0.5374 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3858 - g_loss: 0.8195 - d_accuracy: 0.5253 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3893 - g_loss: 0.8120 - d_accuracy: 0.5142Epoch 10: D Accuracy = 0.5093 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3898 - g_loss: 0.8113 - d_accuracy: 0.5141 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3729 - g_loss: 0.8237 - d_accuracy: 0.5369Epoch 11: D Accuracy = 0.5467 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3728 - g_loss: 0.8232 - d_accuracy: 0.5372 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3715 - g_loss: 0.8204 - d_accuracy: 0.5287Epoch 12: D Accuracy = 0.5607 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3705 - g_loss: 0.8208 - d_accuracy: 0.5299 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3695 - g_loss: 0.8215 - d_accuracy: 0.5395Epoch 13: D Accuracy = 0.5187 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3701 - g_loss: 0.8209 - d_accuracy: 0.5387 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3648 - g_loss: 0.8256 - d_accuracy: 0.5427Epoch 14: D Accuracy = 0.5701 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3646 - g_loss: 0.8259 - d_accuracy: 0.5437 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3583 - g_loss: 0.8298 - d_accuracy: 0.5577Epoch 15: D Accuracy = 0.5701 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3581 - g_loss: 0.8309 - d_accuracy: 0.5582 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3521 - g_loss: 0.8319 - d_accuracy: 0.5629Epoch 16: D Accuracy = 0.5421 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3526 - g_loss: 0.8321 - d_accuracy: 0.5622 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3526 - g_loss: 0.8355 - d_accuracy: 0.5558Epoch 17: D Accuracy = 0.5701 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3528 - g_loss: 0.8357 - d_accuracy: 0.5563 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3484 - g_loss: 0.8352 - d_accuracy: 0.5594Epoch 18: D Accuracy = 0.5187 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3487 - g_loss: 0.8349 - d_accuracy: 0.5580 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3450 - g_loss: 0.8416 - d_accuracy: 0.5702Epoch 19: D Accuracy = 0.5467 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3456 - g_loss: 0.8417 - d_accuracy: 0.5693 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8475 - d_accuracy: 0.5711Epoch 20: D Accuracy = 0.5421 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3375 - g_loss: 0.8473 - d_accuracy: 0.5701 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8564 - d_accuracy: 0.5865Epoch 21: D Accuracy = 0.5748 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3282 - g_loss: 0.8567 - d_accuracy: 0.5861 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3182 - g_loss: 0.8664 - d_accuracy: 0.6007Epoch 22: D Accuracy = 0.5981 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3184 - g_loss: 0.8664 - d_accuracy: 0.6006 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.8787 - d_accuracy: 0.6200Epoch 23: D Accuracy = 0.6589 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3012 - g_loss: 0.8797 - d_accuracy: 0.6214 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.8979 - d_accuracy: 0.6254Epoch 24: D Accuracy = 0.6542 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2915 - g_loss: 0.8989 - d_accuracy: 0.6264 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2846 - g_loss: 0.9063 - d_accuracy: 0.6338Epoch 25: D Accuracy = 0.6308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2859 - g_loss: 0.9054 - d_accuracy: 0.6336 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 0.9241 - d_accuracy: 0.6557Epoch 26: D Accuracy = 0.6636 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2634 - g_loss: 0.9244 - d_accuracy: 0.6559 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2438 - g_loss: 0.9491 - d_accuracy: 0.6664Epoch 27: D Accuracy = 0.6916 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2431 - g_loss: 0.9507 - d_accuracy: 0.6673 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2318 - g_loss: 0.9716 - d_accuracy: 0.6729Epoch 28: D Accuracy = 0.6682 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2315 - g_loss: 0.9691 - d_accuracy: 0.6727 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2259 - g_loss: 0.9849 - d_accuracy: 0.6720Epoch 29: D Accuracy = 0.6636 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2245 - g_loss: 0.9867 - d_accuracy: 0.6717 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2200 - g_loss: 1.0010 - d_accuracy: 0.6775Epoch 30: D Accuracy = 0.6636 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2195 - g_loss: 1.0027 - d_accuracy: 0.6770
Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2201 - g_loss: 1.0019 - d_accuracy: 0.6784Epoch 31: D Accuracy = 0.6869 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2201 - g_loss: 1.0010 - d_accuracy: 0.6787 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2194 - g_loss: 1.0106 - d_accuracy: 0.6795Epoch 32: D Accuracy = 0.6542 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2196 - g_loss: 1.0105 - d_accuracy: 0.6786 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.0301 - d_accuracy: 0.6982Epoch 33: D Accuracy = 0.7336 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2003 - g_loss: 1.0343 - d_accuracy: 0.6994 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1990 - g_loss: 1.0356 - d_accuracy: 0.6923Epoch 34: D Accuracy = 0.6963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1992 - g_loss: 1.0372 - d_accuracy: 0.6925 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2124 - g_loss: 1.0373 - d_accuracy: 0.6894Epoch 35: D Accuracy = 0.7477 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2097 - g_loss: 1.0402 - d_accuracy: 0.6915 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0229 - d_accuracy: 0.6792Epoch 36: D Accuracy = 0.6822 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2181 - g_loss: 1.0212 - d_accuracy: 0.6793 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2278 - g_loss: 1.0236 - d_accuracy: 0.6649Epoch 37: D Accuracy = 0.6355 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2291 - g_loss: 1.0248 - d_accuracy: 0.6638 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 1.0051 - d_accuracy: 0.6519Epoch 38: D Accuracy = 0.6589 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2499 - g_loss: 1.0095 - d_accuracy: 0.6521 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2452 - g_loss: 1.0057 - d_accuracy: 0.6572Epoch 39: D Accuracy = 0.6262 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2464 - g_loss: 0.9993 - d_accuracy: 0.6561 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9959 - d_accuracy: 0.6485Epoch 40: D Accuracy = 0.6215 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2632 - g_loss: 0.9951 - d_accuracy: 0.6475 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2549 - g_loss: 0.9924 - d_accuracy: 0.6488Epoch 41: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2555 - g_loss: 0.9900 - d_accuracy: 0.6482 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2680 - g_loss: 0.9802 - d_accuracy: 0.6349Epoch 42: D Accuracy = 0.6729 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2671 - g_loss: 0.9804 - d_accuracy: 0.6362 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2808 - g_loss: 0.9676 - d_accuracy: 0.6367Epoch 43: D Accuracy = 0.6215 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2811 - g_loss: 0.9653 - d_accuracy: 0.6362 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2736 - g_loss: 0.9690 - d_accuracy: 0.6352Epoch 44: D Accuracy = 0.5841 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2755 - g_loss: 0.9671 - d_accuracy: 0.6334 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2816 - g_loss: 0.9630 - d_accuracy: 0.6355Epoch 45: D Accuracy = 0.6963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2805 - g_loss: 0.9634 - d_accuracy: 0.6376 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2917 - g_loss: 0.9447 - d_accuracy: 0.6140Epoch 46: D Accuracy = 0.6402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2904 - g_loss: 0.9449 - d_accuracy: 0.6149 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2789 - g_loss: 0.9566 - d_accuracy: 0.6289Epoch 47: D Accuracy = 0.6262 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2786 - g_loss: 0.9555 - d_accuracy: 0.6289 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9527 - d_accuracy: 0.6331Epoch 48: D Accuracy = 0.6449 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2791 - g_loss: 0.9523 - d_accuracy: 0.6335 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9517 - d_accuracy: 0.6278Epoch 49: D Accuracy = 0.6262 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2820 - g_loss: 0.9490 - d_accuracy: 0.6277 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2928 - g_loss: 0.9436 - d_accuracy: 0.6232Epoch 50: D Accuracy = 0.6589 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2916 - g_loss: 0.9428 - d_accuracy: 0.6245 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2764 - g_loss: 0.9560 - d_accuracy: 0.6375Epoch 51: D Accuracy = 0.6449 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2757 - g_loss: 0.9556 - d_accuracy: 0.6377 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2931 - g_loss: 0.9434 - d_accuracy: 0.6191Epoch 52: D Accuracy = 0.5701 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2949 - g_loss: 0.9441 - d_accuracy: 0.6173 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2852 - g_loss: 0.9431 - d_accuracy: 0.6334Epoch 53: D Accuracy = 0.6449 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2857 - g_loss: 0.9443 - d_accuracy: 0.6338 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9414 - d_accuracy: 0.6232Epoch 54: D Accuracy = 0.6121 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2876 - g_loss: 0.9439 - d_accuracy: 0.6228 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2934 - g_loss: 0.9402 - d_accuracy: 0.6257Epoch 55: D Accuracy = 0.5748 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2947 - g_loss: 0.9386 - d_accuracy: 0.6239 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2985 - g_loss: 0.9376 - d_accuracy: 0.6210Epoch 56: D Accuracy = 0.6542 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2969 - g_loss: 0.9380 - d_accuracy: 0.6222 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3065 - g_loss: 0.9332 - d_accuracy: 0.6116Epoch 57: D Accuracy = 0.6449 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3053 - g_loss: 0.9339 - d_accuracy: 0.6127 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3015 - g_loss: 0.9328 - d_accuracy: 0.6169Epoch 58: D Accuracy = 0.5935 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3017 - g_loss: 0.9321 - d_accuracy: 0.6161 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 0.9296 - d_accuracy: 0.6192Epoch 59: D Accuracy = 0.6215 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2987 - g_loss: 0.9282 - d_accuracy: 0.6193 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2995 - g_loss: 0.9333 - d_accuracy: 0.6209Epoch 60: D Accuracy = 0.6355 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3004 - g_loss: 0.9336 - d_accuracy: 0.6214 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2974 - g_loss: 0.9338 - d_accuracy: 0.6174Epoch 61: D Accuracy = 0.5888 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9319 - d_accuracy: 0.6164 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2987 - g_loss: 0.9311 - d_accuracy: 0.6170Epoch 62: D Accuracy = 0.6402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2984 - g_loss: 0.9311 - d_accuracy: 0.6179 Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3020 - g_loss: 0.9307 - d_accuracy: 0.6212Epoch 63: D Accuracy = 0.5888 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3031 - g_loss: 0.9313 - d_accuracy: 0.6200 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3078 - g_loss: 0.9283 - d_accuracy: 0.6102Epoch 64: D Accuracy = 0.6636 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3073 - g_loss: 0.9266 - d_accuracy: 0.6121 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3052 - g_loss: 0.9245 - d_accuracy: 0.6148Epoch 65: D Accuracy = 0.6355 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3052 - g_loss: 0.9257 - d_accuracy: 0.6156 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3052 - g_loss: 0.9220 - d_accuracy: 0.6080Epoch 66: D Accuracy = 0.6028 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3059 - g_loss: 0.9208 - d_accuracy: 0.6078 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9315 - d_accuracy: 0.6149Epoch 67: D Accuracy = 0.6028 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2970 - g_loss: 0.9309 - d_accuracy: 0.6145 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2993 - g_loss: 0.9237 - d_accuracy: 0.6221Epoch 68: D Accuracy = 0.6121 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9225 - d_accuracy: 0.6217 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9205 - d_accuracy: 0.6102Epoch 69: D Accuracy = 0.6402 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3067 - g_loss: 0.9187 - d_accuracy: 0.6113 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2999 - g_loss: 0.9262 - d_accuracy: 0.6112Epoch 70: D Accuracy = 0.6495 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2994 - g_loss: 0.9244 - d_accuracy: 0.6125 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3071 - g_loss: 0.9254 - d_accuracy: 0.6078Epoch 71: D Accuracy = 0.6682 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3066 - g_loss: 0.9242 - d_accuracy: 0.6100 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2969 - g_loss: 0.9272 - d_accuracy: 0.6239Epoch 72: D Accuracy = 0.6589 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2960 - g_loss: 0.9274 - d_accuracy: 0.6252 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.9248 - d_accuracy: 0.6112Epoch 73: D Accuracy = 0.5701 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3105 - g_loss: 0.9249 - d_accuracy: 0.6098 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2962 - g_loss: 0.9343 - d_accuracy: 0.6145Epoch 74: D Accuracy = 0.5794 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2969 - g_loss: 0.9339 - d_accuracy: 0.6132 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9318 - d_accuracy: 0.6182 Epoch 75: Generator loss improved from 0.7856 to 0.7840. Saving weights. Epoch 75: D Accuracy = 0.5654 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2969 - g_loss: 0.9265 - d_accuracy: 0.6163 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9423 - d_accuracy: 0.6184Epoch 76: D Accuracy = 0.6028 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2967 - g_loss: 0.9419 - d_accuracy: 0.6178 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3084 - g_loss: 0.9251 - d_accuracy: 0.6074Epoch 77: D Accuracy = 0.5794 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3094 - g_loss: 0.9237 - d_accuracy: 0.6064 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3021 - g_loss: 0.9253 - d_accuracy: 0.6157Epoch 78: D Accuracy = 0.5888 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3033 - g_loss: 0.9271 - d_accuracy: 0.6147 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9206 - d_accuracy: 0.6099Epoch 79: D Accuracy = 0.5888 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3081 - g_loss: 0.9202 - d_accuracy: 0.6092 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2950 - g_loss: 0.9369 - d_accuracy: 0.6226Epoch 80: D Accuracy = 0.6449 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2962 - g_loss: 0.9383 - d_accuracy: 0.6233 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2930 - g_loss: 0.9381 - d_accuracy: 0.6308Epoch 81: D Accuracy = 0.5421 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2960 - g_loss: 0.9416 - d_accuracy: 0.6276 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3006 - g_loss: 0.9259 - d_accuracy: 0.6112Epoch 82: D Accuracy = 0.6495 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2987 - g_loss: 0.9268 - d_accuracy: 0.6125 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9392 - d_accuracy: 0.6279Epoch 83: D Accuracy = 0.5981 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2885 - g_loss: 0.9384 - d_accuracy: 0.6268 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9411 - d_accuracy: 0.6301Epoch 84: D Accuracy = 0.6542 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2827 - g_loss: 0.9402 - d_accuracy: 0.6310 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9313 - d_accuracy: 0.6204 Epoch 85: Generator loss improved from 0.7840 to 0.7673. Saving weights. Epoch 85: D Accuracy = 0.5701 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3031 - g_loss: 0.9254 - d_accuracy: 0.6186 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9278 - d_accuracy: 0.6103Epoch 86: D Accuracy = 0.7056 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3036 - g_loss: 0.9271 - d_accuracy: 0.6137 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9392 - d_accuracy: 0.6333Epoch 87: D Accuracy = 0.6682 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2829 - g_loss: 0.9366 - d_accuracy: 0.6345 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2880 - g_loss: 0.9411 - d_accuracy: 0.6285Epoch 88: D Accuracy = 0.5981 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2887 - g_loss: 0.9419 - d_accuracy: 0.6274 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9312 - d_accuracy: 0.6123Epoch 89: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2932 - g_loss: 0.9323 - d_accuracy: 0.6130 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9415 - d_accuracy: 0.6245Epoch 90: D Accuracy = 0.6495 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2891 - g_loss: 0.9416 - d_accuracy: 0.6254 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9280 - d_accuracy: 0.6081Epoch 91: D Accuracy = 0.6075 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3069 - g_loss: 0.9265 - d_accuracy: 0.6081 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3026 - g_loss: 0.9339 - d_accuracy: 0.6084Epoch 92: D Accuracy = 0.5467 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3039 - g_loss: 0.9377 - d_accuracy: 0.6062 Epoch 93/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2945 - g_loss: 0.9393 - d_accuracy: 0.6234Epoch 93: D Accuracy = 0.7056 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2917 - g_loss: 0.9415 - d_accuracy: 0.6263 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2847 - g_loss: 0.9402 - d_accuracy: 0.6247Epoch 94: D Accuracy = 0.6215 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2863 - g_loss: 0.9361 - d_accuracy: 0.6246
Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2991 - g_loss: 0.9354 - d_accuracy: 0.6127Epoch 95: D Accuracy = 0.6402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2978 - g_loss: 0.9379 - d_accuracy: 0.6137 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9296 - d_accuracy: 0.6136Epoch 96: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2974 - g_loss: 0.9267 - d_accuracy: 0.6143 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9362 - d_accuracy: 0.6103Epoch 97: D Accuracy = 0.6121 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3007 - g_loss: 0.9380 - d_accuracy: 0.6104 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2978 - g_loss: 0.9310 - d_accuracy: 0.6171Epoch 98: D Accuracy = 0.5748 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3003 - g_loss: 0.9306 - d_accuracy: 0.6156 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2874 - g_loss: 0.9416 - d_accuracy: 0.6152Epoch 99: D Accuracy = 0.6215 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2876 - g_loss: 0.9419 - d_accuracy: 0.6154 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2874 - g_loss: 0.9437 - d_accuracy: 0.6212 Class 12 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.6075 27/27 [==============================] - 1s 51ms/step - d_loss: 1.2875 - g_loss: 0.9444 - d_accuracy: 0.6207 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9412 - d_accuracy: 0.6214Epoch 101: D Accuracy = 0.6729 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2928 - g_loss: 0.9390 - d_accuracy: 0.6233 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2882 - g_loss: 0.9433 - d_accuracy: 0.6228Epoch 102: D Accuracy = 0.5654 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2912 - g_loss: 0.9434 - d_accuracy: 0.6207 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9370 - d_accuracy: 0.6180Epoch 103: D Accuracy = 0.6402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2927 - g_loss: 0.9365 - d_accuracy: 0.6188 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2866 - g_loss: 0.9377 - d_accuracy: 0.6239Epoch 104: D Accuracy = 0.6262 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2865 - g_loss: 0.9373 - d_accuracy: 0.6240 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9289 - d_accuracy: 0.6126Epoch 105: D Accuracy = 0.5607 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3004 - g_loss: 0.9293 - d_accuracy: 0.6108 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9357 - d_accuracy: 0.6222Epoch 106: D Accuracy = 0.5935 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2919 - g_loss: 0.9326 - d_accuracy: 0.6212 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9413 - d_accuracy: 0.6241Epoch 107: D Accuracy = 0.6308 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2873 - g_loss: 0.9392 - d_accuracy: 0.6243 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2954 - g_loss: 0.9368 - d_accuracy: 0.6196Epoch 108: D Accuracy = 0.5841 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2962 - g_loss: 0.9363 - d_accuracy: 0.6183 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9398 - d_accuracy: 0.6339Epoch 109: D Accuracy = 0.6869 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2830 - g_loss: 0.9360 - d_accuracy: 0.6358 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3010 - g_loss: 0.9316 - d_accuracy: 0.6106Epoch 110: D Accuracy = 0.5888 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3011 - g_loss: 0.9283 - d_accuracy: 0.6099 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2861 - g_loss: 0.9483 - d_accuracy: 0.6243Epoch 111: D Accuracy = 0.7196 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2836 - g_loss: 0.9497 - d_accuracy: 0.6277 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 0.9365 - d_accuracy: 0.6190Epoch 112: D Accuracy = 0.7336 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2942 - g_loss: 0.9356 - d_accuracy: 0.6231 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9308 - d_accuracy: 0.6191Epoch 113: D Accuracy = 0.5748 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2959 - g_loss: 0.9264 - d_accuracy: 0.6175 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9366 - d_accuracy: 0.6121Epoch 114: D Accuracy = 0.5701 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2948 - g_loss: 0.9373 - d_accuracy: 0.6106 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2823 - g_loss: 0.9424 - d_accuracy: 0.6288Epoch 115: D Accuracy = 0.5701 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2839 - g_loss: 0.9430 - d_accuracy: 0.6267 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9413 - d_accuracy: 0.6277Epoch 116: D Accuracy = 0.5888 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2848 - g_loss: 0.9408 - d_accuracy: 0.6263 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9407 - d_accuracy: 0.6261Epoch 117: D Accuracy = 0.6822 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2840 - g_loss: 0.9406 - d_accuracy: 0.6281 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9470 - d_accuracy: 0.6317Epoch 118: D Accuracy = 0.6542 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2787 - g_loss: 0.9464 - d_accuracy: 0.6325 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 0.9382 - d_accuracy: 0.6141Epoch 119: D Accuracy = 0.6028 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3003 - g_loss: 0.9372 - d_accuracy: 0.6136 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9432 - d_accuracy: 0.6312Epoch 120: D Accuracy = 0.6682 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2810 - g_loss: 0.9413 - d_accuracy: 0.6326 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2840 - g_loss: 0.9411 - d_accuracy: 0.6254Epoch 121: D Accuracy = 0.6542 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2830 - g_loss: 0.9409 - d_accuracy: 0.6264 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2809 - g_loss: 0.9450 - d_accuracy: 0.6244Epoch 122: D Accuracy = 0.6215 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2794 - g_loss: 0.9476 - d_accuracy: 0.6243 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9384 - d_accuracy: 0.6220Epoch 123: D Accuracy = 0.5981 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2896 - g_loss: 0.9368 - d_accuracy: 0.6211 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9349 - d_accuracy: 0.6113Epoch 124: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3001 - g_loss: 0.9335 - d_accuracy: 0.6120 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9379 - d_accuracy: 0.6212Epoch 125: D Accuracy = 0.6589 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2888 - g_loss: 0.9363 - d_accuracy: 0.6225 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9464 - d_accuracy: 0.6248Epoch 126: D Accuracy = 0.6355 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2795 - g_loss: 0.9480 - d_accuracy: 0.6252 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9345 - d_accuracy: 0.6254Epoch 127: D Accuracy = 0.6121 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2908 - g_loss: 0.9323 - d_accuracy: 0.6249 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9416 - d_accuracy: 0.6156Epoch 128: D Accuracy = 0.5888 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2904 - g_loss: 0.9410 - d_accuracy: 0.6146 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9487 - d_accuracy: 0.6292Epoch 129: D Accuracy = 0.6168 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2833 - g_loss: 0.9487 - d_accuracy: 0.6287 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2917 - g_loss: 0.9390 - d_accuracy: 0.6259Epoch 130: D Accuracy = 0.6682 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2900 - g_loss: 0.9411 - d_accuracy: 0.6274 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2847 - g_loss: 0.9454 - d_accuracy: 0.6289Epoch 131: D Accuracy = 0.6682 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2842 - g_loss: 0.9445 - d_accuracy: 0.6303 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9488 - d_accuracy: 0.6254Epoch 132: D Accuracy = 0.6355 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2855 - g_loss: 0.9503 - d_accuracy: 0.6258 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9444 - d_accuracy: 0.6240Epoch 133: D Accuracy = 0.5748 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2898 - g_loss: 0.9441 - d_accuracy: 0.6222 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9417 - d_accuracy: 0.6294Epoch 134: D Accuracy = 0.5888 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2885 - g_loss: 0.9402 - d_accuracy: 0.6280 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2821 - g_loss: 0.9414 - d_accuracy: 0.6233Epoch 135: D Accuracy = 0.6168 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2816 - g_loss: 0.9409 - d_accuracy: 0.6230 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2793 - g_loss: 0.9490 - d_accuracy: 0.6261Epoch 136: D Accuracy = 0.6729 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2793 - g_loss: 0.9455 - d_accuracy: 0.6277 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9473 - d_accuracy: 0.6303Epoch 137: D Accuracy = 0.6869 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2778 - g_loss: 0.9448 - d_accuracy: 0.6324 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2754 - g_loss: 0.9552 - d_accuracy: 0.6346Epoch 138: D Accuracy = 0.6682 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2733 - g_loss: 0.9556 - d_accuracy: 0.6358 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2707 - g_loss: 0.9518 - d_accuracy: 0.6410Epoch 139: D Accuracy = 0.6636 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2689 - g_loss: 0.9531 - d_accuracy: 0.6418 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2776 - g_loss: 0.9528 - d_accuracy: 0.6221Epoch 140: D Accuracy = 0.6589 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2771 - g_loss: 0.9511 - d_accuracy: 0.6234 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2833 - g_loss: 0.9464 - d_accuracy: 0.6235Epoch 141: D Accuracy = 0.5935 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2853 - g_loss: 0.9438 - d_accuracy: 0.6225 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9509 - d_accuracy: 0.6243Epoch 142: D Accuracy = 0.6449 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2828 - g_loss: 0.9514 - d_accuracy: 0.6250 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9613 - d_accuracy: 0.6440Epoch 143: D Accuracy = 0.6495 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2629 - g_loss: 0.9652 - d_accuracy: 0.6442 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2874 - g_loss: 0.9476 - d_accuracy: 0.6258Epoch 144: D Accuracy = 0.6636 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2859 - g_loss: 0.9447 - d_accuracy: 0.6272 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2770 - g_loss: 0.9541 - d_accuracy: 0.6348Epoch 145: D Accuracy = 0.6682 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2767 - g_loss: 0.9521 - d_accuracy: 0.6360 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9507 - d_accuracy: 0.6223Epoch 146: D Accuracy = 0.6262 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2819 - g_loss: 0.9509 - d_accuracy: 0.6224 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2732 - g_loss: 0.9489 - d_accuracy: 0.6402Epoch 147: D Accuracy = 0.6869 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2730 - g_loss: 0.9443 - d_accuracy: 0.6418 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2707 - g_loss: 0.9649 - d_accuracy: 0.6303Epoch 148: D Accuracy = 0.5935 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2711 - g_loss: 0.9652 - d_accuracy: 0.6290 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2870 - g_loss: 0.9485 - d_accuracy: 0.6194Epoch 149: D Accuracy = 0.5841 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2887 - g_loss: 0.9517 - d_accuracy: 0.6182 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 0.9501 - d_accuracy: 0.6357Epoch 150: D Accuracy = 0.6495 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2759 - g_loss: 0.9461 - d_accuracy: 0.6362 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2901 - g_loss: 0.9507 - d_accuracy: 0.6262Epoch 151: D Accuracy = 0.6495 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2900 - g_loss: 0.9486 - d_accuracy: 0.6270 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9552 - d_accuracy: 0.6294Epoch 152: D Accuracy = 0.6355 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2704 - g_loss: 0.9563 - d_accuracy: 0.6297 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9657 - d_accuracy: 0.6356Epoch 153: D Accuracy = 0.6495 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2648 - g_loss: 0.9682 - d_accuracy: 0.6361 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9597 - d_accuracy: 0.6419Epoch 154: D Accuracy = 0.6449 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2712 - g_loss: 0.9603 - d_accuracy: 0.6420 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9481 - d_accuracy: 0.6279Epoch 155: D Accuracy = 0.5514 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2838 - g_loss: 0.9417 - d_accuracy: 0.6252 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2744 - g_loss: 0.9626 - d_accuracy: 0.6296Epoch 156: D Accuracy = 0.6168 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2747 - g_loss: 0.9670 - d_accuracy: 0.6292 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2790 - g_loss: 0.9506 - d_accuracy: 0.6293Epoch 157: D Accuracy = 0.6542 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2783 - g_loss: 0.9535 - d_accuracy: 0.6302 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2689 - g_loss: 0.9590 - d_accuracy: 0.6449Epoch 158: D Accuracy = 0.6028 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2688 - g_loss: 0.9632 - d_accuracy: 0.6434 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2767 - g_loss: 0.9507 - d_accuracy: 0.6307Epoch 159: D Accuracy = 0.6449 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2765 - g_loss: 0.9483 - d_accuracy: 0.6312 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9544 - d_accuracy: 0.6284Epoch 160: D Accuracy = 0.6542 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2769 - g_loss: 0.9553 - d_accuracy: 0.6293 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2650 - g_loss: 0.9613 - d_accuracy: 0.6447Epoch 161: D Accuracy = 0.6682 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2629 - g_loss: 0.9645 - d_accuracy: 0.6455 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9534 - d_accuracy: 0.6380Epoch 162: D Accuracy = 0.6075 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2723 - g_loss: 0.9528 - d_accuracy: 0.6369 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9630 - d_accuracy: 0.6437Epoch 163: D Accuracy = 0.6776 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2628 - g_loss: 0.9617 - d_accuracy: 0.6449
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2628 - g_loss: 0.9687 - d_accuracy: 0.6371Epoch 164: D Accuracy = 0.5935 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2635 - g_loss: 0.9702 - d_accuracy: 0.6356 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2632 - g_loss: 0.9693 - d_accuracy: 0.6478Epoch 165: D Accuracy = 0.6308 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2631 - g_loss: 0.9698 - d_accuracy: 0.6472 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9654 - d_accuracy: 0.6397Epoch 166: D Accuracy = 0.6495 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2672 - g_loss: 0.9670 - d_accuracy: 0.6400 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2619 - g_loss: 0.9663 - d_accuracy: 0.6440Epoch 167: D Accuracy = 0.6075 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2643 - g_loss: 0.9647 - d_accuracy: 0.6427 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9649 - d_accuracy: 0.6355Epoch 168: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2682 - g_loss: 0.9627 - d_accuracy: 0.6353 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2591 - g_loss: 0.9730 - d_accuracy: 0.6457Epoch 169: D Accuracy = 0.6729 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2583 - g_loss: 0.9705 - d_accuracy: 0.6467 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9638 - d_accuracy: 0.6346Epoch 170: D Accuracy = 0.6495 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2699 - g_loss: 0.9624 - d_accuracy: 0.6351 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2585 - g_loss: 0.9746 - d_accuracy: 0.6492Epoch 171: D Accuracy = 0.5701 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2617 - g_loss: 0.9734 - d_accuracy: 0.6463 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2655 - g_loss: 0.9676 - d_accuracy: 0.6338Epoch 172: D Accuracy = 0.6589 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2640 - g_loss: 0.9673 - d_accuracy: 0.6347 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 0.9652 - d_accuracy: 0.6435Epoch 173: D Accuracy = 0.6916 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2626 - g_loss: 0.9646 - d_accuracy: 0.6452 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9718 - d_accuracy: 0.6383Epoch 174: D Accuracy = 0.7290 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2527 - g_loss: 0.9733 - d_accuracy: 0.6415 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9835 - d_accuracy: 0.6457Epoch 175: D Accuracy = 0.6215 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2556 - g_loss: 0.9875 - d_accuracy: 0.6448 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2681 - g_loss: 0.9608 - d_accuracy: 0.6361Epoch 176: D Accuracy = 0.7243 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2656 - g_loss: 0.9613 - d_accuracy: 0.6392 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2537 - g_loss: 0.9751 - d_accuracy: 0.6493Epoch 177: D Accuracy = 0.6869 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2526 - g_loss: 0.9742 - d_accuracy: 0.6506 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2471 - g_loss: 0.9822 - d_accuracy: 0.6533Epoch 178: D Accuracy = 0.6776 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2458 - g_loss: 0.9836 - d_accuracy: 0.6541 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2533 - g_loss: 0.9800 - d_accuracy: 0.6517Epoch 179: D Accuracy = 0.6495 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2537 - g_loss: 0.9800 - d_accuracy: 0.6516 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2611 - g_loss: 0.9747 - d_accuracy: 0.6409Epoch 180: D Accuracy = 0.6355 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2607 - g_loss: 0.9738 - d_accuracy: 0.6407 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2600 - g_loss: 0.9772 - d_accuracy: 0.6445Epoch 181: D Accuracy = 0.6449 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2608 - g_loss: 0.9747 - d_accuracy: 0.6446 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9719 - d_accuracy: 0.6484Epoch 182: D Accuracy = 0.6589 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2561 - g_loss: 0.9725 - d_accuracy: 0.6488 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2543 - g_loss: 0.9775 - d_accuracy: 0.6473Epoch 183: D Accuracy = 0.5935 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2567 - g_loss: 0.9763 - d_accuracy: 0.6453 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2568 - g_loss: 0.9761 - d_accuracy: 0.6445Epoch 184: D Accuracy = 0.6075 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2560 - g_loss: 0.9816 - d_accuracy: 0.6431 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9777 - d_accuracy: 0.6456Epoch 185: D Accuracy = 0.5888 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2561 - g_loss: 0.9755 - d_accuracy: 0.6436 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2435 - g_loss: 0.9926 - d_accuracy: 0.6579Epoch 186: D Accuracy = 0.7056 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2436 - g_loss: 0.9871 - d_accuracy: 0.6596 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 0.9714 - d_accuracy: 0.6431Epoch 187: D Accuracy = 0.7196 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2623 - g_loss: 0.9705 - d_accuracy: 0.6458 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9743 - d_accuracy: 0.6480Epoch 188: D Accuracy = 0.6215 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2606 - g_loss: 0.9696 - d_accuracy: 0.6471 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2578 - g_loss: 0.9844 - d_accuracy: 0.6414Epoch 189: D Accuracy = 0.5841 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2596 - g_loss: 0.9865 - d_accuracy: 0.6394 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2535 - g_loss: 0.9821 - d_accuracy: 0.6411Epoch 190: D Accuracy = 0.6262 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2531 - g_loss: 0.9882 - d_accuracy: 0.6406 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9746 - d_accuracy: 0.6486Epoch 191: D Accuracy = 0.6776 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2580 - g_loss: 0.9750 - d_accuracy: 0.6497 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2495 - g_loss: 0.9831 - d_accuracy: 0.6499Epoch 192: D Accuracy = 0.7009 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2475 - g_loss: 0.9840 - d_accuracy: 0.6518 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2634 - g_loss: 0.9715 - d_accuracy: 0.6378Epoch 193: D Accuracy = 0.6963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2619 - g_loss: 0.9706 - d_accuracy: 0.6399 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9830 - d_accuracy: 0.6501Epoch 194: D Accuracy = 0.6589 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2538 - g_loss: 0.9821 - d_accuracy: 0.6504 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9859 - d_accuracy: 0.6477Epoch 195: D Accuracy = 0.5981 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2552 - g_loss: 0.9857 - d_accuracy: 0.6460
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2499 - g_loss: 0.9856 - d_accuracy: 0.6505Epoch 196: D Accuracy = 0.5794 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2519 - g_loss: 0.9873 - d_accuracy: 0.6480 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2578 - g_loss: 0.9766 - d_accuracy: 0.6395Epoch 197: D Accuracy = 0.6449 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2591 - g_loss: 0.9767 - d_accuracy: 0.6397 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2455 - g_loss: 0.9912 - d_accuracy: 0.6473Epoch 198: D Accuracy = 0.6636 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2459 - g_loss: 0.9913 - d_accuracy: 0.6478 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2473 - g_loss: 0.9813 - d_accuracy: 0.6515Epoch 199: D Accuracy = 0.6449 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2474 - g_loss: 0.9803 - d_accuracy: 0.6513 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2364 - g_loss: 0.9995 - d_accuracy: 0.6597 Class 12 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.6215 27/27 [==============================] - 1s 42ms/step - d_loss: 1.2366 - g_loss: 1.0012 - d_accuracy: 0.6584 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2471 - g_loss: 0.9893 - d_accuracy: 0.6461Epoch 201: D Accuracy = 0.6168 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2478 - g_loss: 0.9909 - d_accuracy: 0.6451 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2494 - g_loss: 0.9920 - d_accuracy: 0.6508Epoch 202: D Accuracy = 0.6215 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2493 - g_loss: 0.9963 - d_accuracy: 0.6497 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2416 - g_loss: 0.9973 - d_accuracy: 0.6493Epoch 203: D Accuracy = 0.5935 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2428 - g_loss: 1.0044 - d_accuracy: 0.6473 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2460 - g_loss: 0.9917 - d_accuracy: 0.6523Epoch 204: D Accuracy = 0.7009 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2448 - g_loss: 0.9898 - d_accuracy: 0.6540 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2452 - g_loss: 0.9963 - d_accuracy: 0.6492Epoch 205: D Accuracy = 0.6542 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2458 - g_loss: 0.9950 - d_accuracy: 0.6494 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 0.9939 - d_accuracy: 0.6561Epoch 206: D Accuracy = 0.6355 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2405 - g_loss: 0.9965 - d_accuracy: 0.6553 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2389 - g_loss: 0.9984 - d_accuracy: 0.6554Epoch 207: D Accuracy = 0.6215 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2392 - g_loss: 1.0021 - d_accuracy: 0.6542 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 0.9877 - d_accuracy: 0.6519Epoch 208: D Accuracy = 0.6449 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2509 - g_loss: 0.9842 - d_accuracy: 0.6517 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2461 - g_loss: 0.9911 - d_accuracy: 0.6498Epoch 209: D Accuracy = 0.7477 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2434 - g_loss: 0.9926 - d_accuracy: 0.6533 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2287 - g_loss: 1.0011 - d_accuracy: 0.6630Epoch 210: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2306 - g_loss: 1.0007 - d_accuracy: 0.6618 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2435 - g_loss: 0.9976 - d_accuracy: 0.6534Epoch 211: D Accuracy = 0.7009 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2410 - g_loss: 1.0025 - d_accuracy: 0.6551 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9915 - d_accuracy: 0.6609Epoch 212: D Accuracy = 0.6682 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2445 - g_loss: 0.9908 - d_accuracy: 0.6612 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2471 - g_loss: 0.9924 - d_accuracy: 0.6510Epoch 213: D Accuracy = 0.7150 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2458 - g_loss: 0.9918 - d_accuracy: 0.6533 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 0.9991 - d_accuracy: 0.6561Epoch 214: D Accuracy = 0.6215 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2383 - g_loss: 0.9958 - d_accuracy: 0.6549 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 0.9902 - d_accuracy: 0.6554Epoch 215: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2450 - g_loss: 0.9862 - d_accuracy: 0.6575 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9986 - d_accuracy: 0.6554Epoch 216: D Accuracy = 0.6729 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2402 - g_loss: 0.9985 - d_accuracy: 0.6560 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2416 - g_loss: 1.0041 - d_accuracy: 0.6522Epoch 217: D Accuracy = 0.6449 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2415 - g_loss: 1.0095 - d_accuracy: 0.6519 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2255 - g_loss: 1.0060 - d_accuracy: 0.6656Epoch 218: D Accuracy = 0.6402 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2251 - g_loss: 1.0093 - d_accuracy: 0.6647 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 1.0024 - d_accuracy: 0.6584Epoch 219: D Accuracy = 0.6449 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2406 - g_loss: 1.0083 - d_accuracy: 0.6579 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2385 - g_loss: 1.0004 - d_accuracy: 0.6680Epoch 220: D Accuracy = 0.6729 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2393 - g_loss: 1.0006 - d_accuracy: 0.6682 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2516 - g_loss: 0.9935 - d_accuracy: 0.6379Epoch 221: D Accuracy = 0.5794 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2531 - g_loss: 0.9947 - d_accuracy: 0.6358 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2395 - g_loss: 0.9923 - d_accuracy: 0.6624Epoch 222: D Accuracy = 0.6355 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2417 - g_loss: 0.9899 - d_accuracy: 0.6615 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2352 - g_loss: 0.9984 - d_accuracy: 0.6645Epoch 223: D Accuracy = 0.6729 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2346 - g_loss: 0.9951 - d_accuracy: 0.6648 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2277 - g_loss: 1.0086 - d_accuracy: 0.6656Epoch 224: D Accuracy = 0.7056 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2266 - g_loss: 1.0057 - d_accuracy: 0.6670 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2448 - g_loss: 1.0000 - d_accuracy: 0.6515Epoch 225: D Accuracy = 0.6308 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2451 - g_loss: 1.0017 - d_accuracy: 0.6508 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2373 - g_loss: 1.0030 - d_accuracy: 0.6624Epoch 226: D Accuracy = 0.6869 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2351 - g_loss: 1.0067 - d_accuracy: 0.6633 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2412 - g_loss: 1.0011 - d_accuracy: 0.6650Epoch 227: D Accuracy = 0.6542 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2415 - g_loss: 1.0076 - d_accuracy: 0.6646 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2313 - g_loss: 1.0024 - d_accuracy: 0.6596Epoch 228: D Accuracy = 0.6308 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2322 - g_loss: 1.0006 - d_accuracy: 0.6586 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2335 - g_loss: 1.0008 - d_accuracy: 0.6589Epoch 229: D Accuracy = 0.5607 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2371 - g_loss: 0.9930 - d_accuracy: 0.6554 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2313 - g_loss: 1.0083 - d_accuracy: 0.6647Epoch 230: D Accuracy = 0.7710 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2281 - g_loss: 1.0092 - d_accuracy: 0.6685 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2253 - g_loss: 1.0222 - d_accuracy: 0.6571Epoch 231: D Accuracy = 0.6168 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2276 - g_loss: 1.0217 - d_accuracy: 0.6557 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2307 - g_loss: 1.0048 - d_accuracy: 0.6635Epoch 232: D Accuracy = 0.6963 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2308 - g_loss: 1.0038 - d_accuracy: 0.6647 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 1.0026 - d_accuracy: 0.6612Epoch 233: D Accuracy = 0.6495 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2382 - g_loss: 1.0023 - d_accuracy: 0.6608 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2271 - g_loss: 1.0076 - d_accuracy: 0.6646Epoch 234: D Accuracy = 0.6869 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2265 - g_loss: 1.0061 - d_accuracy: 0.6654 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2281 - g_loss: 1.0160 - d_accuracy: 0.6618Epoch 235: D Accuracy = 0.6449 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2290 - g_loss: 1.0131 - d_accuracy: 0.6612 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 1.0137 - d_accuracy: 0.6692Epoch 236: D Accuracy = 0.6729 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2218 - g_loss: 1.0149 - d_accuracy: 0.6693 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2202 - g_loss: 1.0170 - d_accuracy: 0.6742Epoch 237: D Accuracy = 0.6682 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2198 - g_loss: 1.0217 - d_accuracy: 0.6740 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2353 - g_loss: 1.0058 - d_accuracy: 0.6591Epoch 238: D Accuracy = 0.6308 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2364 - g_loss: 1.0034 - d_accuracy: 0.6581 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 0.9990 - d_accuracy: 0.6543Epoch 239: D Accuracy = 0.6776 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2460 - g_loss: 0.9987 - d_accuracy: 0.6551 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2400 - g_loss: 1.0043 - d_accuracy: 0.6518Epoch 240: D Accuracy = 0.6963 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2390 - g_loss: 1.0025 - d_accuracy: 0.6534 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2240 - g_loss: 1.0133 - d_accuracy: 0.6669Epoch 241: D Accuracy = 0.6589 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2244 - g_loss: 1.0121 - d_accuracy: 0.6666 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9994 - d_accuracy: 0.6572Epoch 242: D Accuracy = 0.7103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2395 - g_loss: 0.9983 - d_accuracy: 0.6591 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2303 - g_loss: 1.0123 - d_accuracy: 0.6662Epoch 243: D Accuracy = 0.6916 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2275 - g_loss: 1.0158 - d_accuracy: 0.6671 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2370 - g_loss: 1.0050 - d_accuracy: 0.6611Epoch 244: D Accuracy = 0.5841 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2392 - g_loss: 1.0017 - d_accuracy: 0.6584 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2269 - g_loss: 1.0162 - d_accuracy: 0.6612Epoch 245: D Accuracy = 0.6402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2262 - g_loss: 1.0187 - d_accuracy: 0.6604 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 1.0217 - d_accuracy: 0.6712Epoch 246: D Accuracy = 0.6682 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2207 - g_loss: 1.0262 - d_accuracy: 0.6711 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2258 - g_loss: 1.0185 - d_accuracy: 0.6613Epoch 247: D Accuracy = 0.6682 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2239 - g_loss: 1.0258 - d_accuracy: 0.6616 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2333 - g_loss: 1.0092 - d_accuracy: 0.6602Epoch 248: D Accuracy = 0.6542 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2332 - g_loss: 1.0084 - d_accuracy: 0.6600 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 1.0236 - d_accuracy: 0.6656Epoch 249: D Accuracy = 0.6776 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2287 - g_loss: 1.0267 - d_accuracy: 0.6660 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 1.0135 - d_accuracy: 0.6624Epoch 250: D Accuracy = 0.7336 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2288 - g_loss: 1.0115 - d_accuracy: 0.6650 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.0222 - d_accuracy: 0.6714Epoch 251: D Accuracy = 0.5935 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2227 - g_loss: 1.0251 - d_accuracy: 0.6686 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2236 - g_loss: 1.0225 - d_accuracy: 0.6754Epoch 252: D Accuracy = 0.6822 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2230 - g_loss: 1.0240 - d_accuracy: 0.6757 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2251 - g_loss: 1.0137 - d_accuracy: 0.6743Epoch 253: D Accuracy = 0.7103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2242 - g_loss: 1.0096 - d_accuracy: 0.6756 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 1.0118 - d_accuracy: 0.6623Epoch 254: D Accuracy = 0.6869 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2321 - g_loss: 1.0149 - d_accuracy: 0.6632 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2182 - g_loss: 1.0320 - d_accuracy: 0.6661Epoch 255: D Accuracy = 0.5561 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2208 - g_loss: 1.0328 - d_accuracy: 0.6622 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2252 - g_loss: 1.0150 - d_accuracy: 0.6648Epoch 256: D Accuracy = 0.6449 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2258 - g_loss: 1.0141 - d_accuracy: 0.6641 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2252 - g_loss: 1.0157 - d_accuracy: 0.6634Epoch 257: D Accuracy = 0.6589 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2248 - g_loss: 1.0150 - d_accuracy: 0.6633 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2254 - g_loss: 1.0149 - d_accuracy: 0.6666Epoch 258: D Accuracy = 0.6028 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2274 - g_loss: 1.0175 - d_accuracy: 0.6643 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2181 - g_loss: 1.0151 - d_accuracy: 0.6717Epoch 259: D Accuracy = 0.6402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2202 - g_loss: 1.0131 - d_accuracy: 0.6706 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2208 - g_loss: 1.0292 - d_accuracy: 0.6700Epoch 260: D Accuracy = 0.6121 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2227 - g_loss: 1.0264 - d_accuracy: 0.6679 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2287 - g_loss: 1.0212 - d_accuracy: 0.6646Epoch 261: D Accuracy = 0.6776 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2277 - g_loss: 1.0219 - d_accuracy: 0.6650 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2051 - g_loss: 1.0348 - d_accuracy: 0.6805Epoch 262: D Accuracy = 0.6542 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2068 - g_loss: 1.0331 - d_accuracy: 0.6795 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2273 - g_loss: 1.0209 - d_accuracy: 0.6687Epoch 263: D Accuracy = 0.6402 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2276 - g_loss: 1.0236 - d_accuracy: 0.6677
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2165 - g_loss: 1.0291 - d_accuracy: 0.6601Epoch 264: D Accuracy = 0.7103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2143 - g_loss: 1.0322 - d_accuracy: 0.6619 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2131 - g_loss: 1.0240 - d_accuracy: 0.6767Epoch 265: D Accuracy = 0.6449 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2147 - g_loss: 1.0250 - d_accuracy: 0.6755 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.0431 - d_accuracy: 0.6841Epoch 266: D Accuracy = 0.7243 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2014 - g_loss: 1.0417 - d_accuracy: 0.6855 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2070 - g_loss: 1.0400 - d_accuracy: 0.6807Epoch 267: D Accuracy = 0.6682 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2066 - g_loss: 1.0445 - d_accuracy: 0.6803 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2135 - g_loss: 1.0259 - d_accuracy: 0.6695Epoch 268: D Accuracy = 0.6822 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2123 - g_loss: 1.0256 - d_accuracy: 0.6700 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2050 - g_loss: 1.0379 - d_accuracy: 0.6860Epoch 269: D Accuracy = 0.7009 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2056 - g_loss: 1.0357 - d_accuracy: 0.6865 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.0306 - d_accuracy: 0.6722Epoch 270: D Accuracy = 0.6542 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2202 - g_loss: 1.0288 - d_accuracy: 0.6716 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2199 - g_loss: 1.0322 - d_accuracy: 0.6685Epoch 271: D Accuracy = 0.6636 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2187 - g_loss: 1.0307 - d_accuracy: 0.6684 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2033 - g_loss: 1.0373 - d_accuracy: 0.6771Epoch 272: D Accuracy = 0.6495 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2044 - g_loss: 1.0378 - d_accuracy: 0.6761 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2265 - g_loss: 1.0182 - d_accuracy: 0.6647Epoch 273: D Accuracy = 0.7523 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2251 - g_loss: 1.0128 - d_accuracy: 0.6679 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.0340 - d_accuracy: 0.6730Epoch 274: D Accuracy = 0.6075 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2136 - g_loss: 1.0346 - d_accuracy: 0.6706 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2126 - g_loss: 1.0392 - d_accuracy: 0.6786Epoch 275: D Accuracy = 0.6355 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2139 - g_loss: 1.0458 - d_accuracy: 0.6771 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0251 - d_accuracy: 0.6767Epoch 276: D Accuracy = 0.6963 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2134 - g_loss: 1.0274 - d_accuracy: 0.6774 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2076 - g_loss: 1.0353 - d_accuracy: 0.6730Epoch 277: D Accuracy = 0.7290 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2062 - g_loss: 1.0356 - d_accuracy: 0.6750 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2262 - g_loss: 1.0209 - d_accuracy: 0.6646Epoch 278: D Accuracy = 0.6542 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2289 - g_loss: 1.0155 - d_accuracy: 0.6642 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2174 - g_loss: 1.0328 - d_accuracy: 0.6716Epoch 279: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2161 - g_loss: 1.0340 - d_accuracy: 0.6731 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2234 - g_loss: 1.0215 - d_accuracy: 0.6690Epoch 280: D Accuracy = 0.6636 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2244 - g_loss: 1.0176 - d_accuracy: 0.6688 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2164 - g_loss: 1.0399 - d_accuracy: 0.6672Epoch 281: D Accuracy = 0.7477 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2152 - g_loss: 1.0401 - d_accuracy: 0.6700 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2180 - g_loss: 1.0349 - d_accuracy: 0.6646Epoch 282: D Accuracy = 0.5467 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2219 - g_loss: 1.0319 - d_accuracy: 0.6604 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2171 - g_loss: 1.0328 - d_accuracy: 0.6671Epoch 283: D Accuracy = 0.6729 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2179 - g_loss: 1.0334 - d_accuracy: 0.6673 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.0340 - d_accuracy: 0.6743Epoch 284: D Accuracy = 0.7150 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2107 - g_loss: 1.0335 - d_accuracy: 0.6758 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2091 - g_loss: 1.0350 - d_accuracy: 0.6705Epoch 285: D Accuracy = 0.6542 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2083 - g_loss: 1.0351 - d_accuracy: 0.6699 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1952 - g_loss: 1.0566 - d_accuracy: 0.6876Epoch 286: D Accuracy = 0.6308 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1975 - g_loss: 1.0501 - d_accuracy: 0.6855 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2009 - g_loss: 1.0372 - d_accuracy: 0.6828Epoch 287: D Accuracy = 0.7103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2016 - g_loss: 1.0344 - d_accuracy: 0.6838 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2143 - g_loss: 1.0425 - d_accuracy: 0.6675Epoch 288: D Accuracy = 0.6776 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2146 - g_loss: 1.0433 - d_accuracy: 0.6678 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2082 - g_loss: 1.0386 - d_accuracy: 0.6711Epoch 289: D Accuracy = 0.7103 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2071 - g_loss: 1.0392 - d_accuracy: 0.6725 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.0436 - d_accuracy: 0.6800Epoch 290: D Accuracy = 0.7150 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2024 - g_loss: 1.0374 - d_accuracy: 0.6812 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2164 - g_loss: 1.0391 - d_accuracy: 0.6719Epoch 291: D Accuracy = 0.6776 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2173 - g_loss: 1.0349 - d_accuracy: 0.6721 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.0320 - d_accuracy: 0.6753Epoch 292: D Accuracy = 0.7103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2108 - g_loss: 1.0281 - d_accuracy: 0.6766 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2227 - g_loss: 1.0398 - d_accuracy: 0.6693Epoch 293: D Accuracy = 0.6682 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2218 - g_loss: 1.0435 - d_accuracy: 0.6692 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2059 - g_loss: 1.0408 - d_accuracy: 0.6729Epoch 294: D Accuracy = 0.6916 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2052 - g_loss: 1.0416 - d_accuracy: 0.6736 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2136 - g_loss: 1.0377 - d_accuracy: 0.6723Epoch 295: D Accuracy = 0.7196 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2122 - g_loss: 1.0389 - d_accuracy: 0.6740
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1888 - g_loss: 1.0545 - d_accuracy: 0.6918Epoch 296: D Accuracy = 0.7290 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1872 - g_loss: 1.0542 - d_accuracy: 0.6931 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2055 - g_loss: 1.0479 - d_accuracy: 0.6772Epoch 297: D Accuracy = 0.6682 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2045 - g_loss: 1.0519 - d_accuracy: 0.6769 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2084 - g_loss: 1.0441 - d_accuracy: 0.6697Epoch 298: D Accuracy = 0.6215 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2105 - g_loss: 1.0528 - d_accuracy: 0.6680 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2048 - g_loss: 1.0452 - d_accuracy: 0.6774Epoch 299: D Accuracy = 0.6729 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2041 - g_loss: 1.0542 - d_accuracy: 0.6772 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1944 - g_loss: 1.0512 - d_accuracy: 0.6888 Class 12 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.6168 27/27 [==============================] - 1s 41ms/step - d_loss: 1.1972 - g_loss: 1.0505 - d_accuracy: 0.6862 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2134 - g_loss: 1.0343 - d_accuracy: 0.6787Epoch 301: D Accuracy = 0.7196 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2116 - g_loss: 1.0320 - d_accuracy: 0.6802 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2038 - g_loss: 1.0551 - d_accuracy: 0.6782Epoch 302: D Accuracy = 0.6776 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2019 - g_loss: 1.0587 - d_accuracy: 0.6781 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1987 - g_loss: 1.0459 - d_accuracy: 0.6820Epoch 303: D Accuracy = 0.7336 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1978 - g_loss: 1.0426 - d_accuracy: 0.6838 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2109 - g_loss: 1.0516 - d_accuracy: 0.6723Epoch 304: D Accuracy = 0.6729 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2116 - g_loss: 1.0484 - d_accuracy: 0.6724 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2009 - g_loss: 1.0463 - d_accuracy: 0.6859Epoch 305: D Accuracy = 0.6449 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2039 - g_loss: 1.0385 - d_accuracy: 0.6845 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1993 - g_loss: 1.0586 - d_accuracy: 0.6842Epoch 306: D Accuracy = 0.6776 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1984 - g_loss: 1.0634 - d_accuracy: 0.6840 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2116 - g_loss: 1.0418 - d_accuracy: 0.6746Epoch 307: D Accuracy = 0.6822 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2115 - g_loss: 1.0424 - d_accuracy: 0.6748 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2077 - g_loss: 1.0444 - d_accuracy: 0.6777Epoch 308: D Accuracy = 0.6776 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2075 - g_loss: 1.0524 - d_accuracy: 0.6777 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1932 - g_loss: 1.0539 - d_accuracy: 0.6877Epoch 309: D Accuracy = 0.6776 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1932 - g_loss: 1.0557 - d_accuracy: 0.6873 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.0587 - d_accuracy: 0.6868Epoch 310: D Accuracy = 0.6776 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1948 - g_loss: 1.0652 - d_accuracy: 0.6865 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1997 - g_loss: 1.0491 - d_accuracy: 0.6799Epoch 311: D Accuracy = 0.6822 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1972 - g_loss: 1.0531 - d_accuracy: 0.6800 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1977 - g_loss: 1.0509 - d_accuracy: 0.6855Epoch 312: D Accuracy = 0.7383 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1964 - g_loss: 1.0489 - d_accuracy: 0.6874 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1901 - g_loss: 1.0652 - d_accuracy: 0.6864Epoch 313: D Accuracy = 0.6449 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1902 - g_loss: 1.0683 - d_accuracy: 0.6849 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1833 - g_loss: 1.0695 - d_accuracy: 0.6974Epoch 314: D Accuracy = 0.6495 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1842 - g_loss: 1.0710 - d_accuracy: 0.6957 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1906 - g_loss: 1.0605 - d_accuracy: 0.6910Epoch 315: D Accuracy = 0.6215 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1935 - g_loss: 1.0561 - d_accuracy: 0.6885 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1951 - g_loss: 1.0587 - d_accuracy: 0.6849Epoch 316: D Accuracy = 0.7570 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1939 - g_loss: 1.0567 - d_accuracy: 0.6874 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1993 - g_loss: 1.0627 - d_accuracy: 0.6788Epoch 317: D Accuracy = 0.6869 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1994 - g_loss: 1.0619 - d_accuracy: 0.6791 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.0602 - d_accuracy: 0.6848Epoch 318: D Accuracy = 0.7290 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1921 - g_loss: 1.0624 - d_accuracy: 0.6864 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1862 - g_loss: 1.0620 - d_accuracy: 0.6949Epoch 319: D Accuracy = 0.7196 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1860 - g_loss: 1.0633 - d_accuracy: 0.6958 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.0668 - d_accuracy: 0.6871Epoch 320: D Accuracy = 0.6916 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1890 - g_loss: 1.0670 - d_accuracy: 0.6872 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1924 - g_loss: 1.0651 - d_accuracy: 0.6898Epoch 321: D Accuracy = 0.7290 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1916 - g_loss: 1.0631 - d_accuracy: 0.6912 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1941 - g_loss: 1.0694 - d_accuracy: 0.6896Epoch 322: D Accuracy = 0.7056 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1927 - g_loss: 1.0724 - d_accuracy: 0.6902 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2079 - g_loss: 1.0542 - d_accuracy: 0.6720Epoch 323: D Accuracy = 0.6869 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2072 - g_loss: 1.0572 - d_accuracy: 0.6725 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1949 - g_loss: 1.0588 - d_accuracy: 0.6861Epoch 324: D Accuracy = 0.7243 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1939 - g_loss: 1.0569 - d_accuracy: 0.6875 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1907 - g_loss: 1.0662 - d_accuracy: 0.6882Epoch 325: D Accuracy = 0.6682 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1912 - g_loss: 1.0639 - d_accuracy: 0.6875 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1977 - g_loss: 1.0678 - d_accuracy: 0.6839Epoch 326: D Accuracy = 0.6636 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1968 - g_loss: 1.0715 - d_accuracy: 0.6831 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.0595 - d_accuracy: 0.6837Epoch 327: D Accuracy = 0.7056 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1990 - g_loss: 1.0632 - d_accuracy: 0.6845 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1902 - g_loss: 1.0672 - d_accuracy: 0.6869Epoch 328: D Accuracy = 0.6916 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1894 - g_loss: 1.0684 - d_accuracy: 0.6871 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1789 - g_loss: 1.0775 - d_accuracy: 0.6937Epoch 329: D Accuracy = 0.7103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1787 - g_loss: 1.0783 - d_accuracy: 0.6943 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1870 - g_loss: 1.0712 - d_accuracy: 0.6932Epoch 330: D Accuracy = 0.6215 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1901 - g_loss: 1.0662 - d_accuracy: 0.6906 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.0624 - d_accuracy: 0.6916Epoch 331: D Accuracy = 0.7430 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1873 - g_loss: 1.0596 - d_accuracy: 0.6934 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1770 - g_loss: 1.0821 - d_accuracy: 0.6929Epoch 332: D Accuracy = 0.6776 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1765 - g_loss: 1.0861 - d_accuracy: 0.6924 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1939 - g_loss: 1.0598 - d_accuracy: 0.6844Epoch 333: D Accuracy = 0.7056 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1928 - g_loss: 1.0588 - d_accuracy: 0.6852 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1793 - g_loss: 1.0789 - d_accuracy: 0.6942Epoch 334: D Accuracy = 0.7243 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1794 - g_loss: 1.0753 - d_accuracy: 0.6953 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1852 - g_loss: 1.0742 - d_accuracy: 0.6910Epoch 335: D Accuracy = 0.7150 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1833 - g_loss: 1.0786 - d_accuracy: 0.6918 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1896 - g_loss: 1.0748 - d_accuracy: 0.6910Epoch 336: D Accuracy = 0.6869 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1907 - g_loss: 1.0673 - d_accuracy: 0.6908 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1753 - g_loss: 1.0831 - d_accuracy: 0.6950Epoch 337: D Accuracy = 0.7056 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1736 - g_loss: 1.0851 - d_accuracy: 0.6954 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1908 - g_loss: 1.0725 - d_accuracy: 0.6844Epoch 338: D Accuracy = 0.6963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1898 - g_loss: 1.0742 - d_accuracy: 0.6848 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1860 - g_loss: 1.0753 - d_accuracy: 0.6955Epoch 339: D Accuracy = 0.6963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1862 - g_loss: 1.0772 - d_accuracy: 0.6955 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1873 - g_loss: 1.0783 - d_accuracy: 0.6965Epoch 340: D Accuracy = 0.6402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1883 - g_loss: 1.0801 - d_accuracy: 0.6944 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1851 - g_loss: 1.0763 - d_accuracy: 0.6864Epoch 341: D Accuracy = 0.6542 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1870 - g_loss: 1.0752 - d_accuracy: 0.6853 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1854 - g_loss: 1.0672 - d_accuracy: 0.6946Epoch 342: D Accuracy = 0.7336 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1848 - g_loss: 1.0687 - d_accuracy: 0.6960 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1920 - g_loss: 1.0721 - d_accuracy: 0.6842Epoch 343: D Accuracy = 0.6262 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1931 - g_loss: 1.0822 - d_accuracy: 0.6821 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1742 - g_loss: 1.0853 - d_accuracy: 0.6920Epoch 344: D Accuracy = 0.7009 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1733 - g_loss: 1.0856 - d_accuracy: 0.6924 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1648 - g_loss: 1.0943 - d_accuracy: 0.7031Epoch 345: D Accuracy = 0.7103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1642 - g_loss: 1.0945 - d_accuracy: 0.7034 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1907 - g_loss: 1.0670 - d_accuracy: 0.6887Epoch 346: D Accuracy = 0.7196 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1885 - g_loss: 1.0697 - d_accuracy: 0.6898 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1846 - g_loss: 1.0827 - d_accuracy: 0.6906Epoch 347: D Accuracy = 0.7056 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1846 - g_loss: 1.0825 - d_accuracy: 0.6912 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1775 - g_loss: 1.0803 - d_accuracy: 0.6974Epoch 348: D Accuracy = 0.6963 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1763 - g_loss: 1.0840 - d_accuracy: 0.6973 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1856 - g_loss: 1.0872 - d_accuracy: 0.6901Epoch 349: D Accuracy = 0.6963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1856 - g_loss: 1.0911 - d_accuracy: 0.6904 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1853 - g_loss: 1.0701 - d_accuracy: 0.6939Epoch 350: D Accuracy = 0.7430 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1838 - g_loss: 1.0664 - d_accuracy: 0.6956 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1842 - g_loss: 1.0794 - d_accuracy: 0.6881Epoch 351: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1846 - g_loss: 1.0740 - d_accuracy: 0.6890 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1758 - g_loss: 1.0828 - d_accuracy: 0.6987Epoch 352: D Accuracy = 0.6495 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1796 - g_loss: 1.0792 - d_accuracy: 0.6969 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1905 - g_loss: 1.0776 - d_accuracy: 0.6868Epoch 353: D Accuracy = 0.6262 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1934 - g_loss: 1.0759 - d_accuracy: 0.6847 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1831 - g_loss: 1.0879 - d_accuracy: 0.6926Epoch 354: D Accuracy = 0.6495 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1852 - g_loss: 1.0850 - d_accuracy: 0.6911 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1822 - g_loss: 1.0823 - d_accuracy: 0.6870Epoch 355: D Accuracy = 0.7430 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1795 - g_loss: 1.0846 - d_accuracy: 0.6890 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1781 - g_loss: 1.0814 - d_accuracy: 0.6955Epoch 356: D Accuracy = 0.7196 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1776 - g_loss: 1.0820 - d_accuracy: 0.6964 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1736 - g_loss: 1.0804 - d_accuracy: 0.6979Epoch 357: D Accuracy = 0.6822 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1733 - g_loss: 1.0785 - d_accuracy: 0.6973 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1854 - g_loss: 1.0817 - d_accuracy: 0.6828Epoch 358: D Accuracy = 0.7290 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1843 - g_loss: 1.0824 - d_accuracy: 0.6845 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1769 - g_loss: 1.0863 - d_accuracy: 0.7030Epoch 359: D Accuracy = 0.7383 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1759 - g_loss: 1.0872 - d_accuracy: 0.7042 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1718 - g_loss: 1.0934 - d_accuracy: 0.6949Epoch 360: D Accuracy = 0.7009 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1712 - g_loss: 1.0929 - d_accuracy: 0.6952 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1690 - g_loss: 1.1018 - d_accuracy: 0.6972Epoch 361: D Accuracy = 0.7150 27/27 [==============================] - 1s 39ms/step - d_loss: 1.1690 - g_loss: 1.0974 - d_accuracy: 0.6978 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1623 - g_loss: 1.1070 - d_accuracy: 0.7066Epoch 362: D Accuracy = 0.7103 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1622 - g_loss: 1.1000 - d_accuracy: 0.7067 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1747 - g_loss: 1.0918 - d_accuracy: 0.7011Epoch 363: D Accuracy = 0.6729 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1762 - g_loss: 1.0891 - d_accuracy: 0.7001
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1572 - g_loss: 1.1097 - d_accuracy: 0.7073Epoch 364: D Accuracy = 0.7383 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1555 - g_loss: 1.1094 - d_accuracy: 0.7084 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1606 - g_loss: 1.1054 - d_accuracy: 0.7063Epoch 365: D Accuracy = 0.6589 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1620 - g_loss: 1.1048 - d_accuracy: 0.7046 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1625 - g_loss: 1.1015 - d_accuracy: 0.7031Epoch 366: D Accuracy = 0.7056 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1601 - g_loss: 1.1060 - d_accuracy: 0.7032 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1909 - g_loss: 1.0749 - d_accuracy: 0.6909Epoch 367: D Accuracy = 0.7009 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1897 - g_loss: 1.0712 - d_accuracy: 0.6912 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1810 - g_loss: 1.0954 - d_accuracy: 0.6944Epoch 368: D Accuracy = 0.7570 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1773 - g_loss: 1.0993 - d_accuracy: 0.6967 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1775 - g_loss: 1.0869 - d_accuracy: 0.6983Epoch 369: D Accuracy = 0.7009 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1771 - g_loss: 1.0854 - d_accuracy: 0.6984 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1653 - g_loss: 1.0971 - d_accuracy: 0.7067Epoch 370: D Accuracy = 0.7056 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1653 - g_loss: 1.0969 - d_accuracy: 0.7067 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1715 - g_loss: 1.0914 - d_accuracy: 0.6942Epoch 371: D Accuracy = 0.7383 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1699 - g_loss: 1.0905 - d_accuracy: 0.6957 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1796 - g_loss: 1.0858 - d_accuracy: 0.6949Epoch 372: D Accuracy = 0.7430 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1785 - g_loss: 1.0883 - d_accuracy: 0.6966 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1724 - g_loss: 1.0909 - d_accuracy: 0.7011Epoch 373: D Accuracy = 0.6963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1723 - g_loss: 1.0917 - d_accuracy: 0.7010 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1747 - g_loss: 1.0873 - d_accuracy: 0.6951Epoch 374: D Accuracy = 0.6963 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1747 - g_loss: 1.0868 - d_accuracy: 0.6951 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1570 - g_loss: 1.1067 - d_accuracy: 0.7054Epoch 375: D Accuracy = 0.7477 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1555 - g_loss: 1.1041 - d_accuracy: 0.7069 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1783 - g_loss: 1.0945 - d_accuracy: 0.6920Epoch 376: D Accuracy = 0.7009 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1768 - g_loss: 1.0952 - d_accuracy: 0.6924 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1576 - g_loss: 1.1104 - d_accuracy: 0.7121Epoch 377: D Accuracy = 0.7383 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1568 - g_loss: 1.1069 - d_accuracy: 0.7130 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1625 - g_loss: 1.1119 - d_accuracy: 0.7047Epoch 378: D Accuracy = 0.6869 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1636 - g_loss: 1.1072 - d_accuracy: 0.7041 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1647 - g_loss: 1.1066 - d_accuracy: 0.7006Epoch 379: D Accuracy = 0.6636 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1651 - g_loss: 1.1092 - d_accuracy: 0.6993 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1641 - g_loss: 1.1116 - d_accuracy: 0.7017Epoch 380: D Accuracy = 0.6542 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1649 - g_loss: 1.1166 - d_accuracy: 0.7000 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1638 - g_loss: 1.0963 - d_accuracy: 0.7071Epoch 381: D Accuracy = 0.6822 27/27 [==============================] - 1s 39ms/step - d_loss: 1.1641 - g_loss: 1.0954 - d_accuracy: 0.7062 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1647 - g_loss: 1.1049 - d_accuracy: 0.7040Epoch 382: D Accuracy = 0.7103 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1647 - g_loss: 1.1063 - d_accuracy: 0.7042 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1733 - g_loss: 1.0964 - d_accuracy: 0.6989Epoch 383: D Accuracy = 0.6636 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1744 - g_loss: 1.0947 - d_accuracy: 0.6976 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1648 - g_loss: 1.1064 - d_accuracy: 0.7032Epoch 384: D Accuracy = 0.6355 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1664 - g_loss: 1.1028 - d_accuracy: 0.7008 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1550 - g_loss: 1.1103 - d_accuracy: 0.7129Epoch 385: D Accuracy = 0.7103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1544 - g_loss: 1.1104 - d_accuracy: 0.7128 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.1076 - d_accuracy: 0.7019Epoch 386: D Accuracy = 0.7009 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1654 - g_loss: 1.1142 - d_accuracy: 0.7019 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1570 - g_loss: 1.1169 - d_accuracy: 0.7083Epoch 387: D Accuracy = 0.7570 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1551 - g_loss: 1.1187 - d_accuracy: 0.7100 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1623 - g_loss: 1.1087 - d_accuracy: 0.7003Epoch 388: D Accuracy = 0.7196 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1630 - g_loss: 1.1085 - d_accuracy: 0.7010 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1636 - g_loss: 1.1166 - d_accuracy: 0.7042Epoch 389: D Accuracy = 0.7196 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1614 - g_loss: 1.1252 - d_accuracy: 0.7047 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1585 - g_loss: 1.1055 - d_accuracy: 0.7142Epoch 390: D Accuracy = 0.7009 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1578 - g_loss: 1.1094 - d_accuracy: 0.7137 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1605 - g_loss: 1.1085 - d_accuracy: 0.7071Epoch 391: D Accuracy = 0.7336 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1598 - g_loss: 1.1078 - d_accuracy: 0.7081 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1583 - g_loss: 1.1153 - d_accuracy: 0.7100Epoch 392: D Accuracy = 0.6822 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1570 - g_loss: 1.1236 - d_accuracy: 0.7090 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1567 - g_loss: 1.1103 - d_accuracy: 0.7037Epoch 393: D Accuracy = 0.7103 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1584 - g_loss: 1.1028 - d_accuracy: 0.7039 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1644 - g_loss: 1.1149 - d_accuracy: 0.7046Epoch 394: D Accuracy = 0.6636 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1668 - g_loss: 1.1162 - d_accuracy: 0.7031 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1653 - g_loss: 1.1068 - d_accuracy: 0.7038Epoch 395: D Accuracy = 0.7009 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1653 - g_loss: 1.1065 - d_accuracy: 0.7037
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1514 - g_loss: 1.1248 - d_accuracy: 0.7167Epoch 396: D Accuracy = 0.6636 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1522 - g_loss: 1.1248 - d_accuracy: 0.7148 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1564 - g_loss: 1.1288 - d_accuracy: 0.7108Epoch 397: D Accuracy = 0.6215 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1587 - g_loss: 1.1322 - d_accuracy: 0.7076 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1503 - g_loss: 1.1162 - d_accuracy: 0.7129Epoch 398: D Accuracy = 0.7336 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1479 - g_loss: 1.1209 - d_accuracy: 0.7137 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1516 - g_loss: 1.1222 - d_accuracy: 0.7137Epoch 399: D Accuracy = 0.7243 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1509 - g_loss: 1.1200 - d_accuracy: 0.7141 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1567 - g_loss: 1.1266 - d_accuracy: 0.7036 Class 12 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.7009 27/27 [==============================] - 1s 43ms/step - d_loss: 1.1584 - g_loss: 1.1206 - d_accuracy: 0.7035 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1566 - g_loss: 1.1252 - d_accuracy: 0.7111Epoch 401: D Accuracy = 0.6776 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1573 - g_loss: 1.1303 - d_accuracy: 0.7099 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1430 - g_loss: 1.1298 - d_accuracy: 0.7190Epoch 402: D Accuracy = 0.6636 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1439 - g_loss: 1.1293 - d_accuracy: 0.7170 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1513 - g_loss: 1.1312 - d_accuracy: 0.7123Epoch 403: D Accuracy = 0.7196 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1532 - g_loss: 1.1289 - d_accuracy: 0.7125 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1640 - g_loss: 1.1261 - d_accuracy: 0.7034Epoch 404: D Accuracy = 0.6402 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1658 - g_loss: 1.1294 - d_accuracy: 0.7011 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1515 - g_loss: 1.1237 - d_accuracy: 0.7135Epoch 405: D Accuracy = 0.6869 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1517 - g_loss: 1.1262 - d_accuracy: 0.7126 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1456 - g_loss: 1.1299 - d_accuracy: 0.7197Epoch 406: D Accuracy = 0.7290 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1464 - g_loss: 1.1239 - d_accuracy: 0.7200 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1635 - g_loss: 1.1194 - d_accuracy: 0.6959Epoch 407: D Accuracy = 0.7430 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1632 - g_loss: 1.1176 - d_accuracy: 0.6976 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1611 - g_loss: 1.1182 - d_accuracy: 0.6973Epoch 408: D Accuracy = 0.7477 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1602 - g_loss: 1.1179 - d_accuracy: 0.6991 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1426 - g_loss: 1.1321 - d_accuracy: 0.7218Epoch 409: D Accuracy = 0.8131 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1405 - g_loss: 1.1304 - d_accuracy: 0.7251 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1608 - g_loss: 1.1248 - d_accuracy: 0.7052Epoch 410: D Accuracy = 0.7757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1586 - g_loss: 1.1251 - d_accuracy: 0.7078 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1485 - g_loss: 1.1297 - d_accuracy: 0.7132Epoch 411: D Accuracy = 0.7336 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1472 - g_loss: 1.1284 - d_accuracy: 0.7140 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1500 - g_loss: 1.1328 - d_accuracy: 0.7160Epoch 412: D Accuracy = 0.6262 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1544 - g_loss: 1.1257 - d_accuracy: 0.7128 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1443 - g_loss: 1.1328 - d_accuracy: 0.7153Epoch 413: D Accuracy = 0.7477 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1428 - g_loss: 1.1313 - d_accuracy: 0.7165 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1546 - g_loss: 1.1300 - d_accuracy: 0.7075Epoch 414: D Accuracy = 0.7477 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1547 - g_loss: 1.1218 - d_accuracy: 0.7090 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1317 - g_loss: 1.1473 - d_accuracy: 0.7230Epoch 415: D Accuracy = 0.6916 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1320 - g_loss: 1.1488 - d_accuracy: 0.7218 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1595 - g_loss: 1.1157 - d_accuracy: 0.7056Epoch 416: D Accuracy = 0.7243 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1597 - g_loss: 1.1154 - d_accuracy: 0.7063 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1415 - g_loss: 1.1378 - d_accuracy: 0.7143Epoch 417: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1412 - g_loss: 1.1375 - d_accuracy: 0.7143 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1337 - g_loss: 1.1434 - d_accuracy: 0.7255Epoch 418: D Accuracy = 0.6589 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1359 - g_loss: 1.1442 - d_accuracy: 0.7231 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1427 - g_loss: 1.1446 - d_accuracy: 0.7153Epoch 419: D Accuracy = 0.7383 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1415 - g_loss: 1.1456 - d_accuracy: 0.7161 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1423 - g_loss: 1.1430 - d_accuracy: 0.7137Epoch 420: D Accuracy = 0.6869 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1447 - g_loss: 1.1391 - d_accuracy: 0.7127 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1375 - g_loss: 1.1504 - d_accuracy: 0.7188Epoch 421: D Accuracy = 0.7430 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1381 - g_loss: 1.1557 - d_accuracy: 0.7196 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1421 - g_loss: 1.1340 - d_accuracy: 0.7200Epoch 422: D Accuracy = 0.6542 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1437 - g_loss: 1.1364 - d_accuracy: 0.7176 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1604 - g_loss: 1.1260 - d_accuracy: 0.7041Epoch 423: D Accuracy = 0.7477 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1590 - g_loss: 1.1246 - d_accuracy: 0.7056 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1372 - g_loss: 1.1495 - d_accuracy: 0.7173Epoch 424: D Accuracy = 0.6963 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1387 - g_loss: 1.1459 - d_accuracy: 0.7166 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1366 - g_loss: 1.1440 - d_accuracy: 0.7201Epoch 425: D Accuracy = 0.6682 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1386 - g_loss: 1.1414 - d_accuracy: 0.7182 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1292 - g_loss: 1.1579 - d_accuracy: 0.7210Epoch 426: D Accuracy = 0.7290 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1295 - g_loss: 1.1545 - d_accuracy: 0.7213 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1449 - g_loss: 1.1430 - d_accuracy: 0.7114Epoch 427: D Accuracy = 0.6916 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1455 - g_loss: 1.1434 - d_accuracy: 0.7107 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1502 - g_loss: 1.1416 - d_accuracy: 0.7098Epoch 428: D Accuracy = 0.7664 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1493 - g_loss: 1.1387 - d_accuracy: 0.7118 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1381 - g_loss: 1.1424 - d_accuracy: 0.7201Epoch 429: D Accuracy = 0.6729 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1403 - g_loss: 1.1430 - d_accuracy: 0.7184 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1403 - g_loss: 1.1380 - d_accuracy: 0.7178Epoch 430: D Accuracy = 0.7290 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1404 - g_loss: 1.1361 - d_accuracy: 0.7182 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1379 - g_loss: 1.1515 - d_accuracy: 0.7144Epoch 431: D Accuracy = 0.7664 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1372 - g_loss: 1.1483 - d_accuracy: 0.7163 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1318 - g_loss: 1.1572 - d_accuracy: 0.7268Epoch 432: D Accuracy = 0.7103 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1331 - g_loss: 1.1516 - d_accuracy: 0.7262 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1459 - g_loss: 1.1514 - d_accuracy: 0.7130Epoch 433: D Accuracy = 0.6776 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1479 - g_loss: 1.1561 - d_accuracy: 0.7118 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1384 - g_loss: 1.1369 - d_accuracy: 0.7248Epoch 434: D Accuracy = 0.7290 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1386 - g_loss: 1.1345 - d_accuracy: 0.7249 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1459 - g_loss: 1.1437 - d_accuracy: 0.7187Epoch 435: D Accuracy = 0.7617 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1467 - g_loss: 1.1347 - d_accuracy: 0.7203 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1395 - g_loss: 1.1520 - d_accuracy: 0.7105Epoch 436: D Accuracy = 0.7196 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1384 - g_loss: 1.1529 - d_accuracy: 0.7109 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1368 - g_loss: 1.1423 - d_accuracy: 0.7223Epoch 437: D Accuracy = 0.6963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1376 - g_loss: 1.1402 - d_accuracy: 0.7213 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1310 - g_loss: 1.1624 - d_accuracy: 0.7160Epoch 438: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1315 - g_loss: 1.1638 - d_accuracy: 0.7160 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1354 - g_loss: 1.1528 - d_accuracy: 0.7255Epoch 439: D Accuracy = 0.6402 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1386 - g_loss: 1.1547 - d_accuracy: 0.7225 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1260 - g_loss: 1.1617 - d_accuracy: 0.7203Epoch 440: D Accuracy = 0.7757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1240 - g_loss: 1.1601 - d_accuracy: 0.7223 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1349 - g_loss: 1.1618 - d_accuracy: 0.7155Epoch 441: D Accuracy = 0.7056 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1343 - g_loss: 1.1662 - d_accuracy: 0.7152 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1307 - g_loss: 1.1541 - d_accuracy: 0.7243Epoch 442: D Accuracy = 0.7243 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1319 - g_loss: 1.1513 - d_accuracy: 0.7243 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1387 - g_loss: 1.1498 - d_accuracy: 0.7257Epoch 443: D Accuracy = 0.7336 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1392 - g_loss: 1.1436 - d_accuracy: 0.7260 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1431 - g_loss: 1.1491 - d_accuracy: 0.7172Epoch 444: D Accuracy = 0.7196 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1463 - g_loss: 1.1399 - d_accuracy: 0.7173 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1371 - g_loss: 1.1538 - d_accuracy: 0.7126Epoch 445: D Accuracy = 0.7430 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1382 - g_loss: 1.1494 - d_accuracy: 0.7136 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1275 - g_loss: 1.1610 - d_accuracy: 0.7259Epoch 446: D Accuracy = 0.7196 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1281 - g_loss: 1.1532 - d_accuracy: 0.7256 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1240 - g_loss: 1.1757 - d_accuracy: 0.7251Epoch 447: D Accuracy = 0.6916 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1253 - g_loss: 1.1723 - d_accuracy: 0.7239 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1170 - g_loss: 1.1670 - d_accuracy: 0.7334Epoch 448: D Accuracy = 0.7991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1158 - g_loss: 1.1571 - d_accuracy: 0.7358 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1270 - g_loss: 1.1772 - d_accuracy: 0.7243Epoch 449: D Accuracy = 0.6916 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1282 - g_loss: 1.1766 - d_accuracy: 0.7231 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1357 - g_loss: 1.1684 - d_accuracy: 0.7186Epoch 450: D Accuracy = 0.6589 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1380 - g_loss: 1.1707 - d_accuracy: 0.7164 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1241 - g_loss: 1.1586 - d_accuracy: 0.7293Epoch 451: D Accuracy = 0.7383 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1252 - g_loss: 1.1536 - d_accuracy: 0.7296 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1456 - g_loss: 1.1534 - d_accuracy: 0.7119Epoch 452: D Accuracy = 0.7243 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1444 - g_loss: 1.1560 - d_accuracy: 0.7123 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1296 - g_loss: 1.1604 - d_accuracy: 0.7163Epoch 453: D Accuracy = 0.7383 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1277 - g_loss: 1.1608 - d_accuracy: 0.7171 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1255 - g_loss: 1.1665 - d_accuracy: 0.7273Epoch 454: D Accuracy = 0.7664 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1252 - g_loss: 1.1597 - d_accuracy: 0.7287 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1139 - g_loss: 1.1843 - d_accuracy: 0.7325Epoch 455: D Accuracy = 0.7196 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1164 - g_loss: 1.1831 - d_accuracy: 0.7321 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1134 - g_loss: 1.1783 - d_accuracy: 0.7352Epoch 456: D Accuracy = 0.7477 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1128 - g_loss: 1.1808 - d_accuracy: 0.7356 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1264 - g_loss: 1.1747 - d_accuracy: 0.7273Epoch 457: D Accuracy = 0.6963 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1271 - g_loss: 1.1786 - d_accuracy: 0.7262 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1161 - g_loss: 1.1748 - d_accuracy: 0.7348Epoch 458: D Accuracy = 0.7150 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1170 - g_loss: 1.1691 - d_accuracy: 0.7341 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1240 - g_loss: 1.1695 - d_accuracy: 0.7282Epoch 459: D Accuracy = 0.7710 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1226 - g_loss: 1.1649 - d_accuracy: 0.7297 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1324 - g_loss: 1.1743 - d_accuracy: 0.7162Epoch 460: D Accuracy = 0.7430 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1311 - g_loss: 1.1783 - d_accuracy: 0.7171 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1209 - g_loss: 1.1646 - d_accuracy: 0.7319Epoch 461: D Accuracy = 0.7196 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1241 - g_loss: 1.1615 - d_accuracy: 0.7315 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1138 - g_loss: 1.1748 - d_accuracy: 0.7287Epoch 462: D Accuracy = 0.7103 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1165 - g_loss: 1.1703 - d_accuracy: 0.7281 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1292 - g_loss: 1.1735 - d_accuracy: 0.7222Epoch 463: D Accuracy = 0.7570 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1292 - g_loss: 1.1710 - d_accuracy: 0.7234
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1127 - g_loss: 1.1870 - d_accuracy: 0.7282Epoch 464: D Accuracy = 0.7523 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1125 - g_loss: 1.1870 - d_accuracy: 0.7291 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1186 - g_loss: 1.1795 - d_accuracy: 0.7302Epoch 465: D Accuracy = 0.7430 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1172 - g_loss: 1.1859 - d_accuracy: 0.7307 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1197 - g_loss: 1.1694 - d_accuracy: 0.7299Epoch 466: D Accuracy = 0.7664 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1183 - g_loss: 1.1706 - d_accuracy: 0.7312 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1118 - g_loss: 1.1892 - d_accuracy: 0.7312Epoch 467: D Accuracy = 0.7336 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1116 - g_loss: 1.1931 - d_accuracy: 0.7313 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1193 - g_loss: 1.1805 - d_accuracy: 0.7261Epoch 468: D Accuracy = 0.7757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1166 - g_loss: 1.1839 - d_accuracy: 0.7278 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.1952 - d_accuracy: 0.7329Epoch 469: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1074 - g_loss: 1.1968 - d_accuracy: 0.7323 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1046 - g_loss: 1.1938 - d_accuracy: 0.7388Epoch 470: D Accuracy = 0.7944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1025 - g_loss: 1.1918 - d_accuracy: 0.7408 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1137 - g_loss: 1.2036 - d_accuracy: 0.7324Epoch 471: D Accuracy = 0.7196 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1141 - g_loss: 1.2062 - d_accuracy: 0.7319 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1159 - g_loss: 1.1951 - d_accuracy: 0.7275Epoch 472: D Accuracy = 0.7290 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1172 - g_loss: 1.1897 - d_accuracy: 0.7276 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1206 - g_loss: 1.1875 - d_accuracy: 0.7256Epoch 473: D Accuracy = 0.7897 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1176 - g_loss: 1.1849 - d_accuracy: 0.7279 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1104 - g_loss: 1.1912 - d_accuracy: 0.7349Epoch 474: D Accuracy = 0.7757 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1096 - g_loss: 1.1873 - d_accuracy: 0.7364 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1007 - g_loss: 1.2165 - d_accuracy: 0.7366Epoch 475: D Accuracy = 0.6542 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1032 - g_loss: 1.2198 - d_accuracy: 0.7337 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1298 - g_loss: 1.1820 - d_accuracy: 0.7185Epoch 476: D Accuracy = 0.6916 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1307 - g_loss: 1.1812 - d_accuracy: 0.7175 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1121 - g_loss: 1.1881 - d_accuracy: 0.7360Epoch 477: D Accuracy = 0.6916 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1127 - g_loss: 1.1910 - d_accuracy: 0.7344 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1059 - g_loss: 1.1965 - d_accuracy: 0.7374Epoch 478: D Accuracy = 0.7617 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1042 - g_loss: 1.1979 - d_accuracy: 0.7383 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1138 - g_loss: 1.1982 - d_accuracy: 0.7309Epoch 479: D Accuracy = 0.8131 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1113 - g_loss: 1.1938 - d_accuracy: 0.7339 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1105 - g_loss: 1.2077 - d_accuracy: 0.7269Epoch 480: D Accuracy = 0.7383 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1079 - g_loss: 1.2129 - d_accuracy: 0.7273 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1201 - g_loss: 1.2031 - d_accuracy: 0.7215Epoch 481: D Accuracy = 0.6869 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1227 - g_loss: 1.1957 - d_accuracy: 0.7202 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1069 - g_loss: 1.2070 - d_accuracy: 0.7338Epoch 482: D Accuracy = 0.6963 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1081 - g_loss: 1.2138 - d_accuracy: 0.7325 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0987 - g_loss: 1.1946 - d_accuracy: 0.7428Epoch 483: D Accuracy = 0.7897 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0987 - g_loss: 1.1893 - d_accuracy: 0.7445 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1109 - g_loss: 1.2050 - d_accuracy: 0.7378Epoch 484: D Accuracy = 0.7009 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1132 - g_loss: 1.2079 - d_accuracy: 0.7365 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.2035 - d_accuracy: 0.7375Epoch 485: D Accuracy = 0.7570 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1070 - g_loss: 1.2008 - d_accuracy: 0.7382 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1242 - g_loss: 1.1799 - d_accuracy: 0.7250Epoch 486: D Accuracy = 0.7150 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1262 - g_loss: 1.1699 - d_accuracy: 0.7246 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1004 - g_loss: 1.2218 - d_accuracy: 0.7363Epoch 487: D Accuracy = 0.6729 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1041 - g_loss: 1.2153 - d_accuracy: 0.7340 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1048 - g_loss: 1.2066 - d_accuracy: 0.7358Epoch 488: D Accuracy = 0.7103 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1051 - g_loss: 1.2084 - d_accuracy: 0.7349 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1131 - g_loss: 1.2043 - d_accuracy: 0.7286Epoch 489: D Accuracy = 0.6963 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1124 - g_loss: 1.2104 - d_accuracy: 0.7275 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1131 - g_loss: 1.1859 - d_accuracy: 0.7352Epoch 490: D Accuracy = 0.7290 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1133 - g_loss: 1.1846 - d_accuracy: 0.7350 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0919 - g_loss: 1.2161 - d_accuracy: 0.7488Epoch 491: D Accuracy = 0.7804 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0909 - g_loss: 1.2105 - d_accuracy: 0.7499 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1058 - g_loss: 1.2062 - d_accuracy: 0.7289Epoch 492: D Accuracy = 0.7196 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1057 - g_loss: 1.2023 - d_accuracy: 0.7286 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0959 - g_loss: 1.2085 - d_accuracy: 0.7478Epoch 493: D Accuracy = 0.7757 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0953 - g_loss: 1.2111 - d_accuracy: 0.7488 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1007 - g_loss: 1.2037 - d_accuracy: 0.7279Epoch 494: D Accuracy = 0.7897 27/27 [==============================] - 1s 36ms/step - d_loss: 1.0986 - g_loss: 1.2023 - d_accuracy: 0.7301 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0977 - g_loss: 1.2233 - d_accuracy: 0.7433Epoch 495: D Accuracy = 0.7757 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0951 - g_loss: 1.2263 - d_accuracy: 0.7444
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0951 - g_loss: 1.2186 - d_accuracy: 0.7411Epoch 496: D Accuracy = 0.6822 27/27 [==============================] - 1s 37ms/step - d_loss: 1.0981 - g_loss: 1.2148 - d_accuracy: 0.7390 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1072 - g_loss: 1.1955 - d_accuracy: 0.7348Epoch 497: D Accuracy = 0.7336 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1087 - g_loss: 1.1875 - d_accuracy: 0.7347 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0938 - g_loss: 1.2156 - d_accuracy: 0.7413Epoch 498: D Accuracy = 0.6589 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0978 - g_loss: 1.2133 - d_accuracy: 0.7383 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0892 - g_loss: 1.2204 - d_accuracy: 0.7429Epoch 499: D Accuracy = 0.7850 27/27 [==============================] - 1s 35ms/step - d_loss: 1.0888 - g_loss: 1.2167 - d_accuracy: 0.7444 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1102 - g_loss: 1.1990 - d_accuracy: 0.7359 Class 12 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.7056 27/27 [==============================] - 1s 41ms/step - d_loss: 1.1116 - g_loss: 1.1956 - d_accuracy: 0.7348 Training DCGAN for class 13... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.6302 - g_loss: 0.9691 - d_accuracy: 0.4977WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0162s vs `on_train_batch_end` time: 0.0182s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.2273 - g_loss: 1.1243 - d_accuracy: 0.6962 Epoch 1: Generator loss improved from inf to 1.2622. Saving weights. Epoch 1: D Accuracy = 0.7361 27/27 [==============================] - 2s 36ms/step - d_loss: 1.2241 - g_loss: 1.1292 - d_accuracy: 0.6977 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1116 - g_loss: 1.2835 - d_accuracy: 0.7558 Epoch 2: Generator loss improved from 1.2622 to 1.1683. Saving weights. Epoch 2: D Accuracy = 0.7315 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1129 - g_loss: 1.2794 - d_accuracy: 0.7550 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1945 - g_loss: 1.1591 - d_accuracy: 0.6940Epoch 3: D Accuracy = 0.8241 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1852 - g_loss: 1.1683 - d_accuracy: 0.6987 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9707 - g_loss: 1.4263 - d_accuracy: 0.8072Epoch 4: D Accuracy = 0.8056 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9687 - g_loss: 1.4311 - d_accuracy: 0.8071 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.8392 - g_loss: 1.6700 - d_accuracy: 0.8634Epoch 5: D Accuracy = 0.8981 27/27 [==============================] - 1s 35ms/step - d_loss: 0.8371 - g_loss: 1.6773 - d_accuracy: 0.8647 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6435 - g_loss: 2.3086 - d_accuracy: 0.9276Epoch 6: D Accuracy = 0.9630 27/27 [==============================] - 1s 37ms/step - d_loss: 0.6416 - g_loss: 2.3088 - d_accuracy: 0.9289 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5284 - g_loss: 2.9443 - d_accuracy: 0.9615Epoch 7: D Accuracy = 0.9907 27/27 [==============================] - 1s 40ms/step - d_loss: 0.5268 - g_loss: 2.9508 - d_accuracy: 0.9625 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5326 - g_loss: 3.0940 - d_accuracy: 0.9566Epoch 8: D Accuracy = 0.9676 27/27 [==============================] - 1s 37ms/step - d_loss: 0.5301 - g_loss: 3.1320 - d_accuracy: 0.9569 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4534 - g_loss: 3.9027 - d_accuracy: 0.9794Epoch 9: D Accuracy = 0.9861 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4529 - g_loss: 3.9058 - d_accuracy: 0.9796 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 0.5107 - g_loss: 3.5638 - d_accuracy: 0.9627Epoch 10: D Accuracy = 0.8796 27/27 [==============================] - 1s 34ms/step - d_loss: 0.5199 - g_loss: 3.5021 - d_accuracy: 0.9597 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4675 - g_loss: 1.3316 - d_accuracy: 0.6228Epoch 11: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.4665 - g_loss: 1.3300 - d_accuracy: 0.6219 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3689 - g_loss: 1.1051 - d_accuracy: 0.6098 Epoch 12: Generator loss improved from 1.1683 to 1.0174. Saving weights. Epoch 12: D Accuracy = 0.5741 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3699 - g_loss: 1.1020 - d_accuracy: 0.6085 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3517 - g_loss: 1.0359 - d_accuracy: 0.6144 Epoch 13: Generator loss improved from 1.0174 to 0.9998. Saving weights. Epoch 13: D Accuracy = 0.6157 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3506 - g_loss: 1.0347 - d_accuracy: 0.6144 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 1.0090 - d_accuracy: 0.6131 Epoch 14: Generator loss improved from 0.9998 to 0.9707. Saving weights. Epoch 14: D Accuracy = 0.6204 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3257 - g_loss: 1.0077 - d_accuracy: 0.6134 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.9893 - d_accuracy: 0.6168 Epoch 15: Generator loss improved from 0.9707 to 0.9166. Saving weights. Epoch 15: D Accuracy = 0.5556 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3258 - g_loss: 0.9867 - d_accuracy: 0.6146 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9979 - d_accuracy: 0.6244Epoch 16: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2998 - g_loss: 1.0052 - d_accuracy: 0.6246 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3042 - g_loss: 0.9753 - d_accuracy: 0.6174Epoch 17: D Accuracy = 0.6343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3032 - g_loss: 0.9746 - d_accuracy: 0.6180 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2961 - g_loss: 0.9778 - d_accuracy: 0.6228Epoch 18: D Accuracy = 0.6713 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2937 - g_loss: 0.9801 - d_accuracy: 0.6245 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.9690 - d_accuracy: 0.6210Epoch 19: D Accuracy = 0.6065 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3033 - g_loss: 0.9709 - d_accuracy: 0.6205 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2844 - g_loss: 0.9783 - d_accuracy: 0.6279 Epoch 20: Generator loss improved from 0.9166 to 0.8868. Saving weights. Epoch 20: D Accuracy = 0.6435 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2838 - g_loss: 0.9751 - d_accuracy: 0.6284 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9781 - d_accuracy: 0.6260Epoch 21: D Accuracy = 0.6528 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2852 - g_loss: 0.9784 - d_accuracy: 0.6270 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2611 - g_loss: 0.9966 - d_accuracy: 0.6464Epoch 22: D Accuracy = 0.6528 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2605 - g_loss: 0.9966 - d_accuracy: 0.6467 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 1.0160 - d_accuracy: 0.6637Epoch 23: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2382 - g_loss: 1.0154 - d_accuracy: 0.6626 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2576 - g_loss: 1.0092 - d_accuracy: 0.6439Epoch 24: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2589 - g_loss: 1.0134 - d_accuracy: 0.6417 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.0462 - d_accuracy: 0.6788Epoch 25: D Accuracy = 0.7778 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2085 - g_loss: 1.0417 - d_accuracy: 0.6824 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1952 - g_loss: 1.0860 - d_accuracy: 0.6924Epoch 26: D Accuracy = 0.7037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1935 - g_loss: 1.0930 - d_accuracy: 0.6928 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1895 - g_loss: 1.0857 - d_accuracy: 0.6925Epoch 27: D Accuracy = 0.7315 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1868 - g_loss: 1.0876 - d_accuracy: 0.6939 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1571 - g_loss: 1.1387 - d_accuracy: 0.7116Epoch 28: D Accuracy = 0.7130 27/27 [==============================] - 1s 39ms/step - d_loss: 1.1553 - g_loss: 1.1468 - d_accuracy: 0.7116 Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1618 - g_loss: 1.1431 - d_accuracy: 0.7086Epoch 29: D Accuracy = 0.6944 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1615 - g_loss: 1.1413 - d_accuracy: 0.7081 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1465 - g_loss: 1.1844 - d_accuracy: 0.7124Epoch 30: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1486 - g_loss: 1.1910 - d_accuracy: 0.7101 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1289 - g_loss: 1.1916 - d_accuracy: 0.7328Epoch 31: D Accuracy = 0.7593 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1275 - g_loss: 1.1954 - d_accuracy: 0.7338 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1285 - g_loss: 1.1992 - d_accuracy: 0.7233Epoch 32: D Accuracy = 0.6806 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1297 - g_loss: 1.2032 - d_accuracy: 0.7217 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1420 - g_loss: 1.1994 - d_accuracy: 0.7121Epoch 33: D Accuracy = 0.7269 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1401 - g_loss: 1.2012 - d_accuracy: 0.7126 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1417 - g_loss: 1.2085 - d_accuracy: 0.7162Epoch 34: D Accuracy = 0.7269 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1420 - g_loss: 1.2119 - d_accuracy: 0.7165 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1807 - g_loss: 1.1611 - d_accuracy: 0.7058Epoch 35: D Accuracy = 0.6806 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1835 - g_loss: 1.1553 - d_accuracy: 0.7049 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1878 - g_loss: 1.1635 - d_accuracy: 0.6932Epoch 36: D Accuracy = 0.6852 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1863 - g_loss: 1.1671 - d_accuracy: 0.6929 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1960 - g_loss: 1.1403 - d_accuracy: 0.6843Epoch 37: D Accuracy = 0.6991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1957 - g_loss: 1.1397 - d_accuracy: 0.6848 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1934 - g_loss: 1.1349 - d_accuracy: 0.6855Epoch 38: D Accuracy = 0.7083 27/27 [==============================] - 1s 34ms/step - d_loss: 1.1922 - g_loss: 1.1397 - d_accuracy: 0.6863 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2127 - g_loss: 1.1120 - d_accuracy: 0.6787Epoch 39: D Accuracy = 0.7361 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2100 - g_loss: 1.1150 - d_accuracy: 0.6808 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2072 - g_loss: 1.1128 - d_accuracy: 0.6774Epoch 40: D Accuracy = 0.6759 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2065 - g_loss: 1.1118 - d_accuracy: 0.6773 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2382 - g_loss: 1.0868 - d_accuracy: 0.6630 Epoch 41: Generator loss improved from 0.8868 to 0.8735. Saving weights. Epoch 41: D Accuracy = 0.6343 27/27 [==============================] - 1s 40ms/step - d_loss: 1.2421 - g_loss: 1.0792 - d_accuracy: 0.6619 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2190 - g_loss: 1.0881 - d_accuracy: 0.6741Epoch 42: D Accuracy = 0.7037 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2182 - g_loss: 1.0872 - d_accuracy: 0.6751 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2379 - g_loss: 1.0773 - d_accuracy: 0.6608Epoch 43: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2383 - g_loss: 1.0755 - d_accuracy: 0.6610 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2462 - g_loss: 1.0638 - d_accuracy: 0.6571Epoch 44: D Accuracy = 0.6713 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2448 - g_loss: 1.0625 - d_accuracy: 0.6576 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2327 - g_loss: 1.0635 - d_accuracy: 0.6613Epoch 45: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2366 - g_loss: 1.0655 - d_accuracy: 0.6582 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2334 - g_loss: 1.0594 - d_accuracy: 0.6586Epoch 46: D Accuracy = 0.7130 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2328 - g_loss: 1.0614 - d_accuracy: 0.6606 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 1.0576 - d_accuracy: 0.6550Epoch 47: D Accuracy = 0.6157 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2418 - g_loss: 1.0625 - d_accuracy: 0.6536 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2386 - g_loss: 1.0443 - d_accuracy: 0.6579 Epoch 48: Generator loss improved from 0.8735 to 0.8504. Saving weights. Epoch 48: D Accuracy = 0.6065 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2411 - g_loss: 1.0374 - d_accuracy: 0.6560 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2363 - g_loss: 1.0552 - d_accuracy: 0.6626Epoch 49: D Accuracy = 0.6528 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2337 - g_loss: 1.0586 - d_accuracy: 0.6623 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2336 - g_loss: 1.0498 - d_accuracy: 0.6569Epoch 50: D Accuracy = 0.6204 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2349 - g_loss: 1.0453 - d_accuracy: 0.6556 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2438 - g_loss: 1.0530 - d_accuracy: 0.6571Epoch 51: D Accuracy = 0.6528 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2424 - g_loss: 1.0587 - d_accuracy: 0.6570 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2281 - g_loss: 1.0526 - d_accuracy: 0.6697Epoch 52: D Accuracy = 0.6713 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2273 - g_loss: 1.0501 - d_accuracy: 0.6697 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2484 - g_loss: 1.0438 - d_accuracy: 0.6555Epoch 53: D Accuracy = 0.6435 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2495 - g_loss: 1.0390 - d_accuracy: 0.6551 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2343 - g_loss: 1.0482 - d_accuracy: 0.6576Epoch 54: D Accuracy = 0.6852 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2335 - g_loss: 1.0451 - d_accuracy: 0.6586 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 1.0485 - d_accuracy: 0.6600Epoch 55: D Accuracy = 0.6435 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2379 - g_loss: 1.0494 - d_accuracy: 0.6594 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2513 - g_loss: 1.0339 - d_accuracy: 0.6484Epoch 56: D Accuracy = 0.6713 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2510 - g_loss: 1.0300 - d_accuracy: 0.6492 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2425 - g_loss: 1.0410 - d_accuracy: 0.6520Epoch 57: D Accuracy = 0.6574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2431 - g_loss: 1.0397 - d_accuracy: 0.6521 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2464 - g_loss: 1.0353 - d_accuracy: 0.6543Epoch 58: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2494 - g_loss: 1.0343 - d_accuracy: 0.6526 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2608 - g_loss: 1.0192 - d_accuracy: 0.6381Epoch 59: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2604 - g_loss: 1.0178 - d_accuracy: 0.6389 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2480 - g_loss: 1.0306 - d_accuracy: 0.6520Epoch 60: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2485 - g_loss: 1.0299 - d_accuracy: 0.6519
Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2572 - g_loss: 1.0187 - d_accuracy: 0.6480Epoch 61: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2573 - g_loss: 1.0208 - d_accuracy: 0.6472 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2522 - g_loss: 1.0182 - d_accuracy: 0.6504Epoch 62: D Accuracy = 0.6157 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2536 - g_loss: 1.0201 - d_accuracy: 0.6492 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2563 - g_loss: 1.0204 - d_accuracy: 0.6397Epoch 63: D Accuracy = 0.6157 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2585 - g_loss: 1.0197 - d_accuracy: 0.6388 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 1.0131 - d_accuracy: 0.6416Epoch 64: D Accuracy = 0.6713 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2543 - g_loss: 1.0169 - d_accuracy: 0.6427 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 1.0122 - d_accuracy: 0.6333Epoch 65: D Accuracy = 0.5880 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2650 - g_loss: 1.0116 - d_accuracy: 0.6317 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2607 - g_loss: 1.0063 - d_accuracy: 0.6398Epoch 66: D Accuracy = 0.6296 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2614 - g_loss: 1.0079 - d_accuracy: 0.6394 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2586 - g_loss: 1.0116 - d_accuracy: 0.6445Epoch 67: D Accuracy = 0.6111 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2597 - g_loss: 1.0115 - d_accuracy: 0.6433 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2654 - g_loss: 1.0046 - d_accuracy: 0.6422Epoch 68: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2634 - g_loss: 1.0053 - d_accuracy: 0.6430 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 1.0061 - d_accuracy: 0.6262Epoch 69: D Accuracy = 0.6528 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2710 - g_loss: 1.0104 - d_accuracy: 0.6271 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2731 - g_loss: 1.0019 - d_accuracy: 0.6306Epoch 70: D Accuracy = 0.6620 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2724 - g_loss: 0.9988 - d_accuracy: 0.6317 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2709 - g_loss: 1.0013 - d_accuracy: 0.6396Epoch 71: D Accuracy = 0.5972 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2712 - g_loss: 1.0084 - d_accuracy: 0.6381 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2678 - g_loss: 0.9945 - d_accuracy: 0.6367Epoch 72: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2691 - g_loss: 0.9922 - d_accuracy: 0.6371 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2752 - g_loss: 0.9898 - d_accuracy: 0.6316Epoch 73: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2772 - g_loss: 0.9863 - d_accuracy: 0.6304 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 0.9893 - d_accuracy: 0.6320Epoch 74: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2697 - g_loss: 0.9912 - d_accuracy: 0.6319 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2735 - g_loss: 0.9890 - d_accuracy: 0.6309Epoch 75: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2741 - g_loss: 0.9914 - d_accuracy: 0.6305 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2667 - g_loss: 0.9887 - d_accuracy: 0.6379Epoch 76: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2673 - g_loss: 0.9916 - d_accuracy: 0.6374 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9787 - d_accuracy: 0.6270Epoch 77: D Accuracy = 0.6389 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2825 - g_loss: 0.9772 - d_accuracy: 0.6274 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2728 - g_loss: 0.9838 - d_accuracy: 0.6308Epoch 78: D Accuracy = 0.5833 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2751 - g_loss: 0.9818 - d_accuracy: 0.6291 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 0.9785 - d_accuracy: 0.6303Epoch 79: D Accuracy = 0.6898 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2711 - g_loss: 0.9797 - d_accuracy: 0.6324 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9730 - d_accuracy: 0.6230Epoch 80: D Accuracy = 0.6065 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2833 - g_loss: 0.9731 - d_accuracy: 0.6224 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 0.9826 - d_accuracy: 0.6295Epoch 81: D Accuracy = 0.6574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2717 - g_loss: 0.9842 - d_accuracy: 0.6305 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9600 - d_accuracy: 0.6154Epoch 82: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2961 - g_loss: 0.9587 - d_accuracy: 0.6179 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2919 - g_loss: 0.9648 - d_accuracy: 0.6167Epoch 83: D Accuracy = 0.6713 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2909 - g_loss: 0.9619 - d_accuracy: 0.6187 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2797 - g_loss: 0.9757 - d_accuracy: 0.6358Epoch 84: D Accuracy = 0.6343 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2792 - g_loss: 0.9775 - d_accuracy: 0.6357 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2804 - g_loss: 0.9669 - d_accuracy: 0.6315Epoch 85: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2808 - g_loss: 0.9674 - d_accuracy: 0.6313 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2909 - g_loss: 0.9645 - d_accuracy: 0.6221Epoch 86: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2905 - g_loss: 0.9638 - d_accuracy: 0.6210 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2840 - g_loss: 0.9663 - d_accuracy: 0.6225Epoch 87: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2833 - g_loss: 0.9688 - d_accuracy: 0.6226 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2918 - g_loss: 0.9664 - d_accuracy: 0.6204Epoch 88: D Accuracy = 0.6343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2916 - g_loss: 0.9680 - d_accuracy: 0.6209 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9644 - d_accuracy: 0.6226Epoch 89: D Accuracy = 0.5787 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2919 - g_loss: 0.9635 - d_accuracy: 0.6210 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2972 - g_loss: 0.9583 - d_accuracy: 0.6137Epoch 90: D Accuracy = 0.5972 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2979 - g_loss: 0.9589 - d_accuracy: 0.6131 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9502 - d_accuracy: 0.6153Epoch 91: D Accuracy = 0.6667 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2976 - g_loss: 0.9511 - d_accuracy: 0.6171 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2929 - g_loss: 0.9571 - d_accuracy: 0.6172Epoch 92: D Accuracy = 0.5787 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2954 - g_loss: 0.9563 - d_accuracy: 0.6158 Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9601 - d_accuracy: 0.6216Epoch 93: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2897 - g_loss: 0.9589 - d_accuracy: 0.6216 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3020 - g_loss: 0.9510 - d_accuracy: 0.6086 Epoch 94: Generator loss improved from 0.8504 to 0.8001. Saving weights. Epoch 94: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3016 - g_loss: 0.9457 - d_accuracy: 0.6107 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3144 - g_loss: 0.9423 - d_accuracy: 0.5956Epoch 95: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3134 - g_loss: 0.9447 - d_accuracy: 0.5949 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2955 - g_loss: 0.9535 - d_accuracy: 0.6135Epoch 96: D Accuracy = 0.6296 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2955 - g_loss: 0.9511 - d_accuracy: 0.6140 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.9461 - d_accuracy: 0.6064Epoch 97: D Accuracy = 0.6296 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3020 - g_loss: 0.9459 - d_accuracy: 0.6072 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9404 - d_accuracy: 0.6035Epoch 98: D Accuracy = 0.6111 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3048 - g_loss: 0.9386 - d_accuracy: 0.6038 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3136 - g_loss: 0.9415 - d_accuracy: 0.5924Epoch 99: D Accuracy = 0.5694 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3131 - g_loss: 0.9461 - d_accuracy: 0.5916 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9404 - d_accuracy: 0.6031 Class 13 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.5833 27/27 [==============================] - 1s 41ms/step - d_loss: 1.3075 - g_loss: 0.9407 - d_accuracy: 0.6024 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9399 - d_accuracy: 0.6053Epoch 101: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3012 - g_loss: 0.9358 - d_accuracy: 0.6075 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.9398 - d_accuracy: 0.6035Epoch 102: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3082 - g_loss: 0.9382 - d_accuracy: 0.6048 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3094 - g_loss: 0.9380 - d_accuracy: 0.6027Epoch 103: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3082 - g_loss: 0.9423 - d_accuracy: 0.6035 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3068 - g_loss: 0.9381 - d_accuracy: 0.6056Epoch 104: D Accuracy = 0.6019 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3062 - g_loss: 0.9406 - d_accuracy: 0.6055 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3080 - g_loss: 0.9343 - d_accuracy: 0.6017Epoch 105: D Accuracy = 0.5972 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3077 - g_loss: 0.9360 - d_accuracy: 0.6015 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3088 - g_loss: 0.9374 - d_accuracy: 0.6153Epoch 106: D Accuracy = 0.6528 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3087 - g_loss: 0.9369 - d_accuracy: 0.6167 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9383 - d_accuracy: 0.6017Epoch 107: D Accuracy = 0.6157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3092 - g_loss: 0.9385 - d_accuracy: 0.6022 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.9223 - d_accuracy: 0.5896Epoch 108: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3207 - g_loss: 0.9216 - d_accuracy: 0.5908 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3119 - g_loss: 0.9331 - d_accuracy: 0.5998Epoch 109: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3129 - g_loss: 0.9339 - d_accuracy: 0.5989 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.9302 - d_accuracy: 0.5933Epoch 110: D Accuracy = 0.6204 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3148 - g_loss: 0.9300 - d_accuracy: 0.5943 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9303 - d_accuracy: 0.6017Epoch 111: D Accuracy = 0.6435 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3144 - g_loss: 0.9298 - d_accuracy: 0.6032 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.9265 - d_accuracy: 0.5964Epoch 112: D Accuracy = 0.5787 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3216 - g_loss: 0.9244 - d_accuracy: 0.5957 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3150 - g_loss: 0.9258 - d_accuracy: 0.6020Epoch 113: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3146 - g_loss: 0.9271 - d_accuracy: 0.6014 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.9260 - d_accuracy: 0.5905Epoch 114: D Accuracy = 0.5926 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3188 - g_loss: 0.9277 - d_accuracy: 0.5906 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.9330 - d_accuracy: 0.6014Epoch 115: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3094 - g_loss: 0.9365 - d_accuracy: 0.6027 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.9239 - d_accuracy: 0.5953Epoch 116: D Accuracy = 0.5602 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3285 - g_loss: 0.9253 - d_accuracy: 0.5940 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3280 - g_loss: 0.9143 - d_accuracy: 0.5892Epoch 117: D Accuracy = 0.5648 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3267 - g_loss: 0.9172 - d_accuracy: 0.5883 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3238 - g_loss: 0.9201 - d_accuracy: 0.5900Epoch 118: D Accuracy = 0.5463 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3264 - g_loss: 0.9201 - d_accuracy: 0.5884 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.9136 - d_accuracy: 0.5955Epoch 119: D Accuracy = 0.5602 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3276 - g_loss: 0.9130 - d_accuracy: 0.5943 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3132 - g_loss: 0.9181 - d_accuracy: 0.5976Epoch 120: D Accuracy = 0.6111 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3136 - g_loss: 0.9158 - d_accuracy: 0.5981 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.9174 - d_accuracy: 0.5900Epoch 121: D Accuracy = 0.5602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3248 - g_loss: 0.9171 - d_accuracy: 0.5890 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3214 - g_loss: 0.9180 - d_accuracy: 0.5957Epoch 122: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3227 - g_loss: 0.9175 - d_accuracy: 0.5950 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.9165 - d_accuracy: 0.5956Epoch 123: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3162 - g_loss: 0.9188 - d_accuracy: 0.5981 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.9146 - d_accuracy: 0.5856Epoch 124: D Accuracy = 0.5093 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3312 - g_loss: 0.9179 - d_accuracy: 0.5828 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.9117 - d_accuracy: 0.5857Epoch 125: D Accuracy = 0.5833 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3293 - g_loss: 0.9129 - d_accuracy: 0.5856 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3132 - g_loss: 0.9170 - d_accuracy: 0.5999Epoch 126: D Accuracy = 0.5926 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3150 - g_loss: 0.9148 - d_accuracy: 0.5997 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.9203 - d_accuracy: 0.5938Epoch 127: D Accuracy = 0.5556 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.9188 - d_accuracy: 0.5924 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.9141 - d_accuracy: 0.5870Epoch 128: D Accuracy = 0.5509 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3291 - g_loss: 0.9147 - d_accuracy: 0.5857 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.9153 - d_accuracy: 0.5901Epoch 129: D Accuracy = 0.5694 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3213 - g_loss: 0.9151 - d_accuracy: 0.5894 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.9180 - d_accuracy: 0.5911Epoch 130: D Accuracy = 0.5694 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3171 - g_loss: 0.9204 - d_accuracy: 0.5903 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.9023 - d_accuracy: 0.5882Epoch 131: D Accuracy = 0.6157 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3287 - g_loss: 0.8999 - d_accuracy: 0.5892 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3281 - g_loss: 0.9074 - d_accuracy: 0.5841Epoch 132: D Accuracy = 0.5741 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3286 - g_loss: 0.9078 - d_accuracy: 0.5837 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3204 - g_loss: 0.9113 - d_accuracy: 0.5934Epoch 133: D Accuracy = 0.6389 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3194 - g_loss: 0.9109 - d_accuracy: 0.5950 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3244 - g_loss: 0.9128 - d_accuracy: 0.5866Epoch 134: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3242 - g_loss: 0.9110 - d_accuracy: 0.5868 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3205 - g_loss: 0.9117 - d_accuracy: 0.5860Epoch 135: D Accuracy = 0.6435 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3182 - g_loss: 0.9105 - d_accuracy: 0.5881 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.9101 - d_accuracy: 0.5896Epoch 136: D Accuracy = 0.5602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3210 - g_loss: 0.9103 - d_accuracy: 0.5886 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.9055 - d_accuracy: 0.5868Epoch 137: D Accuracy = 0.5185 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3287 - g_loss: 0.9053 - d_accuracy: 0.5843 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.9100 - d_accuracy: 0.5927Epoch 138: D Accuracy = 0.5972 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3163 - g_loss: 0.9098 - d_accuracy: 0.5929 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.9063 - d_accuracy: 0.5908Epoch 139: D Accuracy = 0.6204 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3232 - g_loss: 0.9074 - d_accuracy: 0.5919 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3318 - g_loss: 0.9079 - d_accuracy: 0.5788Epoch 140: D Accuracy = 0.5463 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3327 - g_loss: 0.9097 - d_accuracy: 0.5777 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3343 - g_loss: 0.8951 - d_accuracy: 0.5796Epoch 141: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3333 - g_loss: 0.8955 - d_accuracy: 0.5814 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3260 - g_loss: 0.9069 - d_accuracy: 0.5892Epoch 142: D Accuracy = 0.5370 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3277 - g_loss: 0.9058 - d_accuracy: 0.5873 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8982 - d_accuracy: 0.5854Epoch 143: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3309 - g_loss: 0.8967 - d_accuracy: 0.5853 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.9032 - d_accuracy: 0.5838Epoch 144: D Accuracy = 0.5880 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3299 - g_loss: 0.9064 - d_accuracy: 0.5840 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.9011 - d_accuracy: 0.5835Epoch 145: D Accuracy = 0.5833 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3312 - g_loss: 0.8987 - d_accuracy: 0.5835 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3206 - g_loss: 0.9048 - d_accuracy: 0.5883Epoch 146: D Accuracy = 0.5648 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3212 - g_loss: 0.9053 - d_accuracy: 0.5875 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.9023 - d_accuracy: 0.5785Epoch 147: D Accuracy = 0.5602 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3276 - g_loss: 0.9019 - d_accuracy: 0.5778 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3223 - g_loss: 0.9056 - d_accuracy: 0.5884Epoch 148: D Accuracy = 0.5787 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3239 - g_loss: 0.9041 - d_accuracy: 0.5881 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3268 - g_loss: 0.8990 - d_accuracy: 0.5865Epoch 149: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3275 - g_loss: 0.8961 - d_accuracy: 0.5863 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.9026 - d_accuracy: 0.5882Epoch 150: D Accuracy = 0.5648 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3297 - g_loss: 0.9025 - d_accuracy: 0.5874 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8950 - d_accuracy: 0.5907Epoch 151: D Accuracy = 0.5741 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3270 - g_loss: 0.8942 - d_accuracy: 0.5901 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.9037 - d_accuracy: 0.5859Epoch 152: D Accuracy = 0.5741 27/27 [==============================] - 1s 40ms/step - d_loss: 1.3201 - g_loss: 0.9050 - d_accuracy: 0.5855 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.8926 - d_accuracy: 0.5856Epoch 153: D Accuracy = 0.6481 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3294 - g_loss: 0.8913 - d_accuracy: 0.5879 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3310 - g_loss: 0.9005 - d_accuracy: 0.5765Epoch 154: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3319 - g_loss: 0.9015 - d_accuracy: 0.5764 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3196 - g_loss: 0.9019 - d_accuracy: 0.5972Epoch 155: D Accuracy = 0.6157 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3185 - g_loss: 0.9035 - d_accuracy: 0.5978 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.9034 - d_accuracy: 0.5860Epoch 156: D Accuracy = 0.6574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3192 - g_loss: 0.9011 - d_accuracy: 0.5885 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.9039 - d_accuracy: 0.5840Epoch 157: D Accuracy = 0.5694 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3303 - g_loss: 0.9013 - d_accuracy: 0.5835 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8961 - d_accuracy: 0.5852Epoch 158: D Accuracy = 0.5463 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3278 - g_loss: 0.8944 - d_accuracy: 0.5838 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.9026 - d_accuracy: 0.5759Epoch 159: D Accuracy = 0.6204 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3275 - g_loss: 0.9049 - d_accuracy: 0.5775 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.9013 - d_accuracy: 0.5797Epoch 160: D Accuracy = 0.5694 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3309 - g_loss: 0.9050 - d_accuracy: 0.5793 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3284 - g_loss: 0.8954 - d_accuracy: 0.5938Epoch 161: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3276 - g_loss: 0.8957 - d_accuracy: 0.5942 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.9017 - d_accuracy: 0.5846Epoch 162: D Accuracy = 0.5648 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3234 - g_loss: 0.9017 - d_accuracy: 0.5839 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3247 - g_loss: 0.9001 - d_accuracy: 0.5864Epoch 163: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3262 - g_loss: 0.8986 - d_accuracy: 0.5861
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.8996 - d_accuracy: 0.5868Epoch 164: D Accuracy = 0.5694 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3215 - g_loss: 0.9000 - d_accuracy: 0.5862 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.9002 - d_accuracy: 0.5898Epoch 165: D Accuracy = 0.6343 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3221 - g_loss: 0.9022 - d_accuracy: 0.5913 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3245 - g_loss: 0.8956 - d_accuracy: 0.5850 Epoch 166: Generator loss improved from 0.8001 to 0.7939. Saving weights. Epoch 166: D Accuracy = 0.5602 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3257 - g_loss: 0.8920 - d_accuracy: 0.5841 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3335 - g_loss: 0.8948 - d_accuracy: 0.5786Epoch 167: D Accuracy = 0.5787 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3327 - g_loss: 0.8953 - d_accuracy: 0.5786 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8961 - d_accuracy: 0.5723Epoch 168: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3307 - g_loss: 0.8976 - d_accuracy: 0.5728 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3201 - g_loss: 0.9025 - d_accuracy: 0.5803Epoch 169: D Accuracy = 0.5556 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3200 - g_loss: 0.9012 - d_accuracy: 0.5794 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8998 - d_accuracy: 0.5760Epoch 170: D Accuracy = 0.5139 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3342 - g_loss: 0.9044 - d_accuracy: 0.5738 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3261 - g_loss: 0.8986 - d_accuracy: 0.5924Epoch 171: D Accuracy = 0.5972 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3264 - g_loss: 0.8974 - d_accuracy: 0.5926 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.8932 - d_accuracy: 0.5870 Epoch 172: Generator loss improved from 0.7939 to 0.7796. Saving weights. Epoch 172: D Accuracy = 0.5509 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3254 - g_loss: 0.8891 - d_accuracy: 0.5857 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3224 - g_loss: 0.9041 - d_accuracy: 0.5877Epoch 173: D Accuracy = 0.5880 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3218 - g_loss: 0.9038 - d_accuracy: 0.5878 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.9031 - d_accuracy: 0.5912Epoch 174: D Accuracy = 0.5556 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3197 - g_loss: 0.9018 - d_accuracy: 0.5899 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3233 - g_loss: 0.9017 - d_accuracy: 0.5852Epoch 175: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3232 - g_loss: 0.9028 - d_accuracy: 0.5848 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.9024 - d_accuracy: 0.5956Epoch 176: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3148 - g_loss: 0.9032 - d_accuracy: 0.5957 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.9006 - d_accuracy: 0.5935Epoch 177: D Accuracy = 0.6019 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3235 - g_loss: 0.8993 - d_accuracy: 0.5938 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.8978 - d_accuracy: 0.5866Epoch 178: D Accuracy = 0.5972 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3228 - g_loss: 0.8965 - d_accuracy: 0.5870 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8974 - d_accuracy: 0.5870Epoch 179: D Accuracy = 0.5648 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3258 - g_loss: 0.8964 - d_accuracy: 0.5862 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3209 - g_loss: 0.9016 - d_accuracy: 0.5872Epoch 180: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3194 - g_loss: 0.9039 - d_accuracy: 0.5886 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.9014 - d_accuracy: 0.5771Epoch 181: D Accuracy = 0.5556 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3243 - g_loss: 0.9034 - d_accuracy: 0.5764 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8972 - d_accuracy: 0.5908Epoch 182: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3217 - g_loss: 0.8969 - d_accuracy: 0.5929 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3167 - g_loss: 0.9038 - d_accuracy: 0.5910Epoch 183: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3169 - g_loss: 0.9014 - d_accuracy: 0.5910 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8993 - d_accuracy: 0.5855Epoch 184: D Accuracy = 0.5694 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3297 - g_loss: 0.8967 - d_accuracy: 0.5849 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8925 - d_accuracy: 0.5747Epoch 185: D Accuracy = 0.6343 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3302 - g_loss: 0.8932 - d_accuracy: 0.5768 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3212 - g_loss: 0.9033 - d_accuracy: 0.5932Epoch 186: D Accuracy = 0.5787 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3226 - g_loss: 0.9056 - d_accuracy: 0.5927 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8899 - d_accuracy: 0.5809Epoch 187: D Accuracy = 0.5324 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3353 - g_loss: 0.8920 - d_accuracy: 0.5792 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.8980 - d_accuracy: 0.5906Epoch 188: D Accuracy = 0.5556 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3198 - g_loss: 0.8980 - d_accuracy: 0.5893 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9021 - d_accuracy: 0.5949Epoch 189: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3159 - g_loss: 0.9022 - d_accuracy: 0.5943 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.9090 - d_accuracy: 0.6000Epoch 190: D Accuracy = 0.6111 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3089 - g_loss: 0.9071 - d_accuracy: 0.6004 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.9003 - d_accuracy: 0.5867Epoch 191: D Accuracy = 0.5741 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3243 - g_loss: 0.9017 - d_accuracy: 0.5862 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3192 - g_loss: 0.9055 - d_accuracy: 0.5875Epoch 192: D Accuracy = 0.6620 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3167 - g_loss: 0.9073 - d_accuracy: 0.5901 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.8963 - d_accuracy: 0.5799Epoch 193: D Accuracy = 0.5370 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3261 - g_loss: 0.8952 - d_accuracy: 0.5784 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3245 - g_loss: 0.8921 - d_accuracy: 0.5859Epoch 194: D Accuracy = 0.6111 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3235 - g_loss: 0.8910 - d_accuracy: 0.5868 Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.9074 - d_accuracy: 0.5987Epoch 195: D Accuracy = 0.5880 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3143 - g_loss: 0.9075 - d_accuracy: 0.5984 Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.9038 - d_accuracy: 0.5938Epoch 196: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3183 - g_loss: 0.9037 - d_accuracy: 0.5936 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3181 - g_loss: 0.9036 - d_accuracy: 0.5900Epoch 197: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3173 - g_loss: 0.9037 - d_accuracy: 0.5912 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.9026 - d_accuracy: 0.5921Epoch 198: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3170 - g_loss: 0.9062 - d_accuracy: 0.5918 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.9004 - d_accuracy: 0.5947Epoch 199: D Accuracy = 0.6111 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3172 - g_loss: 0.9027 - d_accuracy: 0.5953 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.8963 - d_accuracy: 0.5923 Class 13 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.5787 27/27 [==============================] - 1s 44ms/step - d_loss: 1.3202 - g_loss: 0.8948 - d_accuracy: 0.5918 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3113 - g_loss: 0.9079 - d_accuracy: 0.6010Epoch 201: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3108 - g_loss: 0.9095 - d_accuracy: 0.6004 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.8922 - d_accuracy: 0.5831Epoch 202: D Accuracy = 0.6157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3264 - g_loss: 0.8942 - d_accuracy: 0.5843 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3114 - g_loss: 0.9069 - d_accuracy: 0.6010Epoch 203: D Accuracy = 0.5602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3117 - g_loss: 0.9078 - d_accuracy: 0.5996 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8958 - d_accuracy: 0.5875Epoch 204: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3232 - g_loss: 0.8928 - d_accuracy: 0.5877 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3150 - g_loss: 0.9077 - d_accuracy: 0.5918Epoch 205: D Accuracy = 0.6296 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3135 - g_loss: 0.9081 - d_accuracy: 0.5931 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3262 - g_loss: 0.8937 - d_accuracy: 0.5853Epoch 206: D Accuracy = 0.5880 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3259 - g_loss: 0.8942 - d_accuracy: 0.5854 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3182 - g_loss: 0.8989 - d_accuracy: 0.5926Epoch 207: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3173 - g_loss: 0.8991 - d_accuracy: 0.5938 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.9043 - d_accuracy: 0.6008Epoch 208: D Accuracy = 0.6157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3097 - g_loss: 0.9046 - d_accuracy: 0.6013 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.9039 - d_accuracy: 0.5903Epoch 209: D Accuracy = 0.6574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3146 - g_loss: 0.9046 - d_accuracy: 0.5927 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.8986 - d_accuracy: 0.5924Epoch 210: D Accuracy = 0.6111 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.8959 - d_accuracy: 0.5930 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.9073 - d_accuracy: 0.5960Epoch 211: D Accuracy = 0.5880 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3168 - g_loss: 0.9055 - d_accuracy: 0.5957 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3052 - g_loss: 0.9106 - d_accuracy: 0.5987Epoch 212: D Accuracy = 0.6528 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3031 - g_loss: 0.9116 - d_accuracy: 0.6006 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.9065 - d_accuracy: 0.5954Epoch 213: D Accuracy = 0.6157 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3158 - g_loss: 0.9072 - d_accuracy: 0.5962 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9012 - d_accuracy: 0.5860Epoch 214: D Accuracy = 0.5648 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3157 - g_loss: 0.9000 - d_accuracy: 0.5853 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.9059 - d_accuracy: 0.5922Epoch 215: D Accuracy = 0.6019 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3172 - g_loss: 0.9084 - d_accuracy: 0.5925 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3088 - g_loss: 0.9041 - d_accuracy: 0.5968Epoch 216: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3087 - g_loss: 0.9067 - d_accuracy: 0.5960 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3124 - g_loss: 0.9061 - d_accuracy: 0.6011Epoch 217: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3139 - g_loss: 0.9049 - d_accuracy: 0.6003 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.9037 - d_accuracy: 0.5935Epoch 218: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3160 - g_loss: 0.9021 - d_accuracy: 0.5933 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.9090 - d_accuracy: 0.5957Epoch 219: D Accuracy = 0.6389 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3077 - g_loss: 0.9080 - d_accuracy: 0.5973 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3055 - g_loss: 0.9172 - d_accuracy: 0.5954Epoch 220: D Accuracy = 0.5556 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3054 - g_loss: 0.9207 - d_accuracy: 0.5940 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8938 - d_accuracy: 0.5913Epoch 221: D Accuracy = 0.6343 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3245 - g_loss: 0.8946 - d_accuracy: 0.5929 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9074 - d_accuracy: 0.5982Epoch 222: D Accuracy = 0.5741 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3061 - g_loss: 0.9051 - d_accuracy: 0.5974 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3131 - g_loss: 0.9080 - d_accuracy: 0.5952Epoch 223: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 0.9089 - d_accuracy: 0.5951 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3096 - g_loss: 0.9087 - d_accuracy: 0.5990Epoch 224: D Accuracy = 0.6157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3099 - g_loss: 0.9059 - d_accuracy: 0.5996 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9082 - d_accuracy: 0.5962Epoch 225: D Accuracy = 0.5694 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3109 - g_loss: 0.9066 - d_accuracy: 0.5952 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3113 - g_loss: 0.9066 - d_accuracy: 0.5992Epoch 226: D Accuracy = 0.5926 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3132 - g_loss: 0.9036 - d_accuracy: 0.5990 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9099 - d_accuracy: 0.6044Epoch 227: D Accuracy = 0.5463 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3074 - g_loss: 0.9074 - d_accuracy: 0.6024 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.9087 - d_accuracy: 0.5956Epoch 228: D Accuracy = 0.6019 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3100 - g_loss: 0.9068 - d_accuracy: 0.5959 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3130 - g_loss: 0.9120 - d_accuracy: 0.5950Epoch 229: D Accuracy = 0.6481 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3113 - g_loss: 0.9155 - d_accuracy: 0.5969 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.9071 - d_accuracy: 0.5957Epoch 230: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3141 - g_loss: 0.9050 - d_accuracy: 0.5952 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9116 - d_accuracy: 0.5997Epoch 231: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3117 - g_loss: 0.9108 - d_accuracy: 0.5988 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3167 - g_loss: 0.9075 - d_accuracy: 0.5993Epoch 232: D Accuracy = 0.5556 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3188 - g_loss: 0.9098 - d_accuracy: 0.5977 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.9014 - d_accuracy: 0.5944Epoch 233: D Accuracy = 0.5556 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3107 - g_loss: 0.8999 - d_accuracy: 0.5930 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2973 - g_loss: 0.9172 - d_accuracy: 0.6048Epoch 234: D Accuracy = 0.5880 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2966 - g_loss: 0.9166 - d_accuracy: 0.6042 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.9070 - d_accuracy: 0.5954Epoch 235: D Accuracy = 0.5926 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3088 - g_loss: 0.9063 - d_accuracy: 0.5953 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9106 - d_accuracy: 0.5941Epoch 236: D Accuracy = 0.6111 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3069 - g_loss: 0.9109 - d_accuracy: 0.5947 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3195 - g_loss: 0.9038 - d_accuracy: 0.5933Epoch 237: D Accuracy = 0.5648 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3204 - g_loss: 0.9019 - d_accuracy: 0.5922 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3011 - g_loss: 0.9138 - d_accuracy: 0.6063Epoch 238: D Accuracy = 0.5972 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3022 - g_loss: 0.9123 - d_accuracy: 0.6060 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9191 - d_accuracy: 0.6095Epoch 239: D Accuracy = 0.5231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3018 - g_loss: 0.9193 - d_accuracy: 0.6064 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.9041 - d_accuracy: 0.5991Epoch 240: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3087 - g_loss: 0.9040 - d_accuracy: 0.5998 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3069 - g_loss: 0.9140 - d_accuracy: 0.5981Epoch 241: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3074 - g_loss: 0.9143 - d_accuracy: 0.5982 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9145 - d_accuracy: 0.6039Epoch 242: D Accuracy = 0.5509 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3046 - g_loss: 0.9116 - d_accuracy: 0.6020 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.9109 - d_accuracy: 0.5986Epoch 243: D Accuracy = 0.6111 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3061 - g_loss: 0.9105 - d_accuracy: 0.5990 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3009 - g_loss: 0.9146 - d_accuracy: 0.6039Epoch 244: D Accuracy = 0.6111 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3013 - g_loss: 0.9138 - d_accuracy: 0.6042 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2966 - g_loss: 0.9193 - d_accuracy: 0.6145Epoch 245: D Accuracy = 0.7176 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2944 - g_loss: 0.9189 - d_accuracy: 0.6182 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9138 - d_accuracy: 0.6079Epoch 246: D Accuracy = 0.6204 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3060 - g_loss: 0.9132 - d_accuracy: 0.6083 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9178 - d_accuracy: 0.6177Epoch 247: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2964 - g_loss: 0.9178 - d_accuracy: 0.6173 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3002 - g_loss: 0.9164 - d_accuracy: 0.6002Epoch 248: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3004 - g_loss: 0.9141 - d_accuracy: 0.5998 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.9156 - d_accuracy: 0.6083Epoch 249: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3038 - g_loss: 0.9175 - d_accuracy: 0.6078 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.9100 - d_accuracy: 0.5952Epoch 250: D Accuracy = 0.6204 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3095 - g_loss: 0.9055 - d_accuracy: 0.5961 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.9174 - d_accuracy: 0.5952Epoch 251: D Accuracy = 0.5694 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3066 - g_loss: 0.9159 - d_accuracy: 0.5942 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9224 - d_accuracy: 0.6138Epoch 252: D Accuracy = 0.5417 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2962 - g_loss: 0.9242 - d_accuracy: 0.6112 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2985 - g_loss: 0.9202 - d_accuracy: 0.6118Epoch 253: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2976 - g_loss: 0.9194 - d_accuracy: 0.6131 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3053 - g_loss: 0.9124 - d_accuracy: 0.5982Epoch 254: D Accuracy = 0.6435 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3036 - g_loss: 0.9126 - d_accuracy: 0.5998 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2965 - g_loss: 0.9228 - d_accuracy: 0.6102Epoch 255: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2972 - g_loss: 0.9235 - d_accuracy: 0.6096 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9195 - d_accuracy: 0.6038Epoch 256: D Accuracy = 0.5694 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2987 - g_loss: 0.9222 - d_accuracy: 0.6026 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2988 - g_loss: 0.9165 - d_accuracy: 0.6077Epoch 257: D Accuracy = 0.6065 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2997 - g_loss: 0.9159 - d_accuracy: 0.6076 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9140 - d_accuracy: 0.6051Epoch 258: D Accuracy = 0.6435 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3007 - g_loss: 0.9115 - d_accuracy: 0.6065 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9170 - d_accuracy: 0.6135Epoch 259: D Accuracy = 0.5417 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3050 - g_loss: 0.9195 - d_accuracy: 0.6110 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9222 - d_accuracy: 0.6089Epoch 260: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2959 - g_loss: 0.9209 - d_accuracy: 0.6099 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3030 - g_loss: 0.9137 - d_accuracy: 0.6064Epoch 261: D Accuracy = 0.7037 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3002 - g_loss: 0.9135 - d_accuracy: 0.6098 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2978 - g_loss: 0.9207 - d_accuracy: 0.6075Epoch 262: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2979 - g_loss: 0.9198 - d_accuracy: 0.6069 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9128 - d_accuracy: 0.6068Epoch 263: D Accuracy = 0.6528 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2994 - g_loss: 0.9115 - d_accuracy: 0.6084
Epoch 264/500 26/27 [===========================>..] - ETA: 0s - d_loss: 1.2958 - g_loss: 0.9261 - d_accuracy: 0.6103Epoch 264: D Accuracy = 0.6157 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2951 - g_loss: 0.9299 - d_accuracy: 0.6107 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9193 - d_accuracy: 0.6091Epoch 265: D Accuracy = 0.6065 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3020 - g_loss: 0.9200 - d_accuracy: 0.6090 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9192 - d_accuracy: 0.6067Epoch 266: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2972 - g_loss: 0.9202 - d_accuracy: 0.6091 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2958 - g_loss: 0.9260 - d_accuracy: 0.6108Epoch 267: D Accuracy = 0.5648 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2958 - g_loss: 0.9294 - d_accuracy: 0.6091 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2949 - g_loss: 0.9248 - d_accuracy: 0.6125Epoch 268: D Accuracy = 0.5370 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2962 - g_loss: 0.9262 - d_accuracy: 0.6098 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3015 - g_loss: 0.9181 - d_accuracy: 0.6082Epoch 269: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2998 - g_loss: 0.9184 - d_accuracy: 0.6103 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9228 - d_accuracy: 0.6129Epoch 270: D Accuracy = 0.5602 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2981 - g_loss: 0.9242 - d_accuracy: 0.6110 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9229 - d_accuracy: 0.6204Epoch 271: D Accuracy = 0.5741 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2915 - g_loss: 0.9202 - d_accuracy: 0.6187 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2999 - g_loss: 0.9208 - d_accuracy: 0.6069Epoch 272: D Accuracy = 0.5694 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3018 - g_loss: 0.9189 - d_accuracy: 0.6055 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2948 - g_loss: 0.9260 - d_accuracy: 0.6102Epoch 273: D Accuracy = 0.6157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2946 - g_loss: 0.9302 - d_accuracy: 0.6104 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3025 - g_loss: 0.9125 - d_accuracy: 0.6096Epoch 274: D Accuracy = 0.6389 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3022 - g_loss: 0.9116 - d_accuracy: 0.6106 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9236 - d_accuracy: 0.6155Epoch 275: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2892 - g_loss: 0.9233 - d_accuracy: 0.6158 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9287 - d_accuracy: 0.6171Epoch 276: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2888 - g_loss: 0.9282 - d_accuracy: 0.6179 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2972 - g_loss: 0.9300 - d_accuracy: 0.6084Epoch 277: D Accuracy = 0.6250 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2957 - g_loss: 0.9317 - d_accuracy: 0.6090 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2992 - g_loss: 0.9330 - d_accuracy: 0.6023Epoch 278: D Accuracy = 0.5787 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2992 - g_loss: 0.9384 - d_accuracy: 0.6015 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2869 - g_loss: 0.9270 - d_accuracy: 0.6250Epoch 279: D Accuracy = 0.5231 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2909 - g_loss: 0.9240 - d_accuracy: 0.6214 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9288 - d_accuracy: 0.6269Epoch 280: D Accuracy = 0.6574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2870 - g_loss: 0.9322 - d_accuracy: 0.6280 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9286 - d_accuracy: 0.6262Epoch 281: D Accuracy = 0.6343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2865 - g_loss: 0.9292 - d_accuracy: 0.6265 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2955 - g_loss: 0.9260 - d_accuracy: 0.6022Epoch 282: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2961 - g_loss: 0.9260 - d_accuracy: 0.6015 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9220 - d_accuracy: 0.6242Epoch 283: D Accuracy = 0.5694 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2911 - g_loss: 0.9200 - d_accuracy: 0.6223 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2891 - g_loss: 0.9245 - d_accuracy: 0.6245Epoch 284: D Accuracy = 0.6065 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2899 - g_loss: 0.9259 - d_accuracy: 0.6238 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2894 - g_loss: 0.9278 - d_accuracy: 0.6151Epoch 285: D Accuracy = 0.6389 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2895 - g_loss: 0.9275 - d_accuracy: 0.6159 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9302 - d_accuracy: 0.6172Epoch 286: D Accuracy = 0.6019 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2865 - g_loss: 0.9332 - d_accuracy: 0.6167 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9237 - d_accuracy: 0.6064Epoch 287: D Accuracy = 0.6574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2987 - g_loss: 0.9245 - d_accuracy: 0.6082 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2911 - g_loss: 0.9285 - d_accuracy: 0.6215Epoch 288: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2918 - g_loss: 0.9311 - d_accuracy: 0.6200 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9302 - d_accuracy: 0.6151Epoch 289: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2864 - g_loss: 0.9296 - d_accuracy: 0.6147 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9270 - d_accuracy: 0.6148Epoch 290: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2918 - g_loss: 0.9286 - d_accuracy: 0.6145 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2846 - g_loss: 0.9300 - d_accuracy: 0.6210Epoch 291: D Accuracy = 0.6620 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2829 - g_loss: 0.9311 - d_accuracy: 0.6225 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2857 - g_loss: 0.9260 - d_accuracy: 0.6153Epoch 292: D Accuracy = 0.6759 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2845 - g_loss: 0.9250 - d_accuracy: 0.6175 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9295 - d_accuracy: 0.6154Epoch 293: D Accuracy = 0.5926 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2894 - g_loss: 0.9292 - d_accuracy: 0.6146 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9223 - d_accuracy: 0.6130Epoch 294: D Accuracy = 0.6435 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2937 - g_loss: 0.9210 - d_accuracy: 0.6140 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9302 - d_accuracy: 0.6190Epoch 295: D Accuracy = 0.6435 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2906 - g_loss: 0.9299 - d_accuracy: 0.6199
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2782 - g_loss: 0.9356 - d_accuracy: 0.6348Epoch 296: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2780 - g_loss: 0.9363 - d_accuracy: 0.6345 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9283 - d_accuracy: 0.6110Epoch 297: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2894 - g_loss: 0.9258 - d_accuracy: 0.6117 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2673 - g_loss: 0.9435 - d_accuracy: 0.6375Epoch 298: D Accuracy = 0.6157 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2687 - g_loss: 0.9420 - d_accuracy: 0.6368 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2854 - g_loss: 0.9317 - d_accuracy: 0.6292Epoch 299: D Accuracy = 0.5972 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2852 - g_loss: 0.9356 - d_accuracy: 0.6280 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9397 - d_accuracy: 0.6249 Class 13 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.6111 27/27 [==============================] - 1s 43ms/step - d_loss: 1.2821 - g_loss: 0.9402 - d_accuracy: 0.6244 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2810 - g_loss: 0.9386 - d_accuracy: 0.6196Epoch 301: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2807 - g_loss: 0.9421 - d_accuracy: 0.6180 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2742 - g_loss: 0.9406 - d_accuracy: 0.6323Epoch 302: D Accuracy = 0.6157 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2735 - g_loss: 0.9430 - d_accuracy: 0.6317 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9449 - d_accuracy: 0.6234Epoch 303: D Accuracy = 0.6528 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2780 - g_loss: 0.9449 - d_accuracy: 0.6245 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2846 - g_loss: 0.9330 - d_accuracy: 0.6183Epoch 304: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2850 - g_loss: 0.9281 - d_accuracy: 0.6186 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2922 - g_loss: 0.9294 - d_accuracy: 0.6118Epoch 305: D Accuracy = 0.5972 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2936 - g_loss: 0.9275 - d_accuracy: 0.6113 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9412 - d_accuracy: 0.6231Epoch 306: D Accuracy = 0.6389 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2781 - g_loss: 0.9428 - d_accuracy: 0.6236 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9327 - d_accuracy: 0.6244Epoch 307: D Accuracy = 0.5463 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2813 - g_loss: 0.9318 - d_accuracy: 0.6216 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9431 - d_accuracy: 0.6322Epoch 308: D Accuracy = 0.5139 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2766 - g_loss: 0.9416 - d_accuracy: 0.6279 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2765 - g_loss: 0.9396 - d_accuracy: 0.6264Epoch 309: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2780 - g_loss: 0.9378 - d_accuracy: 0.6254 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9377 - d_accuracy: 0.6221Epoch 310: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2813 - g_loss: 0.9352 - d_accuracy: 0.6204 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2819 - g_loss: 0.9383 - d_accuracy: 0.6220Epoch 311: D Accuracy = 0.6574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2809 - g_loss: 0.9398 - d_accuracy: 0.6233 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9356 - d_accuracy: 0.6229Epoch 312: D Accuracy = 0.6389 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2810 - g_loss: 0.9357 - d_accuracy: 0.6235 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2906 - g_loss: 0.9343 - d_accuracy: 0.6148Epoch 313: D Accuracy = 0.5880 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2911 - g_loss: 0.9363 - d_accuracy: 0.6138 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9398 - d_accuracy: 0.6282Epoch 314: D Accuracy = 0.5787 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2807 - g_loss: 0.9389 - d_accuracy: 0.6264 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2774 - g_loss: 0.9422 - d_accuracy: 0.6266Epoch 315: D Accuracy = 0.5972 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2781 - g_loss: 0.9429 - d_accuracy: 0.6255 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9434 - d_accuracy: 0.6379Epoch 316: D Accuracy = 0.6574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2648 - g_loss: 0.9428 - d_accuracy: 0.6386 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2712 - g_loss: 0.9481 - d_accuracy: 0.6297Epoch 317: D Accuracy = 0.6389 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2708 - g_loss: 0.9482 - d_accuracy: 0.6300 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2716 - g_loss: 0.9457 - d_accuracy: 0.6326Epoch 318: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2724 - g_loss: 0.9462 - d_accuracy: 0.6322 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2702 - g_loss: 0.9500 - d_accuracy: 0.6396Epoch 319: D Accuracy = 0.6019 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2729 - g_loss: 0.9534 - d_accuracy: 0.6383 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9430 - d_accuracy: 0.6377Epoch 320: D Accuracy = 0.6528 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2754 - g_loss: 0.9429 - d_accuracy: 0.6383 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2771 - g_loss: 0.9432 - d_accuracy: 0.6306Epoch 321: D Accuracy = 0.6389 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2764 - g_loss: 0.9456 - d_accuracy: 0.6309 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2690 - g_loss: 0.9464 - d_accuracy: 0.6279Epoch 322: D Accuracy = 0.6481 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2668 - g_loss: 0.9511 - d_accuracy: 0.6286 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2740 - g_loss: 0.9507 - d_accuracy: 0.6327Epoch 323: D Accuracy = 0.6111 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2732 - g_loss: 0.9546 - d_accuracy: 0.6320 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2693 - g_loss: 0.9467 - d_accuracy: 0.6298Epoch 324: D Accuracy = 0.6806 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2674 - g_loss: 0.9462 - d_accuracy: 0.6316 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2779 - g_loss: 0.9436 - d_accuracy: 0.6257Epoch 325: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2780 - g_loss: 0.9445 - d_accuracy: 0.6249 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2714 - g_loss: 0.9465 - d_accuracy: 0.6296Epoch 326: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2730 - g_loss: 0.9444 - d_accuracy: 0.6286 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 0.9405 - d_accuracy: 0.6132Epoch 327: D Accuracy = 0.6528 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2854 - g_loss: 0.9412 - d_accuracy: 0.6146 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2714 - g_loss: 0.9476 - d_accuracy: 0.6318Epoch 328: D Accuracy = 0.6481 27/27 [==============================] - 1s 40ms/step - d_loss: 1.2719 - g_loss: 0.9434 - d_accuracy: 0.6324 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2687 - g_loss: 0.9532 - d_accuracy: 0.6292Epoch 329: D Accuracy = 0.6574 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2676 - g_loss: 0.9526 - d_accuracy: 0.6302 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9455 - d_accuracy: 0.6260Epoch 330: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2721 - g_loss: 0.9452 - d_accuracy: 0.6252 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9504 - d_accuracy: 0.6204Epoch 331: D Accuracy = 0.6065 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2768 - g_loss: 0.9507 - d_accuracy: 0.6199 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2685 - g_loss: 0.9548 - d_accuracy: 0.6291Epoch 332: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2699 - g_loss: 0.9523 - d_accuracy: 0.6275 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2712 - g_loss: 0.9524 - d_accuracy: 0.6265Epoch 333: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2698 - g_loss: 0.9539 - d_accuracy: 0.6280 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2673 - g_loss: 0.9527 - d_accuracy: 0.6306Epoch 334: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2654 - g_loss: 0.9552 - d_accuracy: 0.6319 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2605 - g_loss: 0.9588 - d_accuracy: 0.6394Epoch 335: D Accuracy = 0.6806 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2595 - g_loss: 0.9604 - d_accuracy: 0.6408 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2680 - g_loss: 0.9541 - d_accuracy: 0.6310Epoch 336: D Accuracy = 0.6343 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2665 - g_loss: 0.9594 - d_accuracy: 0.6311 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2640 - g_loss: 0.9562 - d_accuracy: 0.6355Epoch 337: D Accuracy = 0.6898 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2631 - g_loss: 0.9530 - d_accuracy: 0.6374 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2645 - g_loss: 0.9580 - d_accuracy: 0.6344Epoch 338: D Accuracy = 0.6204 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2662 - g_loss: 0.9585 - d_accuracy: 0.6339 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2691 - g_loss: 0.9518 - d_accuracy: 0.6327Epoch 339: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2683 - g_loss: 0.9528 - d_accuracy: 0.6326 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2633 - g_loss: 0.9557 - d_accuracy: 0.6322Epoch 340: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2626 - g_loss: 0.9547 - d_accuracy: 0.6324 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9515 - d_accuracy: 0.6340Epoch 341: D Accuracy = 0.5880 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2717 - g_loss: 0.9476 - d_accuracy: 0.6324 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2643 - g_loss: 0.9612 - d_accuracy: 0.6347Epoch 342: D Accuracy = 0.5185 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2691 - g_loss: 0.9578 - d_accuracy: 0.6305 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9535 - d_accuracy: 0.6320Epoch 343: D Accuracy = 0.6852 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2710 - g_loss: 0.9551 - d_accuracy: 0.6339 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2692 - g_loss: 0.9524 - d_accuracy: 0.6335Epoch 344: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2692 - g_loss: 0.9536 - d_accuracy: 0.6330 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2675 - g_loss: 0.9534 - d_accuracy: 0.6414Epoch 345: D Accuracy = 0.7037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2646 - g_loss: 0.9568 - d_accuracy: 0.6436 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2628 - g_loss: 0.9616 - d_accuracy: 0.6325Epoch 346: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2620 - g_loss: 0.9640 - d_accuracy: 0.6331 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2612 - g_loss: 0.9650 - d_accuracy: 0.6361Epoch 347: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2639 - g_loss: 0.9647 - d_accuracy: 0.6345 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2537 - g_loss: 0.9654 - d_accuracy: 0.6480Epoch 348: D Accuracy = 0.6065 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2542 - g_loss: 0.9644 - d_accuracy: 0.6466 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9578 - d_accuracy: 0.6408Epoch 349: D Accuracy = 0.6759 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2616 - g_loss: 0.9567 - d_accuracy: 0.6420 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2609 - g_loss: 0.9566 - d_accuracy: 0.6377Epoch 350: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2620 - g_loss: 0.9527 - d_accuracy: 0.6373 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2555 - g_loss: 0.9690 - d_accuracy: 0.6378Epoch 351: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2545 - g_loss: 0.9685 - d_accuracy: 0.6387 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 0.9725 - d_accuracy: 0.6472Epoch 352: D Accuracy = 0.6574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2531 - g_loss: 0.9722 - d_accuracy: 0.6475 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 0.9709 - d_accuracy: 0.6362Epoch 353: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2654 - g_loss: 0.9737 - d_accuracy: 0.6345 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2568 - g_loss: 0.9618 - d_accuracy: 0.6377Epoch 354: D Accuracy = 0.6713 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2557 - g_loss: 0.9611 - d_accuracy: 0.6389 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 0.9591 - d_accuracy: 0.6367Epoch 355: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2644 - g_loss: 0.9579 - d_accuracy: 0.6371 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2685 - g_loss: 0.9613 - d_accuracy: 0.6307Epoch 356: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2683 - g_loss: 0.9661 - d_accuracy: 0.6308 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2663 - g_loss: 0.9576 - d_accuracy: 0.6361Epoch 357: D Accuracy = 0.6111 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2649 - g_loss: 0.9649 - d_accuracy: 0.6352 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2470 - g_loss: 0.9704 - d_accuracy: 0.6511Epoch 358: D Accuracy = 0.6296 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2471 - g_loss: 0.9727 - d_accuracy: 0.6503 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2499 - g_loss: 0.9722 - d_accuracy: 0.6480Epoch 359: D Accuracy = 0.6435 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2499 - g_loss: 0.9715 - d_accuracy: 0.6478 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2490 - g_loss: 0.9789 - d_accuracy: 0.6500Epoch 360: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2472 - g_loss: 0.9832 - d_accuracy: 0.6514 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2493 - g_loss: 0.9679 - d_accuracy: 0.6564Epoch 361: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2513 - g_loss: 0.9645 - d_accuracy: 0.6553 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2501 - g_loss: 0.9743 - d_accuracy: 0.6489Epoch 362: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2507 - g_loss: 0.9720 - d_accuracy: 0.6484 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9741 - d_accuracy: 0.6371Epoch 363: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2593 - g_loss: 0.9746 - d_accuracy: 0.6372
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9620 - d_accuracy: 0.6316Epoch 364: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2660 - g_loss: 0.9597 - d_accuracy: 0.6302 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2536 - g_loss: 0.9698 - d_accuracy: 0.6446Epoch 365: D Accuracy = 0.6435 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2535 - g_loss: 0.9663 - d_accuracy: 0.6446 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2545 - g_loss: 0.9734 - d_accuracy: 0.6461Epoch 366: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2551 - g_loss: 0.9727 - d_accuracy: 0.6454 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2529 - g_loss: 0.9737 - d_accuracy: 0.6405Epoch 367: D Accuracy = 0.6481 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2530 - g_loss: 0.9739 - d_accuracy: 0.6407 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2521 - g_loss: 0.9716 - d_accuracy: 0.6496Epoch 368: D Accuracy = 0.6296 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2514 - g_loss: 0.9759 - d_accuracy: 0.6489 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2589 - g_loss: 0.9691 - d_accuracy: 0.6406Epoch 369: D Accuracy = 0.6944 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2586 - g_loss: 0.9676 - d_accuracy: 0.6425 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2547 - g_loss: 0.9739 - d_accuracy: 0.6452Epoch 370: D Accuracy = 0.6157 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2553 - g_loss: 0.9776 - d_accuracy: 0.6441 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2480 - g_loss: 0.9771 - d_accuracy: 0.6514Epoch 371: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2477 - g_loss: 0.9755 - d_accuracy: 0.6518 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2494 - g_loss: 0.9808 - d_accuracy: 0.6475Epoch 372: D Accuracy = 0.6435 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2505 - g_loss: 0.9790 - d_accuracy: 0.6474 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2476 - g_loss: 0.9787 - d_accuracy: 0.6494Epoch 373: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2457 - g_loss: 0.9818 - d_accuracy: 0.6508 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2575 - g_loss: 0.9780 - d_accuracy: 0.6408Epoch 374: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2565 - g_loss: 0.9776 - d_accuracy: 0.6416 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2519 - g_loss: 0.9749 - d_accuracy: 0.6476Epoch 375: D Accuracy = 0.5972 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2537 - g_loss: 0.9737 - d_accuracy: 0.6458 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2490 - g_loss: 0.9737 - d_accuracy: 0.6444Epoch 376: D Accuracy = 0.5787 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2495 - g_loss: 0.9747 - d_accuracy: 0.6421 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2426 - g_loss: 0.9797 - d_accuracy: 0.6529Epoch 377: D Accuracy = 0.6435 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2435 - g_loss: 0.9820 - d_accuracy: 0.6526 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 0.9779 - d_accuracy: 0.6544Epoch 378: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2506 - g_loss: 0.9802 - d_accuracy: 0.6533 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2536 - g_loss: 0.9754 - d_accuracy: 0.6395Epoch 379: D Accuracy = 0.6759 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2519 - g_loss: 0.9788 - d_accuracy: 0.6408 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9825 - d_accuracy: 0.6515Epoch 380: D Accuracy = 0.6759 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2411 - g_loss: 0.9815 - d_accuracy: 0.6524 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 0.9884 - d_accuracy: 0.6598Epoch 381: D Accuracy = 0.7176 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2346 - g_loss: 0.9921 - d_accuracy: 0.6619 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2415 - g_loss: 0.9844 - d_accuracy: 0.6558Epoch 382: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2410 - g_loss: 0.9872 - d_accuracy: 0.6563 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2361 - g_loss: 0.9859 - d_accuracy: 0.6644Epoch 383: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2349 - g_loss: 0.9853 - d_accuracy: 0.6645 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2465 - g_loss: 0.9836 - d_accuracy: 0.6450Epoch 384: D Accuracy = 0.6019 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2480 - g_loss: 0.9807 - d_accuracy: 0.6434 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2470 - g_loss: 0.9854 - d_accuracy: 0.6484Epoch 385: D Accuracy = 0.6435 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2481 - g_loss: 0.9840 - d_accuracy: 0.6482 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9865 - d_accuracy: 0.6551Epoch 386: D Accuracy = 0.6574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2408 - g_loss: 0.9890 - d_accuracy: 0.6552 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2465 - g_loss: 0.9867 - d_accuracy: 0.6474Epoch 387: D Accuracy = 0.5880 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2478 - g_loss: 0.9877 - d_accuracy: 0.6452 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2323 - g_loss: 0.9939 - d_accuracy: 0.6612Epoch 388: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2344 - g_loss: 0.9916 - d_accuracy: 0.6603 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2382 - g_loss: 0.9918 - d_accuracy: 0.6578Epoch 389: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2376 - g_loss: 0.9919 - d_accuracy: 0.6581 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2450 - g_loss: 0.9860 - d_accuracy: 0.6502Epoch 390: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2456 - g_loss: 0.9880 - d_accuracy: 0.6497 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2365 - g_loss: 0.9889 - d_accuracy: 0.6594Epoch 391: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2365 - g_loss: 0.9871 - d_accuracy: 0.6595 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 0.9922 - d_accuracy: 0.6557Epoch 392: D Accuracy = 0.7222 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2400 - g_loss: 0.9915 - d_accuracy: 0.6580 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2388 - g_loss: 0.9879 - d_accuracy: 0.6596Epoch 393: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2386 - g_loss: 0.9883 - d_accuracy: 0.6597 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2429 - g_loss: 0.9838 - d_accuracy: 0.6516Epoch 394: D Accuracy = 0.7130 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2412 - g_loss: 0.9841 - d_accuracy: 0.6537 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2298 - g_loss: 0.9993 - d_accuracy: 0.6627Epoch 395: D Accuracy = 0.6204 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2316 - g_loss: 0.9968 - d_accuracy: 0.6612
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 0.9981 - d_accuracy: 0.6619Epoch 396: D Accuracy = 0.6019 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2311 - g_loss: 0.9965 - d_accuracy: 0.6598 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2361 - g_loss: 0.9972 - d_accuracy: 0.6554Epoch 397: D Accuracy = 0.6481 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2358 - g_loss: 0.9962 - d_accuracy: 0.6551 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 0.9973 - d_accuracy: 0.6604Epoch 398: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2364 - g_loss: 0.9953 - d_accuracy: 0.6614 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2375 - g_loss: 0.9966 - d_accuracy: 0.6506Epoch 399: D Accuracy = 0.6806 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2374 - g_loss: 0.9949 - d_accuracy: 0.6517 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2331 - g_loss: 0.9974 - d_accuracy: 0.6621 Class 13 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.6852 27/27 [==============================] - 1s 42ms/step - d_loss: 1.2318 - g_loss: 1.0009 - d_accuracy: 0.6629 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2328 - g_loss: 0.9905 - d_accuracy: 0.6598Epoch 401: D Accuracy = 0.6944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2327 - g_loss: 0.9914 - d_accuracy: 0.6611 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2335 - g_loss: 0.9922 - d_accuracy: 0.6596Epoch 402: D Accuracy = 0.6343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2349 - g_loss: 0.9904 - d_accuracy: 0.6587 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2401 - g_loss: 0.9957 - d_accuracy: 0.6557Epoch 403: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2399 - g_loss: 0.9977 - d_accuracy: 0.6560 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2378 - g_loss: 0.9977 - d_accuracy: 0.6575Epoch 404: D Accuracy = 0.5741 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2402 - g_loss: 1.0001 - d_accuracy: 0.6546 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2389 - g_loss: 0.9919 - d_accuracy: 0.6556Epoch 405: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2389 - g_loss: 0.9930 - d_accuracy: 0.6560 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2241 - g_loss: 1.0058 - d_accuracy: 0.6708Epoch 406: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2240 - g_loss: 1.0057 - d_accuracy: 0.6715 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 0.9958 - d_accuracy: 0.6556Epoch 407: D Accuracy = 0.6157 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2401 - g_loss: 0.9988 - d_accuracy: 0.6542 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 0.9974 - d_accuracy: 0.6650Epoch 408: D Accuracy = 0.7037 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2299 - g_loss: 0.9987 - d_accuracy: 0.6663 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2452 - g_loss: 0.9901 - d_accuracy: 0.6484Epoch 409: D Accuracy = 0.6435 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2452 - g_loss: 0.9895 - d_accuracy: 0.6482 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 0.9909 - d_accuracy: 0.6665Epoch 410: D Accuracy = 0.7222 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2288 - g_loss: 0.9875 - d_accuracy: 0.6685 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 1.0044 - d_accuracy: 0.6609Epoch 411: D Accuracy = 0.6250 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2308 - g_loss: 1.0014 - d_accuracy: 0.6596 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2277 - g_loss: 0.9991 - d_accuracy: 0.6675Epoch 412: D Accuracy = 0.7222 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2264 - g_loss: 0.9987 - d_accuracy: 0.6695 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2239 - g_loss: 1.0070 - d_accuracy: 0.6663Epoch 413: D Accuracy = 0.6898 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2235 - g_loss: 1.0069 - d_accuracy: 0.6672 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2254 - g_loss: 1.0128 - d_accuracy: 0.6547Epoch 414: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2265 - g_loss: 1.0135 - d_accuracy: 0.6536 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2430 - g_loss: 0.9880 - d_accuracy: 0.6543Epoch 415: D Accuracy = 0.6343 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2441 - g_loss: 0.9843 - d_accuracy: 0.6536 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2337 - g_loss: 0.9996 - d_accuracy: 0.6602Epoch 416: D Accuracy = 0.7269 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2318 - g_loss: 0.9998 - d_accuracy: 0.6625 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2335 - g_loss: 0.9985 - d_accuracy: 0.6584Epoch 417: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2331 - g_loss: 0.9986 - d_accuracy: 0.6577 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.0082 - d_accuracy: 0.6621Epoch 418: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2240 - g_loss: 1.0097 - d_accuracy: 0.6629 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2166 - g_loss: 1.0131 - d_accuracy: 0.6792Epoch 419: D Accuracy = 0.6991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2167 - g_loss: 1.0133 - d_accuracy: 0.6800 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2362 - g_loss: 0.9964 - d_accuracy: 0.6572Epoch 420: D Accuracy = 0.7407 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2326 - g_loss: 0.9973 - d_accuracy: 0.6602 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2248 - g_loss: 1.0115 - d_accuracy: 0.6659Epoch 421: D Accuracy = 0.6343 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2258 - g_loss: 1.0086 - d_accuracy: 0.6647 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2166 - g_loss: 1.0181 - d_accuracy: 0.6682Epoch 422: D Accuracy = 0.6435 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2167 - g_loss: 1.0212 - d_accuracy: 0.6673 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2227 - g_loss: 1.0098 - d_accuracy: 0.6674Epoch 423: D Accuracy = 0.6296 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2236 - g_loss: 1.0114 - d_accuracy: 0.6661 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2233 - g_loss: 1.0084 - d_accuracy: 0.6677Epoch 424: D Accuracy = 0.6528 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2226 - g_loss: 1.0102 - d_accuracy: 0.6672 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2220 - g_loss: 1.0111 - d_accuracy: 0.6717Epoch 425: D Accuracy = 0.6528 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2214 - g_loss: 1.0133 - d_accuracy: 0.6711 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2269 - g_loss: 1.0048 - d_accuracy: 0.6624Epoch 426: D Accuracy = 0.6806 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2255 - g_loss: 1.0033 - d_accuracy: 0.6630 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2234 - g_loss: 1.0108 - d_accuracy: 0.6690Epoch 427: D Accuracy = 0.6574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2229 - g_loss: 1.0107 - d_accuracy: 0.6686 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2256 - g_loss: 1.0033 - d_accuracy: 0.6685Epoch 428: D Accuracy = 0.6713 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2256 - g_loss: 1.0019 - d_accuracy: 0.6686 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.0116 - d_accuracy: 0.6609Epoch 429: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2202 - g_loss: 1.0121 - d_accuracy: 0.6604 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2086 - g_loss: 1.0260 - d_accuracy: 0.6748Epoch 430: D Accuracy = 0.7222 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2078 - g_loss: 1.0257 - d_accuracy: 0.6764 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2205 - g_loss: 1.0122 - d_accuracy: 0.6687Epoch 431: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2204 - g_loss: 1.0111 - d_accuracy: 0.6675 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.0153 - d_accuracy: 0.6732Epoch 432: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2212 - g_loss: 1.0110 - d_accuracy: 0.6728 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2154 - g_loss: 1.0236 - d_accuracy: 0.6709Epoch 433: D Accuracy = 0.6528 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2152 - g_loss: 1.0244 - d_accuracy: 0.6702 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2177 - g_loss: 1.0228 - d_accuracy: 0.6664Epoch 434: D Accuracy = 0.6574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2186 - g_loss: 1.0218 - d_accuracy: 0.6661 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2038 - g_loss: 1.0266 - d_accuracy: 0.6837Epoch 435: D Accuracy = 0.6759 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2032 - g_loss: 1.0239 - d_accuracy: 0.6835 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.0223 - d_accuracy: 0.6732Epoch 436: D Accuracy = 0.6065 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2198 - g_loss: 1.0226 - d_accuracy: 0.6708 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2317 - g_loss: 1.0035 - d_accuracy: 0.6569Epoch 437: D Accuracy = 0.6806 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2323 - g_loss: 1.0008 - d_accuracy: 0.6577 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2144 - g_loss: 1.0251 - d_accuracy: 0.6723Epoch 438: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2157 - g_loss: 1.0230 - d_accuracy: 0.6708 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2201 - g_loss: 1.0149 - d_accuracy: 0.6690Epoch 439: D Accuracy = 0.7083 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2194 - g_loss: 1.0151 - d_accuracy: 0.6704 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.0154 - d_accuracy: 0.6710Epoch 440: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2225 - g_loss: 1.0152 - d_accuracy: 0.6692 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2154 - g_loss: 1.0206 - d_accuracy: 0.6733Epoch 441: D Accuracy = 0.6944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2133 - g_loss: 1.0212 - d_accuracy: 0.6740 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2083 - g_loss: 1.0305 - d_accuracy: 0.6831Epoch 442: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2069 - g_loss: 1.0347 - d_accuracy: 0.6827 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2139 - g_loss: 1.0243 - d_accuracy: 0.6753Epoch 443: D Accuracy = 0.6944 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2125 - g_loss: 1.0271 - d_accuracy: 0.6760 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2062 - g_loss: 1.0371 - d_accuracy: 0.6802Epoch 444: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2055 - g_loss: 1.0378 - d_accuracy: 0.6799 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2174 - g_loss: 1.0178 - d_accuracy: 0.6710Epoch 445: D Accuracy = 0.7315 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2154 - g_loss: 1.0180 - d_accuracy: 0.6732 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2146 - g_loss: 1.0242 - d_accuracy: 0.6760Epoch 446: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2153 - g_loss: 1.0229 - d_accuracy: 0.6757 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2083 - g_loss: 1.0270 - d_accuracy: 0.6782Epoch 447: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2110 - g_loss: 1.0274 - d_accuracy: 0.6751 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.0384 - d_accuracy: 0.6801Epoch 448: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2032 - g_loss: 1.0415 - d_accuracy: 0.6783 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2134 - g_loss: 1.0300 - d_accuracy: 0.6698Epoch 449: D Accuracy = 0.6481 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2136 - g_loss: 1.0332 - d_accuracy: 0.6691 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.0221 - d_accuracy: 0.6734Epoch 450: D Accuracy = 0.6898 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2147 - g_loss: 1.0217 - d_accuracy: 0.6740 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2225 - g_loss: 1.0101 - d_accuracy: 0.6711Epoch 451: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2234 - g_loss: 1.0035 - d_accuracy: 0.6708 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1916 - g_loss: 1.0473 - d_accuracy: 0.6886Epoch 452: D Accuracy = 0.6852 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1913 - g_loss: 1.0486 - d_accuracy: 0.6885 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2055 - g_loss: 1.0306 - d_accuracy: 0.6809Epoch 453: D Accuracy = 0.6806 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2059 - g_loss: 1.0303 - d_accuracy: 0.6809 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2084 - g_loss: 1.0310 - d_accuracy: 0.6794Epoch 454: D Accuracy = 0.6991 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2071 - g_loss: 1.0315 - d_accuracy: 0.6801 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2038 - g_loss: 1.0314 - d_accuracy: 0.6816Epoch 455: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2045 - g_loss: 1.0322 - d_accuracy: 0.6804 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.0259 - d_accuracy: 0.6720Epoch 456: D Accuracy = 0.6435 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2116 - g_loss: 1.0259 - d_accuracy: 0.6710 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2002 - g_loss: 1.0438 - d_accuracy: 0.6832Epoch 457: D Accuracy = 0.6574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2016 - g_loss: 1.0447 - d_accuracy: 0.6823 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1996 - g_loss: 1.0373 - d_accuracy: 0.6828Epoch 458: D Accuracy = 0.6898 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1998 - g_loss: 1.0363 - d_accuracy: 0.6831 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2130 - g_loss: 1.0267 - d_accuracy: 0.6729Epoch 459: D Accuracy = 0.7037 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2120 - g_loss: 1.0280 - d_accuracy: 0.6740 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2017 - g_loss: 1.0418 - d_accuracy: 0.6812Epoch 460: D Accuracy = 0.7824 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1990 - g_loss: 1.0418 - d_accuracy: 0.6848 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2004 - g_loss: 1.0356 - d_accuracy: 0.6781Epoch 461: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1987 - g_loss: 1.0346 - d_accuracy: 0.6807 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2064 - g_loss: 1.0392 - d_accuracy: 0.6714Epoch 462: D Accuracy = 0.6944 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2052 - g_loss: 1.0373 - d_accuracy: 0.6722 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2027 - g_loss: 1.0382 - d_accuracy: 0.6808Epoch 463: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2026 - g_loss: 1.0374 - d_accuracy: 0.6809
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.0432 - d_accuracy: 0.6848Epoch 464: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2010 - g_loss: 1.0423 - d_accuracy: 0.6850 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0422 - d_accuracy: 0.6793Epoch 465: D Accuracy = 0.7315 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2052 - g_loss: 1.0415 - d_accuracy: 0.6812 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1965 - g_loss: 1.0562 - d_accuracy: 0.6836Epoch 466: D Accuracy = 0.6528 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1974 - g_loss: 1.0593 - d_accuracy: 0.6825 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.0452 - d_accuracy: 0.6891Epoch 467: D Accuracy = 0.6713 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1917 - g_loss: 1.0532 - d_accuracy: 0.6884 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1978 - g_loss: 1.0388 - d_accuracy: 0.6837Epoch 468: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2004 - g_loss: 1.0351 - d_accuracy: 0.6821 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1966 - g_loss: 1.0525 - d_accuracy: 0.6828Epoch 469: D Accuracy = 0.7130 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1958 - g_loss: 1.0484 - d_accuracy: 0.6839 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2017 - g_loss: 1.0475 - d_accuracy: 0.6786Epoch 470: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2018 - g_loss: 1.0509 - d_accuracy: 0.6788 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2014 - g_loss: 1.0405 - d_accuracy: 0.6813Epoch 471: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2016 - g_loss: 1.0417 - d_accuracy: 0.6815 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1979 - g_loss: 1.0396 - d_accuracy: 0.6864Epoch 472: D Accuracy = 0.6435 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2003 - g_loss: 1.0364 - d_accuracy: 0.6849 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1885 - g_loss: 1.0523 - d_accuracy: 0.6893Epoch 473: D Accuracy = 0.6852 27/27 [==============================] - 1s 39ms/step - d_loss: 1.1886 - g_loss: 1.0493 - d_accuracy: 0.6891 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1963 - g_loss: 1.0434 - d_accuracy: 0.6850Epoch 474: D Accuracy = 0.7130 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1971 - g_loss: 1.0405 - d_accuracy: 0.6860 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1971 - g_loss: 1.0439 - d_accuracy: 0.6824Epoch 475: D Accuracy = 0.7130 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1956 - g_loss: 1.0444 - d_accuracy: 0.6835 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1905 - g_loss: 1.0505 - d_accuracy: 0.6894Epoch 476: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1910 - g_loss: 1.0491 - d_accuracy: 0.6893 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1840 - g_loss: 1.0623 - d_accuracy: 0.6907Epoch 477: D Accuracy = 0.7315 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1829 - g_loss: 1.0659 - d_accuracy: 0.6922 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2027 - g_loss: 1.0492 - d_accuracy: 0.6739Epoch 478: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2051 - g_loss: 1.0480 - d_accuracy: 0.6722 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1845 - g_loss: 1.0541 - d_accuracy: 0.6951Epoch 479: D Accuracy = 0.6806 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1844 - g_loss: 1.0567 - d_accuracy: 0.6945 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1936 - g_loss: 1.0540 - d_accuracy: 0.6830Epoch 480: D Accuracy = 0.6481 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1950 - g_loss: 1.0492 - d_accuracy: 0.6818 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1855 - g_loss: 1.0606 - d_accuracy: 0.6929Epoch 481: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1847 - g_loss: 1.0636 - d_accuracy: 0.6920 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1927 - g_loss: 1.0532 - d_accuracy: 0.6880Epoch 482: D Accuracy = 0.6435 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1938 - g_loss: 1.0542 - d_accuracy: 0.6865 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1796 - g_loss: 1.0722 - d_accuracy: 0.6934Epoch 483: D Accuracy = 0.6759 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1793 - g_loss: 1.0759 - d_accuracy: 0.6928 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1995 - g_loss: 1.0488 - d_accuracy: 0.6832Epoch 484: D Accuracy = 0.6806 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1994 - g_loss: 1.0475 - d_accuracy: 0.6831 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1946 - g_loss: 1.0541 - d_accuracy: 0.6879Epoch 485: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1950 - g_loss: 1.0544 - d_accuracy: 0.6869 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1870 - g_loss: 1.0639 - d_accuracy: 0.6849Epoch 486: D Accuracy = 0.7593 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1838 - g_loss: 1.0675 - d_accuracy: 0.6876 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1929 - g_loss: 1.0552 - d_accuracy: 0.6792Epoch 487: D Accuracy = 0.7731 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1909 - g_loss: 1.0580 - d_accuracy: 0.6826 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1910 - g_loss: 1.0540 - d_accuracy: 0.6868Epoch 488: D Accuracy = 0.7037 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1920 - g_loss: 1.0509 - d_accuracy: 0.6874 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.0499 - d_accuracy: 0.6810Epoch 489: D Accuracy = 0.6759 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2003 - g_loss: 1.0510 - d_accuracy: 0.6808 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1960 - g_loss: 1.0551 - d_accuracy: 0.6833Epoch 490: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1980 - g_loss: 1.0597 - d_accuracy: 0.6814 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1781 - g_loss: 1.0687 - d_accuracy: 0.6977Epoch 491: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1796 - g_loss: 1.0725 - d_accuracy: 0.6964 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.0546 - d_accuracy: 0.6927Epoch 492: D Accuracy = 0.7176 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1795 - g_loss: 1.0534 - d_accuracy: 0.6936 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1891 - g_loss: 1.0659 - d_accuracy: 0.6881Epoch 493: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.1906 - g_loss: 1.0672 - d_accuracy: 0.6875 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1877 - g_loss: 1.0595 - d_accuracy: 0.6943Epoch 494: D Accuracy = 0.6806 27/27 [==============================] - 1s 38ms/step - d_loss: 1.1864 - g_loss: 1.0650 - d_accuracy: 0.6938 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1925 - g_loss: 1.0599 - d_accuracy: 0.6895Epoch 495: D Accuracy = 0.7222 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1936 - g_loss: 1.0551 - d_accuracy: 0.6907
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.0626 - d_accuracy: 0.6901Epoch 496: D Accuracy = 0.6574 27/27 [==============================] - 1s 37ms/step - d_loss: 1.1855 - g_loss: 1.0561 - d_accuracy: 0.6890 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1883 - g_loss: 1.0600 - d_accuracy: 0.6816Epoch 497: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1909 - g_loss: 1.0591 - d_accuracy: 0.6801 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1728 - g_loss: 1.0743 - d_accuracy: 0.6985Epoch 498: D Accuracy = 0.7500 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1704 - g_loss: 1.0772 - d_accuracy: 0.7003 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1798 - g_loss: 1.0707 - d_accuracy: 0.6953Epoch 499: D Accuracy = 0.7269 27/27 [==============================] - 1s 35ms/step - d_loss: 1.1777 - g_loss: 1.0735 - d_accuracy: 0.6964 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.1864 - g_loss: 1.0650 - d_accuracy: 0.6926 Class 13 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.7037 27/27 [==============================] - 1s 42ms/step - d_loss: 1.1846 - g_loss: 1.0698 - d_accuracy: 0.6930 Training DCGAN for class 14... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.4299 - g_loss: 0.9193 - d_accuracy: 0.5648WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0173s vs `on_train_batch_end` time: 0.0189s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.0247 - g_loss: 1.2530 - d_accuracy: 0.8006 Epoch 1: Generator loss improved from inf to 1.4580. Saving weights. Epoch 1: D Accuracy = 0.8380 27/27 [==============================] - 2s 36ms/step - d_loss: 1.0208 - g_loss: 1.2603 - d_accuracy: 0.8019 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9580 - g_loss: 1.4406 - d_accuracy: 0.8387 Epoch 2: Generator loss improved from 1.4580 to 1.3067. Saving weights. Epoch 2: D Accuracy = 0.7963 27/27 [==============================] - 1s 35ms/step - d_loss: 0.9596 - g_loss: 1.4358 - d_accuracy: 0.8372 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6735 - g_loss: 2.1004 - d_accuracy: 0.9284Epoch 3: D Accuracy = 0.9537 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6687 - g_loss: 2.1243 - d_accuracy: 0.9293 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4682 - g_loss: 3.1636 - d_accuracy: 0.9793Epoch 4: D Accuracy = 0.9769 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4676 - g_loss: 3.1693 - d_accuracy: 0.9792 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4472 - g_loss: 3.4148 - d_accuracy: 0.9838Epoch 5: D Accuracy = 0.9722 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4481 - g_loss: 3.4113 - d_accuracy: 0.9834 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4410 - g_loss: 3.7460 - d_accuracy: 0.9842Epoch 6: D Accuracy = 0.9769 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4407 - g_loss: 3.7701 - d_accuracy: 0.9840 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4056 - g_loss: 4.4232 - d_accuracy: 0.9887Epoch 7: D Accuracy = 0.9954 27/27 [==============================] - 1s 37ms/step - d_loss: 0.4050 - g_loss: 4.4276 - d_accuracy: 0.9889 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 1.0815 - g_loss: 1.9736 - d_accuracy: 0.7683 Epoch 8: Generator loss improved from 1.3067 to 0.9250. Saving weights. Epoch 8: D Accuracy = 0.5556 27/27 [==============================] - 1s 39ms/step - d_loss: 1.1043 - g_loss: 1.9362 - d_accuracy: 0.7607 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4285 - g_loss: 1.1238 - d_accuracy: 0.6231Epoch 9: D Accuracy = 0.5185 27/27 [==============================] - 1s 37ms/step - d_loss: 1.4312 - g_loss: 1.1211 - d_accuracy: 0.6193 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.4153 - g_loss: 0.9506 - d_accuracy: 0.5768Epoch 10: D Accuracy = 0.6759 27/27 [==============================] - 1s 36ms/step - d_loss: 1.4111 - g_loss: 0.9510 - d_accuracy: 0.5804 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3837 - g_loss: 0.9476 - d_accuracy: 0.5829 Epoch 11: Generator loss improved from 0.9250 to 0.9218. Saving weights. Epoch 11: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3820 - g_loss: 0.9467 - d_accuracy: 0.5844 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3954 - g_loss: 0.8928 - d_accuracy: 0.5600Epoch 12: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3931 - g_loss: 0.8939 - d_accuracy: 0.5612 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3820 - g_loss: 0.8707 - d_accuracy: 0.5599 Epoch 13: Generator loss improved from 0.9218 to 0.8581. Saving weights. Epoch 13: D Accuracy = 0.5694 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3812 - g_loss: 0.8703 - d_accuracy: 0.5602 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3813 - g_loss: 0.8652 - d_accuracy: 0.5532 Epoch 14: Generator loss improved from 0.8581 to 0.8487. Saving weights. Epoch 14: D Accuracy = 0.5000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3810 - g_loss: 0.8646 - d_accuracy: 0.5513 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3742 - g_loss: 0.8580 - d_accuracy: 0.5553Epoch 15: D Accuracy = 0.5278 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3743 - g_loss: 0.8577 - d_accuracy: 0.5543 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3709 - g_loss: 0.8574 - d_accuracy: 0.5497Epoch 16: D Accuracy = 0.5602 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3699 - g_loss: 0.8580 - d_accuracy: 0.5501 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3673 - g_loss: 0.8569 - d_accuracy: 0.5437Epoch 17: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3660 - g_loss: 0.8580 - d_accuracy: 0.5448 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3638 - g_loss: 0.8519 - d_accuracy: 0.5558 Epoch 18: Generator loss improved from 0.8487 to 0.8415. Saving weights. Epoch 18: D Accuracy = 0.5694 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3629 - g_loss: 0.8515 - d_accuracy: 0.5563 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3493 - g_loss: 0.8621 - d_accuracy: 0.5675Epoch 19: D Accuracy = 0.5463 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3494 - g_loss: 0.8618 - d_accuracy: 0.5668 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3484 - g_loss: 0.8623 - d_accuracy: 0.5646 Epoch 20: Generator loss improved from 0.8415 to 0.8225. Saving weights. Epoch 20: D Accuracy = 0.4815 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3505 - g_loss: 0.8609 - d_accuracy: 0.5616 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8647 - d_accuracy: 0.5814Epoch 21: D Accuracy = 0.5741 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3382 - g_loss: 0.8643 - d_accuracy: 0.5812 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8708 - d_accuracy: 0.5853Epoch 22: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3355 - g_loss: 0.8730 - d_accuracy: 0.5882 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8670 - d_accuracy: 0.5783Epoch 23: D Accuracy = 0.6019 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3360 - g_loss: 0.8677 - d_accuracy: 0.5791 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3327 - g_loss: 0.8738 - d_accuracy: 0.5822Epoch 24: D Accuracy = 0.5509 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3328 - g_loss: 0.8728 - d_accuracy: 0.5811 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8831 - d_accuracy: 0.5925Epoch 25: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3208 - g_loss: 0.8831 - d_accuracy: 0.5950 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.8803 - d_accuracy: 0.5862Epoch 26: D Accuracy = 0.5509 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3275 - g_loss: 0.8807 - d_accuracy: 0.5850 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.8883 - d_accuracy: 0.5924Epoch 27: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3174 - g_loss: 0.8887 - d_accuracy: 0.5922 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3158 - g_loss: 0.8880 - d_accuracy: 0.6053Epoch 28: D Accuracy = 0.5926 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3158 - g_loss: 0.8882 - d_accuracy: 0.6048 Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.8933 - d_accuracy: 0.5953Epoch 29: D Accuracy = 0.5926 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3172 - g_loss: 0.8948 - d_accuracy: 0.5952 Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.8920 - d_accuracy: 0.6098Epoch 30: D Accuracy = 0.6065 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3127 - g_loss: 0.8923 - d_accuracy: 0.6097 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.8947 - d_accuracy: 0.6088Epoch 31: D Accuracy = 0.5787 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3106 - g_loss: 0.8958 - d_accuracy: 0.6077 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3047 - g_loss: 0.9006 - d_accuracy: 0.6105Epoch 32: D Accuracy = 0.6019 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3051 - g_loss: 0.8986 - d_accuracy: 0.6102 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3050 - g_loss: 0.9091 - d_accuracy: 0.6087Epoch 33: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3058 - g_loss: 0.9072 - d_accuracy: 0.6080 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3045 - g_loss: 0.9133 - d_accuracy: 0.6063Epoch 34: D Accuracy = 0.5926 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3038 - g_loss: 0.9162 - d_accuracy: 0.6058 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2990 - g_loss: 0.9163 - d_accuracy: 0.6195Epoch 35: D Accuracy = 0.6713 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2978 - g_loss: 0.9167 - d_accuracy: 0.6213 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9138 - d_accuracy: 0.6060Epoch 36: D Accuracy = 0.6111 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3053 - g_loss: 0.9155 - d_accuracy: 0.6062 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3108 - g_loss: 0.9133 - d_accuracy: 0.6022 Epoch 37: Generator loss improved from 0.8225 to 0.7827. Saving weights. Epoch 37: D Accuracy = 0.5648 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3127 - g_loss: 0.9086 - d_accuracy: 0.6009 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.9078 - d_accuracy: 0.6038Epoch 38: D Accuracy = 0.6111 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3153 - g_loss: 0.9091 - d_accuracy: 0.6041 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.9090 - d_accuracy: 0.6059Epoch 39: D Accuracy = 0.5972 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3085 - g_loss: 0.9070 - d_accuracy: 0.6056 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3163 - g_loss: 0.9042 - d_accuracy: 0.5976Epoch 40: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3167 - g_loss: 0.9038 - d_accuracy: 0.5971 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3066 - g_loss: 0.9136 - d_accuracy: 0.6064Epoch 41: D Accuracy = 0.6435 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3048 - g_loss: 0.9157 - d_accuracy: 0.6078 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.9120 - d_accuracy: 0.6113Epoch 42: D Accuracy = 0.6852 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3054 - g_loss: 0.9139 - d_accuracy: 0.6140 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9072 - d_accuracy: 0.6054Epoch 43: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3115 - g_loss: 0.9062 - d_accuracy: 0.6048 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9150 - d_accuracy: 0.6168Epoch 44: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2979 - g_loss: 0.9186 - d_accuracy: 0.6186 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3080 - g_loss: 0.9148 - d_accuracy: 0.6076Epoch 45: D Accuracy = 0.6250 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3074 - g_loss: 0.9146 - d_accuracy: 0.6083 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3065 - g_loss: 0.9130 - d_accuracy: 0.6049Epoch 46: D Accuracy = 0.6296 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3066 - g_loss: 0.9116 - d_accuracy: 0.6058 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3014 - g_loss: 0.9163 - d_accuracy: 0.6161Epoch 47: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3007 - g_loss: 0.9155 - d_accuracy: 0.6179 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3037 - g_loss: 0.9115 - d_accuracy: 0.6134Epoch 48: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3035 - g_loss: 0.9120 - d_accuracy: 0.6130 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9233 - d_accuracy: 0.6171Epoch 49: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2953 - g_loss: 0.9272 - d_accuracy: 0.6187 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2923 - g_loss: 0.9274 - d_accuracy: 0.6241Epoch 50: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2938 - g_loss: 0.9291 - d_accuracy: 0.6233 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9199 - d_accuracy: 0.6129Epoch 51: D Accuracy = 0.5602 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2982 - g_loss: 0.9173 - d_accuracy: 0.6110 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2931 - g_loss: 0.9262 - d_accuracy: 0.6166Epoch 52: D Accuracy = 0.6250 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2941 - g_loss: 0.9261 - d_accuracy: 0.6169 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2928 - g_loss: 0.9348 - d_accuracy: 0.6218Epoch 53: D Accuracy = 0.5694 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2933 - g_loss: 0.9389 - d_accuracy: 0.6199 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2918 - g_loss: 0.9285 - d_accuracy: 0.6234Epoch 54: D Accuracy = 0.6157 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2928 - g_loss: 0.9247 - d_accuracy: 0.6231 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9386 - d_accuracy: 0.6210Epoch 55: D Accuracy = 0.6157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2919 - g_loss: 0.9372 - d_accuracy: 0.6209 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9392 - d_accuracy: 0.6246Epoch 56: D Accuracy = 0.6343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2879 - g_loss: 0.9432 - d_accuracy: 0.6250 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2939 - g_loss: 0.9305 - d_accuracy: 0.6211Epoch 57: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2947 - g_loss: 0.9321 - d_accuracy: 0.6204 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9246 - d_accuracy: 0.6175Epoch 58: D Accuracy = 0.6481 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2940 - g_loss: 0.9224 - d_accuracy: 0.6186 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2810 - g_loss: 0.9428 - d_accuracy: 0.6243Epoch 59: D Accuracy = 0.6250 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2810 - g_loss: 0.9443 - d_accuracy: 0.6243 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2900 - g_loss: 0.9361 - d_accuracy: 0.6254Epoch 60: D Accuracy = 0.6481 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2899 - g_loss: 0.9380 - d_accuracy: 0.6262
Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2857 - g_loss: 0.9400 - d_accuracy: 0.6220Epoch 61: D Accuracy = 0.6389 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2857 - g_loss: 0.9409 - d_accuracy: 0.6226 Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2849 - g_loss: 0.9426 - d_accuracy: 0.6225Epoch 62: D Accuracy = 0.5972 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2865 - g_loss: 0.9467 - d_accuracy: 0.6216 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2711 - g_loss: 0.9470 - d_accuracy: 0.6387Epoch 63: D Accuracy = 0.6435 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2698 - g_loss: 0.9498 - d_accuracy: 0.6389 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9472 - d_accuracy: 0.6367Epoch 64: D Accuracy = 0.6019 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2729 - g_loss: 0.9458 - d_accuracy: 0.6355 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9453 - d_accuracy: 0.6294Epoch 65: D Accuracy = 0.6019 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2800 - g_loss: 0.9413 - d_accuracy: 0.6284 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2825 - g_loss: 0.9450 - d_accuracy: 0.6341Epoch 66: D Accuracy = 0.6204 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2814 - g_loss: 0.9476 - d_accuracy: 0.6336 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2810 - g_loss: 0.9423 - d_accuracy: 0.6311Epoch 67: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2829 - g_loss: 0.9422 - d_accuracy: 0.6309 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9503 - d_accuracy: 0.6371Epoch 68: D Accuracy = 0.6343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2735 - g_loss: 0.9504 - d_accuracy: 0.6370 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9542 - d_accuracy: 0.6373Epoch 69: D Accuracy = 0.6574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2739 - g_loss: 0.9534 - d_accuracy: 0.6381 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2888 - g_loss: 0.9389 - d_accuracy: 0.6251Epoch 70: D Accuracy = 0.6435 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2888 - g_loss: 0.9392 - d_accuracy: 0.6258 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9397 - d_accuracy: 0.6263Epoch 71: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2839 - g_loss: 0.9405 - d_accuracy: 0.6277 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9379 - d_accuracy: 0.6221Epoch 72: D Accuracy = 0.5926 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2920 - g_loss: 0.9401 - d_accuracy: 0.6210 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2897 - g_loss: 0.9414 - d_accuracy: 0.6264Epoch 73: D Accuracy = 0.5741 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2911 - g_loss: 0.9414 - d_accuracy: 0.6246 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9378 - d_accuracy: 0.6195Epoch 74: D Accuracy = 0.6296 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2908 - g_loss: 0.9387 - d_accuracy: 0.6199 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2950 - g_loss: 0.9384 - d_accuracy: 0.6192Epoch 75: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2953 - g_loss: 0.9391 - d_accuracy: 0.6196 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2999 - g_loss: 0.9269 - d_accuracy: 0.6198Epoch 76: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2994 - g_loss: 0.9311 - d_accuracy: 0.6198 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.9226 - d_accuracy: 0.6124Epoch 77: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3089 - g_loss: 0.9240 - d_accuracy: 0.6117 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9307 - d_accuracy: 0.6065Epoch 78: D Accuracy = 0.6204 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3000 - g_loss: 0.9347 - d_accuracy: 0.6070 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9269 - d_accuracy: 0.6136Epoch 79: D Accuracy = 0.6343 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2990 - g_loss: 0.9302 - d_accuracy: 0.6144 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 0.9267 - d_accuracy: 0.6198Epoch 80: D Accuracy = 0.5556 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2979 - g_loss: 0.9244 - d_accuracy: 0.6175 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3016 - g_loss: 0.9336 - d_accuracy: 0.6052Epoch 81: D Accuracy = 0.6204 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3021 - g_loss: 0.9374 - d_accuracy: 0.6057 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3026 - g_loss: 0.9240 - d_accuracy: 0.6105Epoch 82: D Accuracy = 0.5694 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3041 - g_loss: 0.9233 - d_accuracy: 0.6090 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.9130 - d_accuracy: 0.5929Epoch 83: D Accuracy = 0.6111 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3154 - g_loss: 0.9146 - d_accuracy: 0.5936 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.9156 - d_accuracy: 0.6078Epoch 84: D Accuracy = 0.6759 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3066 - g_loss: 0.9153 - d_accuracy: 0.6102 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.9086 - d_accuracy: 0.6022Epoch 85: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3150 - g_loss: 0.9079 - d_accuracy: 0.6045 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.9182 - d_accuracy: 0.6066Epoch 86: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3099 - g_loss: 0.9166 - d_accuracy: 0.6073 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3277 - g_loss: 0.8984 - d_accuracy: 0.5934Epoch 87: D Accuracy = 0.5926 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3278 - g_loss: 0.8994 - d_accuracy: 0.5934 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.9024 - d_accuracy: 0.5902Epoch 88: D Accuracy = 0.6111 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3235 - g_loss: 0.9028 - d_accuracy: 0.5909 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.9037 - d_accuracy: 0.5928Epoch 89: D Accuracy = 0.5648 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3231 - g_loss: 0.9037 - d_accuracy: 0.5918 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3214 - g_loss: 0.9040 - d_accuracy: 0.5906Epoch 90: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3206 - g_loss: 0.9033 - d_accuracy: 0.5920 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3190 - g_loss: 0.9070 - d_accuracy: 0.5992Epoch 91: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3201 - g_loss: 0.9079 - d_accuracy: 0.5990 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3158 - g_loss: 0.9029 - d_accuracy: 0.5947Epoch 92: D Accuracy = 0.5370 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3186 - g_loss: 0.9025 - d_accuracy: 0.5926 Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3223 - g_loss: 0.8999 - d_accuracy: 0.5912Epoch 93: D Accuracy = 0.5648 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3229 - g_loss: 0.8976 - d_accuracy: 0.5903 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3233 - g_loss: 0.8973 - d_accuracy: 0.5877Epoch 94: D Accuracy = 0.5833 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3236 - g_loss: 0.8962 - d_accuracy: 0.5876 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3348 - g_loss: 0.8959 - d_accuracy: 0.5846Epoch 95: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3341 - g_loss: 0.9006 - d_accuracy: 0.5861 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8862 - d_accuracy: 0.5883Epoch 96: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3291 - g_loss: 0.8872 - d_accuracy: 0.5889 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3247 - g_loss: 0.8920 - d_accuracy: 0.5979Epoch 97: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3259 - g_loss: 0.8927 - d_accuracy: 0.5979 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8918 - d_accuracy: 0.5944Epoch 98: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3279 - g_loss: 0.8916 - d_accuracy: 0.5948 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8896 - d_accuracy: 0.5889Epoch 99: D Accuracy = 0.6574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3212 - g_loss: 0.8866 - d_accuracy: 0.5913 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8853 - d_accuracy: 0.5795 Class 14 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.5694 27/27 [==============================] - 1s 44ms/step - d_loss: 1.3319 - g_loss: 0.8835 - d_accuracy: 0.5792 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.8896 - d_accuracy: 0.5883Epoch 101: D Accuracy = 0.6019 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3303 - g_loss: 0.8910 - d_accuracy: 0.5887 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3309 - g_loss: 0.8846 - d_accuracy: 0.5843Epoch 102: D Accuracy = 0.5648 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3322 - g_loss: 0.8837 - d_accuracy: 0.5836 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.8898 - d_accuracy: 0.5879Epoch 103: D Accuracy = 0.5556 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3354 - g_loss: 0.8919 - d_accuracy: 0.5867 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8914 - d_accuracy: 0.5850Epoch 104: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3221 - g_loss: 0.8931 - d_accuracy: 0.5849 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3355 - g_loss: 0.8823 - d_accuracy: 0.5839Epoch 105: D Accuracy = 0.5556 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3365 - g_loss: 0.8827 - d_accuracy: 0.5829 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8838 - d_accuracy: 0.5807Epoch 106: D Accuracy = 0.5509 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3331 - g_loss: 0.8827 - d_accuracy: 0.5797 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3323 - g_loss: 0.8828 - d_accuracy: 0.5806Epoch 107: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3320 - g_loss: 0.8826 - d_accuracy: 0.5822 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8768 - d_accuracy: 0.5776Epoch 108: D Accuracy = 0.5833 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3414 - g_loss: 0.8764 - d_accuracy: 0.5778 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8760 - d_accuracy: 0.5757Epoch 109: D Accuracy = 0.6343 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3383 - g_loss: 0.8762 - d_accuracy: 0.5778 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3375 - g_loss: 0.8747 - d_accuracy: 0.5793Epoch 110: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3368 - g_loss: 0.8725 - d_accuracy: 0.5803 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3402 - g_loss: 0.8791 - d_accuracy: 0.5724Epoch 111: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3399 - g_loss: 0.8799 - d_accuracy: 0.5728 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3390 - g_loss: 0.8770 - d_accuracy: 0.5694Epoch 112: D Accuracy = 0.5509 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3395 - g_loss: 0.8756 - d_accuracy: 0.5688 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.8781 - d_accuracy: 0.5821Epoch 113: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3325 - g_loss: 0.8802 - d_accuracy: 0.5821 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3332 - g_loss: 0.8797 - d_accuracy: 0.5781Epoch 114: D Accuracy = 0.6019 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3312 - g_loss: 0.8843 - d_accuracy: 0.5790 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8777 - d_accuracy: 0.5786Epoch 115: D Accuracy = 0.6019 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3376 - g_loss: 0.8773 - d_accuracy: 0.5794 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8783 - d_accuracy: 0.5811Epoch 116: D Accuracy = 0.5648 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3362 - g_loss: 0.8779 - d_accuracy: 0.5805 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3393 - g_loss: 0.8738 - d_accuracy: 0.5699Epoch 117: D Accuracy = 0.5602 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3400 - g_loss: 0.8736 - d_accuracy: 0.5696 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8732 - d_accuracy: 0.5764Epoch 118: D Accuracy = 0.6065 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3347 - g_loss: 0.8745 - d_accuracy: 0.5775 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3402 - g_loss: 0.8701 - d_accuracy: 0.5789Epoch 119: D Accuracy = 0.6157 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3393 - g_loss: 0.8689 - d_accuracy: 0.5803 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3299 - g_loss: 0.8774 - d_accuracy: 0.5814Epoch 120: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3289 - g_loss: 0.8773 - d_accuracy: 0.5816 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8741 - d_accuracy: 0.5803Epoch 121: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3349 - g_loss: 0.8744 - d_accuracy: 0.5811 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8805 - d_accuracy: 0.5763Epoch 122: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3317 - g_loss: 0.8815 - d_accuracy: 0.5769 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3434 - g_loss: 0.8704 - d_accuracy: 0.5686Epoch 123: D Accuracy = 0.5278 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3443 - g_loss: 0.8697 - d_accuracy: 0.5671 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8704 - d_accuracy: 0.5686Epoch 124: D Accuracy = 0.6806 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3389 - g_loss: 0.8719 - d_accuracy: 0.5726 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3465 - g_loss: 0.8679 - d_accuracy: 0.5685Epoch 125: D Accuracy = 0.5787 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3461 - g_loss: 0.8698 - d_accuracy: 0.5688 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3350 - g_loss: 0.8734 - d_accuracy: 0.5749Epoch 126: D Accuracy = 0.5602 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3350 - g_loss: 0.8760 - d_accuracy: 0.5743 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3343 - g_loss: 0.8697 - d_accuracy: 0.5793Epoch 127: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3333 - g_loss: 0.8707 - d_accuracy: 0.5809 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3425 - g_loss: 0.8682 - d_accuracy: 0.5729Epoch 128: D Accuracy = 0.6019 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3413 - g_loss: 0.8704 - d_accuracy: 0.5740 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3422 - g_loss: 0.8710 - d_accuracy: 0.5676Epoch 129: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3413 - g_loss: 0.8741 - d_accuracy: 0.5682 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8638 - d_accuracy: 0.5648Epoch 130: D Accuracy = 0.6157 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3452 - g_loss: 0.8655 - d_accuracy: 0.5666 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3381 - g_loss: 0.8671 - d_accuracy: 0.5723Epoch 131: D Accuracy = 0.5694 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3393 - g_loss: 0.8652 - d_accuracy: 0.5722 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8711 - d_accuracy: 0.5708Epoch 132: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3374 - g_loss: 0.8715 - d_accuracy: 0.5721 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3395 - g_loss: 0.8661 - d_accuracy: 0.5687Epoch 133: D Accuracy = 0.5648 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3394 - g_loss: 0.8659 - d_accuracy: 0.5685 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8627 - d_accuracy: 0.5646Epoch 134: D Accuracy = 0.5648 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3467 - g_loss: 0.8618 - d_accuracy: 0.5646 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3391 - g_loss: 0.8669 - d_accuracy: 0.5707Epoch 135: D Accuracy = 0.5463 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3395 - g_loss: 0.8667 - d_accuracy: 0.5699 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3428 - g_loss: 0.8633 - d_accuracy: 0.5673Epoch 136: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3422 - g_loss: 0.8641 - d_accuracy: 0.5679 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3416 - g_loss: 0.8666 - d_accuracy: 0.5603Epoch 137: D Accuracy = 0.5417 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3418 - g_loss: 0.8680 - d_accuracy: 0.5596 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3372 - g_loss: 0.8673 - d_accuracy: 0.5719Epoch 138: D Accuracy = 0.5463 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3376 - g_loss: 0.8694 - d_accuracy: 0.5710 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8642 - d_accuracy: 0.5649Epoch 139: D Accuracy = 0.5417 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3410 - g_loss: 0.8640 - d_accuracy: 0.5641 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.8663 - d_accuracy: 0.5706Epoch 140: D Accuracy = 0.5417 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3399 - g_loss: 0.8658 - d_accuracy: 0.5695 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8653 - d_accuracy: 0.5762Epoch 141: D Accuracy = 0.5648 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3364 - g_loss: 0.8648 - d_accuracy: 0.5758 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8642 - d_accuracy: 0.5652Epoch 142: D Accuracy = 0.6111 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3415 - g_loss: 0.8640 - d_accuracy: 0.5668 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3335 - g_loss: 0.8712 - d_accuracy: 0.5782Epoch 143: D Accuracy = 0.5880 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3335 - g_loss: 0.8724 - d_accuracy: 0.5785 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8640 - d_accuracy: 0.5755Epoch 144: D Accuracy = 0.5926 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3358 - g_loss: 0.8649 - d_accuracy: 0.5761 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3390 - g_loss: 0.8656 - d_accuracy: 0.5687Epoch 145: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3388 - g_loss: 0.8663 - d_accuracy: 0.5691 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3451 - g_loss: 0.8626 - d_accuracy: 0.5684Epoch 146: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3433 - g_loss: 0.8622 - d_accuracy: 0.5703 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3417 - g_loss: 0.8595 - d_accuracy: 0.5703Epoch 147: D Accuracy = 0.5046 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3426 - g_loss: 0.8576 - d_accuracy: 0.5680 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3481 - g_loss: 0.8568 - d_accuracy: 0.5624Epoch 148: D Accuracy = 0.5787 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3482 - g_loss: 0.8580 - d_accuracy: 0.5630 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3381 - g_loss: 0.8624 - d_accuracy: 0.5674Epoch 149: D Accuracy = 0.5463 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3388 - g_loss: 0.8621 - d_accuracy: 0.5666 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3428 - g_loss: 0.8603 - d_accuracy: 0.5630Epoch 150: D Accuracy = 0.5694 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3418 - g_loss: 0.8606 - d_accuracy: 0.5633 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3409 - g_loss: 0.8625 - d_accuracy: 0.5673Epoch 151: D Accuracy = 0.5602 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3412 - g_loss: 0.8623 - d_accuracy: 0.5671 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3495 - g_loss: 0.8587 - d_accuracy: 0.5600Epoch 152: D Accuracy = 0.5602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3487 - g_loss: 0.8612 - d_accuracy: 0.5600 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8611 - d_accuracy: 0.5699Epoch 153: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3395 - g_loss: 0.8604 - d_accuracy: 0.5702 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3410 - g_loss: 0.8640 - d_accuracy: 0.5688Epoch 154: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3411 - g_loss: 0.8636 - d_accuracy: 0.5693 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3432 - g_loss: 0.8594 - d_accuracy: 0.5694Epoch 155: D Accuracy = 0.5926 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3429 - g_loss: 0.8583 - d_accuracy: 0.5702 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3402 - g_loss: 0.8617 - d_accuracy: 0.5667Epoch 156: D Accuracy = 0.6435 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3389 - g_loss: 0.8612 - d_accuracy: 0.5694 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3421 - g_loss: 0.8586 - d_accuracy: 0.5688Epoch 157: D Accuracy = 0.5648 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3416 - g_loss: 0.8584 - d_accuracy: 0.5687 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8614 - d_accuracy: 0.5665Epoch 158: D Accuracy = 0.5139 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3389 - g_loss: 0.8615 - d_accuracy: 0.5646 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3379 - g_loss: 0.8641 - d_accuracy: 0.5664Epoch 159: D Accuracy = 0.5787 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3375 - g_loss: 0.8651 - d_accuracy: 0.5669 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3304 - g_loss: 0.8720 - d_accuracy: 0.5806Epoch 160: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3289 - g_loss: 0.8730 - d_accuracy: 0.5822 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3355 - g_loss: 0.8646 - d_accuracy: 0.5747Epoch 161: D Accuracy = 0.6157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3349 - g_loss: 0.8650 - d_accuracy: 0.5762 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3358 - g_loss: 0.8646 - d_accuracy: 0.5676Epoch 162: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3365 - g_loss: 0.8640 - d_accuracy: 0.5652 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3368 - g_loss: 0.8679 - d_accuracy: 0.5737Epoch 163: D Accuracy = 0.5185 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3383 - g_loss: 0.8667 - d_accuracy: 0.5718
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8701 - d_accuracy: 0.5722Epoch 164: D Accuracy = 0.5787 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3338 - g_loss: 0.8695 - d_accuracy: 0.5724 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8631 - d_accuracy: 0.5683Epoch 165: D Accuracy = 0.5463 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3434 - g_loss: 0.8624 - d_accuracy: 0.5675 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3457 - g_loss: 0.8586 - d_accuracy: 0.5642Epoch 166: D Accuracy = 0.5648 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3457 - g_loss: 0.8591 - d_accuracy: 0.5642 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3402 - g_loss: 0.8636 - d_accuracy: 0.5612Epoch 167: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3390 - g_loss: 0.8662 - d_accuracy: 0.5617 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8666 - d_accuracy: 0.5751Epoch 168: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3344 - g_loss: 0.8690 - d_accuracy: 0.5752 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3439 - g_loss: 0.8579 - d_accuracy: 0.5637Epoch 169: D Accuracy = 0.5602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3434 - g_loss: 0.8589 - d_accuracy: 0.5636 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3416 - g_loss: 0.8575 - d_accuracy: 0.5625Epoch 170: D Accuracy = 0.5926 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3412 - g_loss: 0.8577 - d_accuracy: 0.5635 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8638 - d_accuracy: 0.5704Epoch 171: D Accuracy = 0.5370 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3346 - g_loss: 0.8642 - d_accuracy: 0.5692 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8650 - d_accuracy: 0.5645Epoch 172: D Accuracy = 0.5509 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3348 - g_loss: 0.8633 - d_accuracy: 0.5640 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8591 - d_accuracy: 0.5644Epoch 173: D Accuracy = 0.5509 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3428 - g_loss: 0.8575 - d_accuracy: 0.5639 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3372 - g_loss: 0.8702 - d_accuracy: 0.5724Epoch 174: D Accuracy = 0.5324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3381 - g_loss: 0.8709 - d_accuracy: 0.5710 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8573 - d_accuracy: 0.5627Epoch 175: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3413 - g_loss: 0.8562 - d_accuracy: 0.5636 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8609 - d_accuracy: 0.5645Epoch 176: D Accuracy = 0.5509 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3417 - g_loss: 0.8595 - d_accuracy: 0.5640 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8626 - d_accuracy: 0.5682Epoch 177: D Accuracy = 0.5787 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3343 - g_loss: 0.8644 - d_accuracy: 0.5685 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3263 - g_loss: 0.8706 - d_accuracy: 0.5832Epoch 178: D Accuracy = 0.5787 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3261 - g_loss: 0.8687 - d_accuracy: 0.5830 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3424 - g_loss: 0.8629 - d_accuracy: 0.5580Epoch 179: D Accuracy = 0.4954 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3440 - g_loss: 0.8603 - d_accuracy: 0.5558 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8699 - d_accuracy: 0.5762Epoch 180: D Accuracy = 0.5880 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3345 - g_loss: 0.8697 - d_accuracy: 0.5766 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3401 - g_loss: 0.8580 - d_accuracy: 0.5629Epoch 181: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3404 - g_loss: 0.8579 - d_accuracy: 0.5638 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3382 - g_loss: 0.8617 - d_accuracy: 0.5640Epoch 182: D Accuracy = 0.5602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3386 - g_loss: 0.8645 - d_accuracy: 0.5639 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3410 - g_loss: 0.8625 - d_accuracy: 0.5632Epoch 183: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3406 - g_loss: 0.8628 - d_accuracy: 0.5642 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8635 - d_accuracy: 0.5680Epoch 184: D Accuracy = 0.5833 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3381 - g_loss: 0.8625 - d_accuracy: 0.5686 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3384 - g_loss: 0.8617 - d_accuracy: 0.5623Epoch 185: D Accuracy = 0.6435 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3367 - g_loss: 0.8606 - d_accuracy: 0.5652 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8663 - d_accuracy: 0.5694Epoch 186: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3369 - g_loss: 0.8659 - d_accuracy: 0.5714 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3451 - g_loss: 0.8581 - d_accuracy: 0.5657Epoch 187: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3443 - g_loss: 0.8580 - d_accuracy: 0.5664 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3425 - g_loss: 0.8563 - d_accuracy: 0.5584Epoch 188: D Accuracy = 0.5139 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3433 - g_loss: 0.8568 - d_accuracy: 0.5568 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3333 - g_loss: 0.8625 - d_accuracy: 0.5680Epoch 189: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3314 - g_loss: 0.8639 - d_accuracy: 0.5700 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3394 - g_loss: 0.8620 - d_accuracy: 0.5634Epoch 190: D Accuracy = 0.5509 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3394 - g_loss: 0.8619 - d_accuracy: 0.5629 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3434 - g_loss: 0.8577 - d_accuracy: 0.5609Epoch 191: D Accuracy = 0.5463 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3436 - g_loss: 0.8576 - d_accuracy: 0.5604 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8590 - d_accuracy: 0.5651Epoch 192: D Accuracy = 0.6065 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3371 - g_loss: 0.8606 - d_accuracy: 0.5666 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3375 - g_loss: 0.8650 - d_accuracy: 0.5672Epoch 193: D Accuracy = 0.5556 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3370 - g_loss: 0.8648 - d_accuracy: 0.5667 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3331 - g_loss: 0.8644 - d_accuracy: 0.5755Epoch 194: D Accuracy = 0.5741 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3341 - g_loss: 0.8628 - d_accuracy: 0.5755 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3449 - g_loss: 0.8563 - d_accuracy: 0.5573Epoch 195: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3438 - g_loss: 0.8564 - d_accuracy: 0.5597
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8675 - d_accuracy: 0.5712Epoch 196: D Accuracy = 0.5231 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3343 - g_loss: 0.8659 - d_accuracy: 0.5695 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8616 - d_accuracy: 0.5661Epoch 197: D Accuracy = 0.5417 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3374 - g_loss: 0.8630 - d_accuracy: 0.5652 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3362 - g_loss: 0.8624 - d_accuracy: 0.5723Epoch 198: D Accuracy = 0.5694 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3363 - g_loss: 0.8629 - d_accuracy: 0.5722 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3392 - g_loss: 0.8616 - d_accuracy: 0.5752Epoch 199: D Accuracy = 0.5463 27/27 [==============================] - 1s 40ms/step - d_loss: 1.3396 - g_loss: 0.8600 - d_accuracy: 0.5742 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8629 - d_accuracy: 0.5739 Class 14 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.5370 27/27 [==============================] - 1s 43ms/step - d_loss: 1.3320 - g_loss: 0.8641 - d_accuracy: 0.5725 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3329 - g_loss: 0.8660 - d_accuracy: 0.5672Epoch 201: D Accuracy = 0.5556 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3329 - g_loss: 0.8671 - d_accuracy: 0.5667 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8641 - d_accuracy: 0.5764Epoch 202: D Accuracy = 0.5509 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3333 - g_loss: 0.8637 - d_accuracy: 0.5755 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3353 - g_loss: 0.8640 - d_accuracy: 0.5751Epoch 203: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3351 - g_loss: 0.8635 - d_accuracy: 0.5759 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8618 - d_accuracy: 0.5611Epoch 204: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3384 - g_loss: 0.8619 - d_accuracy: 0.5627 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8597 - d_accuracy: 0.5702Epoch 205: D Accuracy = 0.4815 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3364 - g_loss: 0.8593 - d_accuracy: 0.5670 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3358 - g_loss: 0.8652 - d_accuracy: 0.5702Epoch 206: D Accuracy = 0.5278 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3363 - g_loss: 0.8654 - d_accuracy: 0.5687 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.8590 - d_accuracy: 0.5622Epoch 207: D Accuracy = 0.5972 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3379 - g_loss: 0.8578 - d_accuracy: 0.5634 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3386 - g_loss: 0.8615 - d_accuracy: 0.5620Epoch 208: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3384 - g_loss: 0.8620 - d_accuracy: 0.5627 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3392 - g_loss: 0.8623 - d_accuracy: 0.5648Epoch 209: D Accuracy = 0.5648 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3393 - g_loss: 0.8618 - d_accuracy: 0.5648 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3353 - g_loss: 0.8608 - d_accuracy: 0.5672Epoch 210: D Accuracy = 0.5694 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3355 - g_loss: 0.8590 - d_accuracy: 0.5673 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8607 - d_accuracy: 0.5619Epoch 211: D Accuracy = 0.5463 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3378 - g_loss: 0.8615 - d_accuracy: 0.5613 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.8646 - d_accuracy: 0.5751Epoch 212: D Accuracy = 0.5602 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3343 - g_loss: 0.8666 - d_accuracy: 0.5746 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3273 - g_loss: 0.8688 - d_accuracy: 0.5727Epoch 213: D Accuracy = 0.5417 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3285 - g_loss: 0.8687 - d_accuracy: 0.5716 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3322 - g_loss: 0.8708 - d_accuracy: 0.5705Epoch 214: D Accuracy = 0.5000 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3333 - g_loss: 0.8737 - d_accuracy: 0.5679 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8653 - d_accuracy: 0.5763Epoch 215: D Accuracy = 0.5602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3308 - g_loss: 0.8654 - d_accuracy: 0.5757 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8637 - d_accuracy: 0.5676Epoch 216: D Accuracy = 0.5556 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3379 - g_loss: 0.8654 - d_accuracy: 0.5672 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3332 - g_loss: 0.8669 - d_accuracy: 0.5688Epoch 217: D Accuracy = 0.5324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3340 - g_loss: 0.8657 - d_accuracy: 0.5675 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3383 - g_loss: 0.8595 - d_accuracy: 0.5645Epoch 218: D Accuracy = 0.5741 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3380 - g_loss: 0.8601 - d_accuracy: 0.5649 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3285 - g_loss: 0.8677 - d_accuracy: 0.5765Epoch 219: D Accuracy = 0.6019 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3280 - g_loss: 0.8662 - d_accuracy: 0.5774 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3290 - g_loss: 0.8703 - d_accuracy: 0.5773Epoch 220: D Accuracy = 0.5602 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3300 - g_loss: 0.8701 - d_accuracy: 0.5767 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3290 - g_loss: 0.8679 - d_accuracy: 0.5797Epoch 221: D Accuracy = 0.5648 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3298 - g_loss: 0.8683 - d_accuracy: 0.5791 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3362 - g_loss: 0.8645 - d_accuracy: 0.5719Epoch 222: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3346 - g_loss: 0.8680 - d_accuracy: 0.5728 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3366 - g_loss: 0.8635 - d_accuracy: 0.5658Epoch 223: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3369 - g_loss: 0.8632 - d_accuracy: 0.5661 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8692 - d_accuracy: 0.5671Epoch 224: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3313 - g_loss: 0.8703 - d_accuracy: 0.5682 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3307 - g_loss: 0.8697 - d_accuracy: 0.5814Epoch 225: D Accuracy = 0.5833 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3302 - g_loss: 0.8728 - d_accuracy: 0.5814 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8640 - d_accuracy: 0.5642Epoch 226: D Accuracy = 0.5509 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3333 - g_loss: 0.8645 - d_accuracy: 0.5638 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3380 - g_loss: 0.8596 - d_accuracy: 0.5635Epoch 227: D Accuracy = 0.6019 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3372 - g_loss: 0.8589 - d_accuracy: 0.5649 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.8726 - d_accuracy: 0.5739Epoch 228: D Accuracy = 0.6389 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3282 - g_loss: 0.8721 - d_accuracy: 0.5762 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8688 - d_accuracy: 0.5681Epoch 229: D Accuracy = 0.5602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3322 - g_loss: 0.8693 - d_accuracy: 0.5678 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8634 - d_accuracy: 0.5658Epoch 230: D Accuracy = 0.5648 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3349 - g_loss: 0.8629 - d_accuracy: 0.5657 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8678 - d_accuracy: 0.5773Epoch 231: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3311 - g_loss: 0.8682 - d_accuracy: 0.5771 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3238 - g_loss: 0.8752 - d_accuracy: 0.5706Epoch 232: D Accuracy = 0.5787 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3232 - g_loss: 0.8774 - d_accuracy: 0.5709 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3238 - g_loss: 0.8724 - d_accuracy: 0.5853Epoch 233: D Accuracy = 0.5972 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3234 - g_loss: 0.8726 - d_accuracy: 0.5858 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8630 - d_accuracy: 0.5621Epoch 234: D Accuracy = 0.6019 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3360 - g_loss: 0.8631 - d_accuracy: 0.5635 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8662 - d_accuracy: 0.5706Epoch 235: D Accuracy = 0.5278 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3320 - g_loss: 0.8673 - d_accuracy: 0.5691 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3339 - g_loss: 0.8660 - d_accuracy: 0.5705Epoch 236: D Accuracy = 0.5880 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3333 - g_loss: 0.8677 - d_accuracy: 0.5712 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3285 - g_loss: 0.8673 - d_accuracy: 0.5734Epoch 237: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3272 - g_loss: 0.8668 - d_accuracy: 0.5752 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8663 - d_accuracy: 0.5699Epoch 238: D Accuracy = 0.5787 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3309 - g_loss: 0.8678 - d_accuracy: 0.5702 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8678 - d_accuracy: 0.5799Epoch 239: D Accuracy = 0.5741 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3293 - g_loss: 0.8667 - d_accuracy: 0.5796 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8675 - d_accuracy: 0.5719Epoch 240: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3301 - g_loss: 0.8683 - d_accuracy: 0.5738 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8681 - d_accuracy: 0.5713Epoch 241: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3293 - g_loss: 0.8683 - d_accuracy: 0.5716 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8684 - d_accuracy: 0.5755Epoch 242: D Accuracy = 0.5648 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3316 - g_loss: 0.8678 - d_accuracy: 0.5751 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3268 - g_loss: 0.8748 - d_accuracy: 0.5739Epoch 243: D Accuracy = 0.5926 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3255 - g_loss: 0.8771 - d_accuracy: 0.5746 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3295 - g_loss: 0.8716 - d_accuracy: 0.5747Epoch 244: D Accuracy = 0.5046 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3313 - g_loss: 0.8693 - d_accuracy: 0.5722 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3260 - g_loss: 0.8700 - d_accuracy: 0.5818Epoch 245: D Accuracy = 0.5880 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3269 - g_loss: 0.8681 - d_accuracy: 0.5820 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8643 - d_accuracy: 0.5669Epoch 246: D Accuracy = 0.5278 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3380 - g_loss: 0.8631 - d_accuracy: 0.5655 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8653 - d_accuracy: 0.5717Epoch 247: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3313 - g_loss: 0.8653 - d_accuracy: 0.5729 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8735 - d_accuracy: 0.5787Epoch 248: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3240 - g_loss: 0.8724 - d_accuracy: 0.5785 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3332 - g_loss: 0.8698 - d_accuracy: 0.5724Epoch 249: D Accuracy = 0.5602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3334 - g_loss: 0.8688 - d_accuracy: 0.5720 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8712 - d_accuracy: 0.5719Epoch 250: D Accuracy = 0.5185 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3305 - g_loss: 0.8697 - d_accuracy: 0.5700 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3338 - g_loss: 0.8665 - d_accuracy: 0.5731Epoch 251: D Accuracy = 0.5509 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3339 - g_loss: 0.8664 - d_accuracy: 0.5723 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8685 - d_accuracy: 0.5718Epoch 252: D Accuracy = 0.6019 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3288 - g_loss: 0.8696 - d_accuracy: 0.5728 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8697 - d_accuracy: 0.5712Epoch 253: D Accuracy = 0.5509 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3292 - g_loss: 0.8693 - d_accuracy: 0.5705 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8662 - d_accuracy: 0.5668Epoch 254: D Accuracy = 0.5602 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3306 - g_loss: 0.8666 - d_accuracy: 0.5665 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3231 - g_loss: 0.8761 - d_accuracy: 0.5819Epoch 255: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3232 - g_loss: 0.8778 - d_accuracy: 0.5820 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8721 - d_accuracy: 0.5798Epoch 256: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3244 - g_loss: 0.8727 - d_accuracy: 0.5803 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3271 - g_loss: 0.8723 - d_accuracy: 0.5813Epoch 257: D Accuracy = 0.5556 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3280 - g_loss: 0.8705 - d_accuracy: 0.5804 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.8692 - d_accuracy: 0.5750Epoch 258: D Accuracy = 0.5417 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3303 - g_loss: 0.8712 - d_accuracy: 0.5738 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8699 - d_accuracy: 0.5740Epoch 259: D Accuracy = 0.5602 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3271 - g_loss: 0.8692 - d_accuracy: 0.5735 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8729 - d_accuracy: 0.5722Epoch 260: D Accuracy = 0.6296 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3286 - g_loss: 0.8732 - d_accuracy: 0.5743 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8719 - d_accuracy: 0.5794Epoch 261: D Accuracy = 0.5370 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3280 - g_loss: 0.8705 - d_accuracy: 0.5778 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3233 - g_loss: 0.8771 - d_accuracy: 0.5811Epoch 262: D Accuracy = 0.5556 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3223 - g_loss: 0.8783 - d_accuracy: 0.5801 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8722 - d_accuracy: 0.5782Epoch 263: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3244 - g_loss: 0.8721 - d_accuracy: 0.5787
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.8776 - d_accuracy: 0.5885Epoch 264: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3143 - g_loss: 0.8778 - d_accuracy: 0.5888 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3224 - g_loss: 0.8754 - d_accuracy: 0.5845Epoch 265: D Accuracy = 0.5787 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3231 - g_loss: 0.8749 - d_accuracy: 0.5843 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8806 - d_accuracy: 0.5789Epoch 266: D Accuracy = 0.6065 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3205 - g_loss: 0.8812 - d_accuracy: 0.5799 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3224 - g_loss: 0.8744 - d_accuracy: 0.5824Epoch 267: D Accuracy = 0.5926 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3216 - g_loss: 0.8758 - d_accuracy: 0.5828 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.8760 - d_accuracy: 0.5793Epoch 268: D Accuracy = 0.5509 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3218 - g_loss: 0.8756 - d_accuracy: 0.5783 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3244 - g_loss: 0.8760 - d_accuracy: 0.5798Epoch 269: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3233 - g_loss: 0.8766 - d_accuracy: 0.5813 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3230 - g_loss: 0.8782 - d_accuracy: 0.5788Epoch 270: D Accuracy = 0.5417 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3245 - g_loss: 0.8759 - d_accuracy: 0.5775 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8781 - d_accuracy: 0.5846Epoch 271: D Accuracy = 0.5972 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3166 - g_loss: 0.8808 - d_accuracy: 0.5851 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.8740 - d_accuracy: 0.5876Epoch 272: D Accuracy = 0.6204 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3212 - g_loss: 0.8736 - d_accuracy: 0.5888 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3110 - g_loss: 0.8849 - d_accuracy: 0.5905Epoch 273: D Accuracy = 0.6389 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3094 - g_loss: 0.8844 - d_accuracy: 0.5922 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3154 - g_loss: 0.8875 - d_accuracy: 0.5866Epoch 274: D Accuracy = 0.5926 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3150 - g_loss: 0.8903 - d_accuracy: 0.5868 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8760 - d_accuracy: 0.5817Epoch 275: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3227 - g_loss: 0.8769 - d_accuracy: 0.5819 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8758 - d_accuracy: 0.5768Epoch 276: D Accuracy = 0.5509 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3216 - g_loss: 0.8742 - d_accuracy: 0.5759 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3130 - g_loss: 0.8832 - d_accuracy: 0.5862Epoch 277: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3125 - g_loss: 0.8842 - d_accuracy: 0.5862 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.8803 - d_accuracy: 0.5879Epoch 278: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3162 - g_loss: 0.8811 - d_accuracy: 0.5895 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.8745 - d_accuracy: 0.5874Epoch 279: D Accuracy = 0.6204 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3186 - g_loss: 0.8752 - d_accuracy: 0.5885 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8813 - d_accuracy: 0.5858Epoch 280: D Accuracy = 0.5556 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3211 - g_loss: 0.8797 - d_accuracy: 0.5847 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3218 - g_loss: 0.8791 - d_accuracy: 0.5724Epoch 281: D Accuracy = 0.5833 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3206 - g_loss: 0.8818 - d_accuracy: 0.5728 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3167 - g_loss: 0.8803 - d_accuracy: 0.5879Epoch 282: D Accuracy = 0.6111 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3164 - g_loss: 0.8789 - d_accuracy: 0.5887 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.8844 - d_accuracy: 0.5902Epoch 283: D Accuracy = 0.5417 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3184 - g_loss: 0.8839 - d_accuracy: 0.5885 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3196 - g_loss: 0.8829 - d_accuracy: 0.5854Epoch 284: D Accuracy = 0.5741 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3193 - g_loss: 0.8832 - d_accuracy: 0.5850 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8772 - d_accuracy: 0.5927Epoch 285: D Accuracy = 0.6204 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3189 - g_loss: 0.8768 - d_accuracy: 0.5937 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.8809 - d_accuracy: 0.5887Epoch 286: D Accuracy = 0.5556 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3204 - g_loss: 0.8791 - d_accuracy: 0.5875 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.8862 - d_accuracy: 0.5931Epoch 287: D Accuracy = 0.5926 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3109 - g_loss: 0.8854 - d_accuracy: 0.5931 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.8773 - d_accuracy: 0.5886Epoch 288: D Accuracy = 0.5370 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3190 - g_loss: 0.8776 - d_accuracy: 0.5868 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.8811 - d_accuracy: 0.5856Epoch 289: D Accuracy = 0.5417 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3168 - g_loss: 0.8799 - d_accuracy: 0.5840 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3149 - g_loss: 0.8878 - d_accuracy: 0.5856Epoch 290: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3143 - g_loss: 0.8889 - d_accuracy: 0.5857 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.8888 - d_accuracy: 0.5920Epoch 291: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3085 - g_loss: 0.8894 - d_accuracy: 0.5920 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3108 - g_loss: 0.8858 - d_accuracy: 0.5923Epoch 292: D Accuracy = 0.5509 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3117 - g_loss: 0.8849 - d_accuracy: 0.5908 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.8855 - d_accuracy: 0.5928Epoch 293: D Accuracy = 0.6296 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3118 - g_loss: 0.8865 - d_accuracy: 0.5941 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.8807 - d_accuracy: 0.5792Epoch 294: D Accuracy = 0.5324 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3221 - g_loss: 0.8821 - d_accuracy: 0.5775 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.8880 - d_accuracy: 0.5923Epoch 295: D Accuracy = 0.5417 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3119 - g_loss: 0.8894 - d_accuracy: 0.5904
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.8808 - d_accuracy: 0.5829Epoch 296: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3160 - g_loss: 0.8824 - d_accuracy: 0.5834 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3114 - g_loss: 0.8870 - d_accuracy: 0.5852Epoch 297: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3115 - g_loss: 0.8872 - d_accuracy: 0.5850 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3144 - g_loss: 0.8856 - d_accuracy: 0.5850Epoch 298: D Accuracy = 0.5417 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3150 - g_loss: 0.8885 - d_accuracy: 0.5835 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.8862 - d_accuracy: 0.5879Epoch 299: D Accuracy = 0.6065 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3125 - g_loss: 0.8868 - d_accuracy: 0.5885 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3065 - g_loss: 0.8919 - d_accuracy: 0.5918 Class 14 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.6296 27/27 [==============================] - 1s 45ms/step - d_loss: 1.3059 - g_loss: 0.8925 - d_accuracy: 0.5931 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3118 - g_loss: 0.8886 - d_accuracy: 0.5879Epoch 301: D Accuracy = 0.5556 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3137 - g_loss: 0.8874 - d_accuracy: 0.5867 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.8875 - d_accuracy: 0.5869Epoch 302: D Accuracy = 0.5926 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3128 - g_loss: 0.8883 - d_accuracy: 0.5871 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.8898 - d_accuracy: 0.5948Epoch 303: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3079 - g_loss: 0.8907 - d_accuracy: 0.5942 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3069 - g_loss: 0.8920 - d_accuracy: 0.5922Epoch 304: D Accuracy = 0.5602 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3085 - g_loss: 0.8927 - d_accuracy: 0.5911 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.8961 - d_accuracy: 0.5963Epoch 305: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3030 - g_loss: 0.8952 - d_accuracy: 0.5972 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.8941 - d_accuracy: 0.6016Epoch 306: D Accuracy = 0.5787 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3045 - g_loss: 0.8942 - d_accuracy: 0.6008 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.8928 - d_accuracy: 0.5924Epoch 307: D Accuracy = 0.5185 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3104 - g_loss: 0.8920 - d_accuracy: 0.5898 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3023 - g_loss: 0.8966 - d_accuracy: 0.6002Epoch 308: D Accuracy = 0.6111 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3028 - g_loss: 0.8966 - d_accuracy: 0.6006 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3121 - g_loss: 0.8893 - d_accuracy: 0.5894Epoch 309: D Accuracy = 0.6157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3112 - g_loss: 0.8900 - d_accuracy: 0.5903 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3133 - g_loss: 0.8877 - d_accuracy: 0.5926Epoch 310: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3127 - g_loss: 0.8890 - d_accuracy: 0.5929 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3100 - g_loss: 0.8925 - d_accuracy: 0.5952Epoch 311: D Accuracy = 0.5324 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.8911 - d_accuracy: 0.5930 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.8958 - d_accuracy: 0.5978Epoch 312: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3056 - g_loss: 0.8964 - d_accuracy: 0.5973 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3040 - g_loss: 0.8971 - d_accuracy: 0.5938Epoch 313: D Accuracy = 0.6296 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3034 - g_loss: 0.8975 - d_accuracy: 0.5951 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.8914 - d_accuracy: 0.5923Epoch 314: D Accuracy = 0.5972 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3070 - g_loss: 0.8918 - d_accuracy: 0.5925 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3041 - g_loss: 0.8959 - d_accuracy: 0.5937Epoch 315: D Accuracy = 0.5185 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3059 - g_loss: 0.8960 - d_accuracy: 0.5910 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9007 - d_accuracy: 0.6037Epoch 316: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2998 - g_loss: 0.9023 - d_accuracy: 0.6037 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3052 - g_loss: 0.8970 - d_accuracy: 0.5955Epoch 317: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3064 - g_loss: 0.8966 - d_accuracy: 0.5955 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.8903 - d_accuracy: 0.5941Epoch 318: D Accuracy = 0.5880 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3067 - g_loss: 0.8906 - d_accuracy: 0.5939 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3046 - g_loss: 0.8938 - d_accuracy: 0.5950Epoch 319: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3048 - g_loss: 0.8904 - d_accuracy: 0.5949 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2954 - g_loss: 0.9041 - d_accuracy: 0.6057Epoch 320: D Accuracy = 0.6481 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2939 - g_loss: 0.9041 - d_accuracy: 0.6073 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2988 - g_loss: 0.8993 - d_accuracy: 0.6063Epoch 321: D Accuracy = 0.5926 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2993 - g_loss: 0.8979 - d_accuracy: 0.6058 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3014 - g_loss: 0.9018 - d_accuracy: 0.5990Epoch 322: D Accuracy = 0.6019 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3010 - g_loss: 0.9044 - d_accuracy: 0.5991 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3055 - g_loss: 0.8928 - d_accuracy: 0.5974Epoch 323: D Accuracy = 0.5741 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3062 - g_loss: 0.8917 - d_accuracy: 0.5965 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.8981 - d_accuracy: 0.5890Epoch 324: D Accuracy = 0.5556 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3105 - g_loss: 0.8994 - d_accuracy: 0.5878 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3002 - g_loss: 0.8970 - d_accuracy: 0.6001Epoch 325: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2998 - g_loss: 0.8967 - d_accuracy: 0.6008 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9033 - d_accuracy: 0.6050Epoch 326: D Accuracy = 0.5926 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2968 - g_loss: 0.9028 - d_accuracy: 0.6045 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3011 - g_loss: 0.8959 - d_accuracy: 0.6009Epoch 327: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2994 - g_loss: 0.8970 - d_accuracy: 0.6033 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.8995 - d_accuracy: 0.5972Epoch 328: D Accuracy = 0.5880 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3038 - g_loss: 0.8979 - d_accuracy: 0.5968 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3020 - g_loss: 0.8982 - d_accuracy: 0.6065Epoch 329: D Accuracy = 0.5509 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3031 - g_loss: 0.8960 - d_accuracy: 0.6045 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2909 - g_loss: 0.9067 - d_accuracy: 0.6101Epoch 330: D Accuracy = 0.5741 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2915 - g_loss: 0.9063 - d_accuracy: 0.6088 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2960 - g_loss: 0.9029 - d_accuracy: 0.6037Epoch 331: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2950 - g_loss: 0.9024 - d_accuracy: 0.6049 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9032 - d_accuracy: 0.6026Epoch 332: D Accuracy = 0.5463 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2985 - g_loss: 0.9049 - d_accuracy: 0.6005 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2940 - g_loss: 0.9061 - d_accuracy: 0.6026Epoch 333: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2935 - g_loss: 0.9060 - d_accuracy: 0.6034 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.8994 - d_accuracy: 0.5983Epoch 334: D Accuracy = 0.5787 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3022 - g_loss: 0.8987 - d_accuracy: 0.5976 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2976 - g_loss: 0.9007 - d_accuracy: 0.6035Epoch 335: D Accuracy = 0.6019 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2979 - g_loss: 0.8981 - d_accuracy: 0.6034 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9125 - d_accuracy: 0.6106Epoch 336: D Accuracy = 0.5370 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2908 - g_loss: 0.9140 - d_accuracy: 0.6080 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2867 - g_loss: 0.9123 - d_accuracy: 0.6141Epoch 337: D Accuracy = 0.5972 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2867 - g_loss: 0.9125 - d_accuracy: 0.6135 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9145 - d_accuracy: 0.6104Epoch 338: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2882 - g_loss: 0.9144 - d_accuracy: 0.6117 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2956 - g_loss: 0.9076 - d_accuracy: 0.6064Epoch 339: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2969 - g_loss: 0.9091 - d_accuracy: 0.6056 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2911 - g_loss: 0.9072 - d_accuracy: 0.6122Epoch 340: D Accuracy = 0.6343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2903 - g_loss: 0.9074 - d_accuracy: 0.6130 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9066 - d_accuracy: 0.6095Epoch 341: D Accuracy = 0.5463 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2944 - g_loss: 0.9088 - d_accuracy: 0.6072 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9045 - d_accuracy: 0.6148Epoch 342: D Accuracy = 0.6296 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2938 - g_loss: 0.9040 - d_accuracy: 0.6153 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2943 - g_loss: 0.9094 - d_accuracy: 0.6057Epoch 343: D Accuracy = 0.6435 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2946 - g_loss: 0.9089 - d_accuracy: 0.6071 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9086 - d_accuracy: 0.6047Epoch 344: D Accuracy = 0.6343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2937 - g_loss: 0.9083 - d_accuracy: 0.6057 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2919 - g_loss: 0.9100 - d_accuracy: 0.6142Epoch 345: D Accuracy = 0.6019 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2923 - g_loss: 0.9106 - d_accuracy: 0.6137 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2896 - g_loss: 0.9074 - d_accuracy: 0.6153Epoch 346: D Accuracy = 0.6435 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2886 - g_loss: 0.9088 - d_accuracy: 0.6163 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2872 - g_loss: 0.9174 - d_accuracy: 0.6123Epoch 347: D Accuracy = 0.6806 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2869 - g_loss: 0.9166 - d_accuracy: 0.6147 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9150 - d_accuracy: 0.6106Epoch 348: D Accuracy = 0.6157 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2883 - g_loss: 0.9191 - d_accuracy: 0.6108 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9066 - d_accuracy: 0.5996Epoch 349: D Accuracy = 0.6157 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2926 - g_loss: 0.9054 - d_accuracy: 0.6002 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2862 - g_loss: 0.9143 - d_accuracy: 0.6106Epoch 350: D Accuracy = 0.5694 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2867 - g_loss: 0.9114 - d_accuracy: 0.6092 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2899 - g_loss: 0.9118 - d_accuracy: 0.6126Epoch 351: D Accuracy = 0.6019 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2903 - g_loss: 0.9111 - d_accuracy: 0.6122 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2884 - g_loss: 0.9145 - d_accuracy: 0.6087Epoch 352: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2887 - g_loss: 0.9132 - d_accuracy: 0.6092 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 0.9135 - d_accuracy: 0.6116Epoch 353: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2853 - g_loss: 0.9121 - d_accuracy: 0.6126 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2931 - g_loss: 0.9116 - d_accuracy: 0.6090Epoch 354: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2921 - g_loss: 0.9115 - d_accuracy: 0.6101 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9223 - d_accuracy: 0.6154Epoch 355: D Accuracy = 0.5833 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2802 - g_loss: 0.9227 - d_accuracy: 0.6142 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2894 - g_loss: 0.9187 - d_accuracy: 0.6083Epoch 356: D Accuracy = 0.5880 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2891 - g_loss: 0.9195 - d_accuracy: 0.6076 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9145 - d_accuracy: 0.6149Epoch 357: D Accuracy = 0.5833 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2874 - g_loss: 0.9134 - d_accuracy: 0.6138 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2949 - g_loss: 0.9109 - d_accuracy: 0.6028Epoch 358: D Accuracy = 0.6435 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2937 - g_loss: 0.9134 - d_accuracy: 0.6043 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 0.9135 - d_accuracy: 0.6179Epoch 359: D Accuracy = 0.6528 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2838 - g_loss: 0.9130 - d_accuracy: 0.6192 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2853 - g_loss: 0.9196 - d_accuracy: 0.6151Epoch 360: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2842 - g_loss: 0.9241 - d_accuracy: 0.6159 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2880 - g_loss: 0.9138 - d_accuracy: 0.6052Epoch 361: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2865 - g_loss: 0.9149 - d_accuracy: 0.6061 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9213 - d_accuracy: 0.6229Epoch 362: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2783 - g_loss: 0.9214 - d_accuracy: 0.6233 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9146 - d_accuracy: 0.6166Epoch 363: D Accuracy = 0.6157 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2884 - g_loss: 0.9149 - d_accuracy: 0.6165
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2774 - g_loss: 0.9279 - d_accuracy: 0.6179Epoch 364: D Accuracy = 0.6713 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2758 - g_loss: 0.9290 - d_accuracy: 0.6198 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2841 - g_loss: 0.9217 - d_accuracy: 0.6169Epoch 365: D Accuracy = 0.5833 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2846 - g_loss: 0.9221 - d_accuracy: 0.6157 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2791 - g_loss: 0.9194 - d_accuracy: 0.6172Epoch 366: D Accuracy = 0.5972 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2799 - g_loss: 0.9185 - d_accuracy: 0.6165 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9280 - d_accuracy: 0.6171Epoch 367: D Accuracy = 0.5556 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2821 - g_loss: 0.9301 - d_accuracy: 0.6149 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9188 - d_accuracy: 0.6172Epoch 368: D Accuracy = 0.6481 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2812 - g_loss: 0.9192 - d_accuracy: 0.6183 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2798 - g_loss: 0.9251 - d_accuracy: 0.6166Epoch 369: D Accuracy = 0.6528 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2793 - g_loss: 0.9240 - d_accuracy: 0.6179 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2895 - g_loss: 0.9192 - d_accuracy: 0.6097Epoch 370: D Accuracy = 0.6296 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2883 - g_loss: 0.9218 - d_accuracy: 0.6104 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 0.9286 - d_accuracy: 0.6276Epoch 371: D Accuracy = 0.6528 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2729 - g_loss: 0.9284 - d_accuracy: 0.6285 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9192 - d_accuracy: 0.6092Epoch 372: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2870 - g_loss: 0.9201 - d_accuracy: 0.6110 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2784 - g_loss: 0.9261 - d_accuracy: 0.6212Epoch 373: D Accuracy = 0.6991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2767 - g_loss: 0.9263 - d_accuracy: 0.6240 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2823 - g_loss: 0.9238 - d_accuracy: 0.6193Epoch 374: D Accuracy = 0.5648 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2823 - g_loss: 0.9271 - d_accuracy: 0.6174 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2811 - g_loss: 0.9218 - d_accuracy: 0.6196Epoch 375: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2811 - g_loss: 0.9236 - d_accuracy: 0.6198 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2769 - g_loss: 0.9266 - d_accuracy: 0.6210Epoch 376: D Accuracy = 0.6296 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2759 - g_loss: 0.9284 - d_accuracy: 0.6213 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9314 - d_accuracy: 0.6149Epoch 377: D Accuracy = 0.6343 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2760 - g_loss: 0.9331 - d_accuracy: 0.6156 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2749 - g_loss: 0.9286 - d_accuracy: 0.6241Epoch 378: D Accuracy = 0.5370 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2762 - g_loss: 0.9272 - d_accuracy: 0.6209 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9328 - d_accuracy: 0.6231Epoch 379: D Accuracy = 0.5926 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2791 - g_loss: 0.9359 - d_accuracy: 0.6220 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9318 - d_accuracy: 0.6301Epoch 380: D Accuracy = 0.6111 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2725 - g_loss: 0.9295 - d_accuracy: 0.6294 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2799 - g_loss: 0.9237 - d_accuracy: 0.6166Epoch 381: D Accuracy = 0.5694 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2813 - g_loss: 0.9242 - d_accuracy: 0.6149 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2760 - g_loss: 0.9270 - d_accuracy: 0.6265Epoch 382: D Accuracy = 0.6343 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2761 - g_loss: 0.9232 - d_accuracy: 0.6268 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9359 - d_accuracy: 0.6289Epoch 383: D Accuracy = 0.6574 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2701 - g_loss: 0.9360 - d_accuracy: 0.6300 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2755 - g_loss: 0.9305 - d_accuracy: 0.6245Epoch 384: D Accuracy = 0.6435 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2747 - g_loss: 0.9291 - d_accuracy: 0.6252 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2686 - g_loss: 0.9341 - d_accuracy: 0.6308Epoch 385: D Accuracy = 0.6250 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2697 - g_loss: 0.9330 - d_accuracy: 0.6306 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 0.9318 - d_accuracy: 0.6188Epoch 386: D Accuracy = 0.6111 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2759 - g_loss: 0.9292 - d_accuracy: 0.6186 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2631 - g_loss: 0.9391 - d_accuracy: 0.6322Epoch 387: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2622 - g_loss: 0.9418 - d_accuracy: 0.6334 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2636 - g_loss: 0.9468 - d_accuracy: 0.6324Epoch 388: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2631 - g_loss: 0.9467 - d_accuracy: 0.6335 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2665 - g_loss: 0.9395 - d_accuracy: 0.6301Epoch 389: D Accuracy = 0.6528 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2665 - g_loss: 0.9400 - d_accuracy: 0.6309 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9356 - d_accuracy: 0.6289Epoch 390: D Accuracy = 0.6806 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2715 - g_loss: 0.9329 - d_accuracy: 0.6308 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2597 - g_loss: 0.9421 - d_accuracy: 0.6365Epoch 391: D Accuracy = 0.6204 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2600 - g_loss: 0.9415 - d_accuracy: 0.6360 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2653 - g_loss: 0.9444 - d_accuracy: 0.6267Epoch 392: D Accuracy = 0.5741 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2663 - g_loss: 0.9459 - d_accuracy: 0.6249 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2691 - g_loss: 0.9426 - d_accuracy: 0.6281Epoch 393: D Accuracy = 0.7037 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2672 - g_loss: 0.9445 - d_accuracy: 0.6308 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9366 - d_accuracy: 0.6233Epoch 394: D Accuracy = 0.6389 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2743 - g_loss: 0.9362 - d_accuracy: 0.6239 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 0.9401 - d_accuracy: 0.6310Epoch 395: D Accuracy = 0.6111 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2660 - g_loss: 0.9383 - d_accuracy: 0.6303
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2613 - g_loss: 0.9452 - d_accuracy: 0.6311Epoch 396: D Accuracy = 0.6065 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2612 - g_loss: 0.9456 - d_accuracy: 0.6302 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2690 - g_loss: 0.9452 - d_accuracy: 0.6255Epoch 397: D Accuracy = 0.5694 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2708 - g_loss: 0.9458 - d_accuracy: 0.6235 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2679 - g_loss: 0.9448 - d_accuracy: 0.6247Epoch 398: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2659 - g_loss: 0.9486 - d_accuracy: 0.6262 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9322 - d_accuracy: 0.6271Epoch 399: D Accuracy = 0.6620 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2712 - g_loss: 0.9298 - d_accuracy: 0.6283 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2619 - g_loss: 0.9464 - d_accuracy: 0.6314 Class 14 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.6852 27/27 [==============================] - 1s 43ms/step - d_loss: 1.2607 - g_loss: 0.9465 - d_accuracy: 0.6333 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2617 - g_loss: 0.9466 - d_accuracy: 0.6387Epoch 401: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2628 - g_loss: 0.9461 - d_accuracy: 0.6383 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2663 - g_loss: 0.9428 - d_accuracy: 0.6289Epoch 402: D Accuracy = 0.5787 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2682 - g_loss: 0.9434 - d_accuracy: 0.6271 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 0.9479 - d_accuracy: 0.6271Epoch 403: D Accuracy = 0.7083 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2641 - g_loss: 0.9487 - d_accuracy: 0.6300 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 0.9444 - d_accuracy: 0.6384Epoch 404: D Accuracy = 0.5833 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2619 - g_loss: 0.9485 - d_accuracy: 0.6364 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2613 - g_loss: 0.9468 - d_accuracy: 0.6313Epoch 405: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2607 - g_loss: 0.9489 - d_accuracy: 0.6314 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2556 - g_loss: 0.9521 - d_accuracy: 0.6372Epoch 406: D Accuracy = 0.6389 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2569 - g_loss: 0.9509 - d_accuracy: 0.6373 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2709 - g_loss: 0.9471 - d_accuracy: 0.6249Epoch 407: D Accuracy = 0.6296 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2706 - g_loss: 0.9497 - d_accuracy: 0.6251 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2587 - g_loss: 0.9596 - d_accuracy: 0.6343Epoch 408: D Accuracy = 0.6111 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2578 - g_loss: 0.9636 - d_accuracy: 0.6335 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2668 - g_loss: 0.9467 - d_accuracy: 0.6281Epoch 409: D Accuracy = 0.5880 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2669 - g_loss: 0.9483 - d_accuracy: 0.6267 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2624 - g_loss: 0.9495 - d_accuracy: 0.6336Epoch 410: D Accuracy = 0.6898 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2613 - g_loss: 0.9511 - d_accuracy: 0.6356 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 0.9515 - d_accuracy: 0.6383Epoch 411: D Accuracy = 0.6204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2587 - g_loss: 0.9497 - d_accuracy: 0.6376 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2601 - g_loss: 0.9514 - d_accuracy: 0.6348Epoch 412: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2602 - g_loss: 0.9496 - d_accuracy: 0.6345 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2584 - g_loss: 0.9544 - d_accuracy: 0.6354Epoch 413: D Accuracy = 0.6435 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2596 - g_loss: 0.9552 - d_accuracy: 0.6357 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2522 - g_loss: 0.9536 - d_accuracy: 0.6440Epoch 414: D Accuracy = 0.5880 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2535 - g_loss: 0.9551 - d_accuracy: 0.6420 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2536 - g_loss: 0.9526 - d_accuracy: 0.6353Epoch 415: D Accuracy = 0.6528 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2536 - g_loss: 0.9510 - d_accuracy: 0.6359 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9509 - d_accuracy: 0.6420Epoch 416: D Accuracy = 0.6852 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2560 - g_loss: 0.9491 - d_accuracy: 0.6435 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2621 - g_loss: 0.9470 - d_accuracy: 0.6351Epoch 417: D Accuracy = 0.6204 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2628 - g_loss: 0.9422 - d_accuracy: 0.6346 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2581 - g_loss: 0.9585 - d_accuracy: 0.6365Epoch 418: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2584 - g_loss: 0.9602 - d_accuracy: 0.6366 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2591 - g_loss: 0.9605 - d_accuracy: 0.6333Epoch 419: D Accuracy = 0.5556 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2611 - g_loss: 0.9570 - d_accuracy: 0.6305 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9530 - d_accuracy: 0.6385Epoch 420: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2584 - g_loss: 0.9479 - d_accuracy: 0.6382 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2555 - g_loss: 0.9585 - d_accuracy: 0.6374Epoch 421: D Accuracy = 0.5926 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2560 - g_loss: 0.9591 - d_accuracy: 0.6358 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2601 - g_loss: 0.9540 - d_accuracy: 0.6317Epoch 422: D Accuracy = 0.5880 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2596 - g_loss: 0.9575 - d_accuracy: 0.6302 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9598 - d_accuracy: 0.6364Epoch 423: D Accuracy = 0.5880 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2576 - g_loss: 0.9574 - d_accuracy: 0.6346 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2529 - g_loss: 0.9538 - d_accuracy: 0.6444Epoch 424: D Accuracy = 0.6528 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2515 - g_loss: 0.9549 - d_accuracy: 0.6447 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2506 - g_loss: 0.9601 - d_accuracy: 0.6453Epoch 425: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2496 - g_loss: 0.9627 - d_accuracy: 0.6459 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2544 - g_loss: 0.9581 - d_accuracy: 0.6400Epoch 426: D Accuracy = 0.5880 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2547 - g_loss: 0.9619 - d_accuracy: 0.6381 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2431 - g_loss: 0.9622 - d_accuracy: 0.6546Epoch 427: D Accuracy = 0.7130 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2420 - g_loss: 0.9612 - d_accuracy: 0.6567 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2505 - g_loss: 0.9625 - d_accuracy: 0.6414Epoch 428: D Accuracy = 0.6157 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2511 - g_loss: 0.9607 - d_accuracy: 0.6405 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9672 - d_accuracy: 0.6383Epoch 429: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2542 - g_loss: 0.9690 - d_accuracy: 0.6380 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2518 - g_loss: 0.9632 - d_accuracy: 0.6381Epoch 430: D Accuracy = 0.6111 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2524 - g_loss: 0.9614 - d_accuracy: 0.6371 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 0.9660 - d_accuracy: 0.6421Epoch 431: D Accuracy = 0.6065 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2543 - g_loss: 0.9665 - d_accuracy: 0.6408 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2379 - g_loss: 0.9703 - d_accuracy: 0.6561Epoch 432: D Accuracy = 0.6204 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2385 - g_loss: 0.9727 - d_accuracy: 0.6548 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 0.9633 - d_accuracy: 0.6467Epoch 433: D Accuracy = 0.6065 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2509 - g_loss: 0.9645 - d_accuracy: 0.6453 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2477 - g_loss: 0.9634 - d_accuracy: 0.6460Epoch 434: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2486 - g_loss: 0.9609 - d_accuracy: 0.6466 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 0.9613 - d_accuracy: 0.6370Epoch 435: D Accuracy = 0.6481 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2493 - g_loss: 0.9604 - d_accuracy: 0.6374 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 0.9723 - d_accuracy: 0.6504Epoch 436: D Accuracy = 0.6389 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2446 - g_loss: 0.9744 - d_accuracy: 0.6500 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2489 - g_loss: 0.9665 - d_accuracy: 0.6343Epoch 437: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2487 - g_loss: 0.9669 - d_accuracy: 0.6339 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2482 - g_loss: 0.9677 - d_accuracy: 0.6428Epoch 438: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2475 - g_loss: 0.9662 - d_accuracy: 0.6438 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2519 - g_loss: 0.9626 - d_accuracy: 0.6370Epoch 439: D Accuracy = 0.6435 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2516 - g_loss: 0.9633 - d_accuracy: 0.6372 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2491 - g_loss: 0.9658 - d_accuracy: 0.6508Epoch 440: D Accuracy = 0.6620 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2494 - g_loss: 0.9672 - d_accuracy: 0.6512 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2514 - g_loss: 0.9663 - d_accuracy: 0.6437Epoch 441: D Accuracy = 0.6296 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2526 - g_loss: 0.9669 - d_accuracy: 0.6432 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2439 - g_loss: 0.9649 - d_accuracy: 0.6477Epoch 442: D Accuracy = 0.6019 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2464 - g_loss: 0.9642 - d_accuracy: 0.6461 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2401 - g_loss: 0.9748 - d_accuracy: 0.6567Epoch 443: D Accuracy = 0.6343 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2411 - g_loss: 0.9754 - d_accuracy: 0.6559 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2455 - g_loss: 0.9716 - d_accuracy: 0.6480Epoch 444: D Accuracy = 0.6481 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2453 - g_loss: 0.9713 - d_accuracy: 0.6480 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2544 - g_loss: 0.9668 - d_accuracy: 0.6369Epoch 445: D Accuracy = 0.6296 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2549 - g_loss: 0.9679 - d_accuracy: 0.6366 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2439 - g_loss: 0.9674 - d_accuracy: 0.6493Epoch 446: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2439 - g_loss: 0.9651 - d_accuracy: 0.6499 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 0.9803 - d_accuracy: 0.6485Epoch 447: D Accuracy = 0.6389 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2408 - g_loss: 0.9835 - d_accuracy: 0.6482 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2504 - g_loss: 0.9656 - d_accuracy: 0.6433Epoch 448: D Accuracy = 0.6574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2489 - g_loss: 0.9664 - d_accuracy: 0.6438 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 0.9832 - d_accuracy: 0.6503Epoch 449: D Accuracy = 0.6389 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2349 - g_loss: 0.9833 - d_accuracy: 0.6498 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2322 - g_loss: 0.9831 - d_accuracy: 0.6537Epoch 450: D Accuracy = 0.7037 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2315 - g_loss: 0.9827 - d_accuracy: 0.6555 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2366 - g_loss: 0.9807 - d_accuracy: 0.6509Epoch 451: D Accuracy = 0.6806 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2367 - g_loss: 0.9775 - d_accuracy: 0.6520 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2492 - g_loss: 0.9719 - d_accuracy: 0.6377Epoch 452: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2483 - g_loss: 0.9705 - d_accuracy: 0.6395 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2376 - g_loss: 0.9869 - d_accuracy: 0.6504Epoch 453: D Accuracy = 0.6111 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2387 - g_loss: 0.9891 - d_accuracy: 0.6490 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 0.9752 - d_accuracy: 0.6486Epoch 454: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2424 - g_loss: 0.9701 - d_accuracy: 0.6477 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 0.9824 - d_accuracy: 0.6532Epoch 455: D Accuracy = 0.6528 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2380 - g_loss: 0.9816 - d_accuracy: 0.6532 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2354 - g_loss: 0.9877 - d_accuracy: 0.6565Epoch 456: D Accuracy = 0.6204 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2359 - g_loss: 0.9907 - d_accuracy: 0.6552 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2287 - g_loss: 0.9869 - d_accuracy: 0.6609Epoch 457: D Accuracy = 0.6481 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2287 - g_loss: 0.9879 - d_accuracy: 0.6604 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2303 - g_loss: 0.9905 - d_accuracy: 0.6559Epoch 458: D Accuracy = 0.6065 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2296 - g_loss: 0.9923 - d_accuracy: 0.6541 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2284 - g_loss: 0.9909 - d_accuracy: 0.6622Epoch 459: D Accuracy = 0.6204 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2295 - g_loss: 0.9926 - d_accuracy: 0.6607 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2383 - g_loss: 0.9781 - d_accuracy: 0.6496Epoch 460: D Accuracy = 0.6250 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2390 - g_loss: 0.9781 - d_accuracy: 0.6487 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2353 - g_loss: 0.9805 - d_accuracy: 0.6559Epoch 461: D Accuracy = 0.7083 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2335 - g_loss: 0.9799 - d_accuracy: 0.6577 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2343 - g_loss: 0.9846 - d_accuracy: 0.6534Epoch 462: D Accuracy = 0.5880 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2357 - g_loss: 0.9851 - d_accuracy: 0.6511 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2317 - g_loss: 0.9909 - d_accuracy: 0.6590Epoch 463: D Accuracy = 0.6759 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2304 - g_loss: 0.9953 - d_accuracy: 0.6596
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2322 - g_loss: 0.9813 - d_accuracy: 0.6598Epoch 464: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2317 - g_loss: 0.9810 - d_accuracy: 0.6609 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2310 - g_loss: 0.9895 - d_accuracy: 0.6645Epoch 465: D Accuracy = 0.6574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2328 - g_loss: 0.9871 - d_accuracy: 0.6643 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2350 - g_loss: 0.9858 - d_accuracy: 0.6566Epoch 466: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2333 - g_loss: 0.9853 - d_accuracy: 0.6578 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2327 - g_loss: 0.9885 - d_accuracy: 0.6599Epoch 467: D Accuracy = 0.5972 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2341 - g_loss: 0.9883 - d_accuracy: 0.6576 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2255 - g_loss: 0.9918 - d_accuracy: 0.6557Epoch 468: D Accuracy = 0.6574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2269 - g_loss: 0.9888 - d_accuracy: 0.6558 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 0.9906 - d_accuracy: 0.6528Epoch 469: D Accuracy = 0.6806 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2284 - g_loss: 0.9887 - d_accuracy: 0.6538 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2248 - g_loss: 0.9975 - d_accuracy: 0.6657Epoch 470: D Accuracy = 0.6759 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2244 - g_loss: 0.9961 - d_accuracy: 0.6660 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2144 - g_loss: 1.0074 - d_accuracy: 0.6704Epoch 471: D Accuracy = 0.6713 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2146 - g_loss: 1.0094 - d_accuracy: 0.6704 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2223 - g_loss: 0.9955 - d_accuracy: 0.6642Epoch 472: D Accuracy = 0.7407 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2196 - g_loss: 0.9966 - d_accuracy: 0.6669 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2296 - g_loss: 0.9985 - d_accuracy: 0.6644Epoch 473: D Accuracy = 0.6898 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2275 - g_loss: 1.0016 - d_accuracy: 0.6653 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2258 - g_loss: 0.9963 - d_accuracy: 0.6589Epoch 474: D Accuracy = 0.6065 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2264 - g_loss: 0.9997 - d_accuracy: 0.6570 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2216 - g_loss: 1.0031 - d_accuracy: 0.6648Epoch 475: D Accuracy = 0.6574 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2232 - g_loss: 1.0026 - d_accuracy: 0.6646 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2171 - g_loss: 1.0037 - d_accuracy: 0.6685Epoch 476: D Accuracy = 0.6991 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2162 - g_loss: 1.0039 - d_accuracy: 0.6696 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2186 - g_loss: 1.0102 - d_accuracy: 0.6662Epoch 477: D Accuracy = 0.6157 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2191 - g_loss: 1.0125 - d_accuracy: 0.6644 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0009 - d_accuracy: 0.6724Epoch 478: D Accuracy = 0.6944 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2163 - g_loss: 1.0027 - d_accuracy: 0.6732 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2308 - g_loss: 0.9928 - d_accuracy: 0.6533Epoch 479: D Accuracy = 0.6157 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2324 - g_loss: 0.9942 - d_accuracy: 0.6520 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 0.9902 - d_accuracy: 0.6647Epoch 480: D Accuracy = 0.7037 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2276 - g_loss: 0.9907 - d_accuracy: 0.6661 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2186 - g_loss: 1.0087 - d_accuracy: 0.6661Epoch 481: D Accuracy = 0.7037 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2175 - g_loss: 1.0069 - d_accuracy: 0.6675 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2259 - g_loss: 0.9987 - d_accuracy: 0.6530Epoch 482: D Accuracy = 0.6389 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2274 - g_loss: 0.9958 - d_accuracy: 0.6525 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2212 - g_loss: 1.0074 - d_accuracy: 0.6569Epoch 483: D Accuracy = 0.6389 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2213 - g_loss: 1.0072 - d_accuracy: 0.6563 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2202 - g_loss: 0.9988 - d_accuracy: 0.6720Epoch 484: D Accuracy = 0.7037 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2205 - g_loss: 0.9959 - d_accuracy: 0.6732 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2225 - g_loss: 1.0007 - d_accuracy: 0.6568Epoch 485: D Accuracy = 0.6620 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2232 - g_loss: 0.9984 - d_accuracy: 0.6569 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2151 - g_loss: 1.0116 - d_accuracy: 0.6680Epoch 486: D Accuracy = 0.7593 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2122 - g_loss: 1.0122 - d_accuracy: 0.6713 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2208 - g_loss: 1.0076 - d_accuracy: 0.6656Epoch 487: D Accuracy = 0.6667 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2218 - g_loss: 1.0045 - d_accuracy: 0.6656 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.0109 - d_accuracy: 0.6721Epoch 488: D Accuracy = 0.6574 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2147 - g_loss: 1.0090 - d_accuracy: 0.6715 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2149 - g_loss: 1.0145 - d_accuracy: 0.6676Epoch 489: D Accuracy = 0.6667 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2141 - g_loss: 1.0188 - d_accuracy: 0.6676 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2227 - g_loss: 0.9998 - d_accuracy: 0.6597Epoch 490: D Accuracy = 0.6481 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2223 - g_loss: 0.9997 - d_accuracy: 0.6593 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2254 - g_loss: 1.0105 - d_accuracy: 0.6585Epoch 491: D Accuracy = 0.6574 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2243 - g_loss: 1.0174 - d_accuracy: 0.6584 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0122 - d_accuracy: 0.6762Epoch 492: D Accuracy = 0.6991 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2115 - g_loss: 1.0099 - d_accuracy: 0.6770 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2129 - g_loss: 1.0049 - d_accuracy: 0.6717Epoch 493: D Accuracy = 0.6250 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2135 - g_loss: 1.0059 - d_accuracy: 0.6701 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2063 - g_loss: 1.0158 - d_accuracy: 0.6733Epoch 494: D Accuracy = 0.6944 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2063 - g_loss: 1.0174 - d_accuracy: 0.6740 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2125 - g_loss: 1.0082 - d_accuracy: 0.6775Epoch 495: D Accuracy = 0.7269 27/27 [==============================] - 1s 40ms/step - d_loss: 1.2109 - g_loss: 1.0085 - d_accuracy: 0.6793
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2041 - g_loss: 1.0200 - d_accuracy: 0.6773Epoch 496: D Accuracy = 0.6435 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2042 - g_loss: 1.0220 - d_accuracy: 0.6761 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.0175 - d_accuracy: 0.6679Epoch 497: D Accuracy = 0.6296 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2118 - g_loss: 1.0202 - d_accuracy: 0.6665 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2116 - g_loss: 1.0161 - d_accuracy: 0.6652Epoch 498: D Accuracy = 0.6759 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2118 - g_loss: 1.0171 - d_accuracy: 0.6656 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2112 - g_loss: 1.0200 - d_accuracy: 0.6671Epoch 499: D Accuracy = 0.6667 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2097 - g_loss: 1.0214 - d_accuracy: 0.6670 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2150 - g_loss: 1.0139 - d_accuracy: 0.6622 Class 14 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.6204 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2157 - g_loss: 1.0162 - d_accuracy: 0.6607 Training DCGAN for class 15... Epoch 1/500 5/27 [====>.........................] - ETA: 0s - d_loss: 1.2716 - g_loss: 0.9077 - d_accuracy: 0.6586WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0168s vs `on_train_batch_end` time: 0.0183s). Check your callbacks. 27/27 [==============================] - ETA: 0s - d_loss: 1.0354 - g_loss: 1.2422 - d_accuracy: 0.7901 Epoch 1: Generator loss improved from inf to 1.5169. Saving weights. Epoch 1: D Accuracy = 0.8367 27/27 [==============================] - 2s 36ms/step - d_loss: 1.0315 - g_loss: 1.2520 - d_accuracy: 0.7918 Epoch 2/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9451 - g_loss: 1.5626 - d_accuracy: 0.8304Epoch 2: D Accuracy = 0.7959 27/27 [==============================] - 1s 34ms/step - d_loss: 0.9469 - g_loss: 1.5633 - d_accuracy: 0.8292 Epoch 3/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6884 - g_loss: 2.0765 - d_accuracy: 0.9233Epoch 3: D Accuracy = 0.9490 27/27 [==============================] - 1s 35ms/step - d_loss: 0.6853 - g_loss: 2.0867 - d_accuracy: 0.9242 Epoch 4/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4824 - g_loss: 3.0762 - d_accuracy: 0.9769Epoch 4: D Accuracy = 0.9898 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4810 - g_loss: 3.0899 - d_accuracy: 0.9774 Epoch 5/500 27/27 [==============================] - ETA: 0s - d_loss: 0.4591 - g_loss: 3.5128 - d_accuracy: 0.9766Epoch 5: D Accuracy = 0.8010 27/27 [==============================] - 1s 35ms/step - d_loss: 0.4717 - g_loss: 3.4875 - d_accuracy: 0.9703 Epoch 6/500 27/27 [==============================] - ETA: 0s - d_loss: 0.9022 - g_loss: 1.8559 - d_accuracy: 0.8385Epoch 6: D Accuracy = 0.8622 27/27 [==============================] - 1s 37ms/step - d_loss: 0.9002 - g_loss: 1.8729 - d_accuracy: 0.8394 Epoch 7/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6842 - g_loss: 2.2823 - d_accuracy: 0.9149Epoch 7: D Accuracy = 0.9490 27/27 [==============================] - 1s 38ms/step - d_loss: 0.6804 - g_loss: 2.2973 - d_accuracy: 0.9161 Epoch 8/500 27/27 [==============================] - ETA: 0s - d_loss: 0.6189 - g_loss: 2.5833 - d_accuracy: 0.9288Epoch 8: D Accuracy = 0.8980 27/27 [==============================] - 1s 37ms/step - d_loss: 0.6198 - g_loss: 2.5884 - d_accuracy: 0.9277 Epoch 9/500 27/27 [==============================] - ETA: 0s - d_loss: 1.5200 - g_loss: 1.2100 - d_accuracy: 0.5881 Epoch 9: Generator loss improved from 1.5169 to 1.3237. Saving weights. Epoch 9: D Accuracy = 0.5714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.5189 - g_loss: 1.2141 - d_accuracy: 0.5876 Epoch 10/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3851 - g_loss: 1.0610 - d_accuracy: 0.6133 Epoch 10: Generator loss improved from 1.3237 to 0.9253. Saving weights. Epoch 10: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3856 - g_loss: 1.0561 - d_accuracy: 0.6131 Epoch 11/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 1.0808 - d_accuracy: 0.6439Epoch 11: D Accuracy = 0.6327 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2891 - g_loss: 1.0780 - d_accuracy: 0.6435 Epoch 12/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 1.0533 - d_accuracy: 0.6299Epoch 12: D Accuracy = 0.6173 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3075 - g_loss: 1.0522 - d_accuracy: 0.6295 Epoch 13/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 1.0365 - d_accuracy: 0.6308Epoch 13: D Accuracy = 0.6480 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2948 - g_loss: 1.0373 - d_accuracy: 0.6314 Epoch 14/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2979 - g_loss: 1.0073 - d_accuracy: 0.6316Epoch 14: D Accuracy = 0.6071 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2983 - g_loss: 1.0063 - d_accuracy: 0.6307 Epoch 15/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2814 - g_loss: 1.0164 - d_accuracy: 0.6394Epoch 15: D Accuracy = 0.6786 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2791 - g_loss: 1.0191 - d_accuracy: 0.6408 Epoch 16/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 1.0236 - d_accuracy: 0.6482Epoch 16: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2606 - g_loss: 1.0248 - d_accuracy: 0.6480 Epoch 17/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2555 - g_loss: 1.0292 - d_accuracy: 0.6553Epoch 17: D Accuracy = 0.7041 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2527 - g_loss: 1.0340 - d_accuracy: 0.6570 Epoch 18/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 1.0265 - d_accuracy: 0.6564Epoch 18: D Accuracy = 0.6633 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2558 - g_loss: 1.0281 - d_accuracy: 0.6566 Epoch 19/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2551 - g_loss: 1.0277 - d_accuracy: 0.6561 Epoch 19: Generator loss improved from 0.9253 to 0.8860. Saving weights. Epoch 19: D Accuracy = 0.6020 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2569 - g_loss: 1.0227 - d_accuracy: 0.6542 Epoch 20/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 1.0427 - d_accuracy: 0.6605Epoch 20: D Accuracy = 0.6582 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2399 - g_loss: 1.0390 - d_accuracy: 0.6604 Epoch 21/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2353 - g_loss: 1.0450 - d_accuracy: 0.6619Epoch 21: D Accuracy = 0.6888 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2340 - g_loss: 1.0460 - d_accuracy: 0.6629 Epoch 22/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2373 - g_loss: 1.0502 - d_accuracy: 0.6622Epoch 22: D Accuracy = 0.6480 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2371 - g_loss: 1.0530 - d_accuracy: 0.6617 Epoch 23/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2495 - g_loss: 1.0343 - d_accuracy: 0.6512 Epoch 23: Generator loss improved from 0.8860 to 0.8707. Saving weights. Epoch 23: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2521 - g_loss: 1.0285 - d_accuracy: 0.6492 Epoch 24/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2546 - g_loss: 1.0415 - d_accuracy: 0.6470Epoch 24: D Accuracy = 0.6888 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2525 - g_loss: 1.0445 - d_accuracy: 0.6485 Epoch 25/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2521 - g_loss: 1.0464 - d_accuracy: 0.6549Epoch 25: D Accuracy = 0.7143 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2489 - g_loss: 1.0485 - d_accuracy: 0.6570 Epoch 26/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2667 - g_loss: 1.0244 - d_accuracy: 0.6437Epoch 26: D Accuracy = 0.6224 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2672 - g_loss: 1.0247 - d_accuracy: 0.6430 Epoch 27/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2763 - g_loss: 1.0188 - d_accuracy: 0.6292Epoch 27: D Accuracy = 0.6122 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2786 - g_loss: 1.0238 - d_accuracy: 0.6286 Epoch 28/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2814 - g_loss: 1.0033 - d_accuracy: 0.6415Epoch 28: D Accuracy = 0.5867 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2831 - g_loss: 1.0044 - d_accuracy: 0.6396 Epoch 29/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9978 - d_accuracy: 0.6331 Epoch 29: Generator loss improved from 0.8707 to 0.8433. Saving weights. Epoch 29: D Accuracy = 0.6276 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2875 - g_loss: 0.9923 - d_accuracy: 0.6329
Epoch 30/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2771 - g_loss: 1.0013 - d_accuracy: 0.6319Epoch 30: D Accuracy = 0.6480 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2765 - g_loss: 1.0023 - d_accuracy: 0.6325 Epoch 31/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9967 - d_accuracy: 0.6305Epoch 31: D Accuracy = 0.6122 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2889 - g_loss: 0.9989 - d_accuracy: 0.6298 Epoch 32/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2866 - g_loss: 0.9907 - d_accuracy: 0.6278Epoch 32: D Accuracy = 0.6020 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2870 - g_loss: 0.9894 - d_accuracy: 0.6268 Epoch 33/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2596 - g_loss: 1.0053 - d_accuracy: 0.6500Epoch 33: D Accuracy = 0.6327 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2610 - g_loss: 1.0024 - d_accuracy: 0.6494 Epoch 34/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 1.0005 - d_accuracy: 0.6362Epoch 34: D Accuracy = 0.6888 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2684 - g_loss: 0.9985 - d_accuracy: 0.6381 Epoch 35/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 1.0091 - d_accuracy: 0.6385Epoch 35: D Accuracy = 0.6735 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2675 - g_loss: 1.0085 - d_accuracy: 0.6398 Epoch 36/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2584 - g_loss: 1.0040 - d_accuracy: 0.6492Epoch 36: D Accuracy = 0.6378 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2591 - g_loss: 1.0024 - d_accuracy: 0.6488 Epoch 37/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2655 - g_loss: 1.0073 - d_accuracy: 0.6464Epoch 37: D Accuracy = 0.7194 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2646 - g_loss: 1.0035 - d_accuracy: 0.6490 Epoch 38/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2567 - g_loss: 1.0127 - d_accuracy: 0.6500Epoch 38: D Accuracy = 0.6582 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2561 - g_loss: 1.0146 - d_accuracy: 0.6502 Epoch 39/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2633 - g_loss: 1.0052 - d_accuracy: 0.6433Epoch 39: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2630 - g_loss: 1.0119 - d_accuracy: 0.6420 Epoch 40/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2462 - g_loss: 1.0198 - d_accuracy: 0.6519Epoch 40: D Accuracy = 0.6378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2474 - g_loss: 1.0242 - d_accuracy: 0.6514 Epoch 41/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2668 - g_loss: 1.0073 - d_accuracy: 0.6399Epoch 41: D Accuracy = 0.5714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2693 - g_loss: 1.0088 - d_accuracy: 0.6375 Epoch 42/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2562 - g_loss: 0.9987 - d_accuracy: 0.6546Epoch 42: D Accuracy = 0.6633 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2573 - g_loss: 0.9957 - d_accuracy: 0.6549 Epoch 43/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2555 - g_loss: 1.0147 - d_accuracy: 0.6467Epoch 43: D Accuracy = 0.6786 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2536 - g_loss: 1.0170 - d_accuracy: 0.6478 Epoch 44/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 1.0040 - d_accuracy: 0.6429Epoch 44: D Accuracy = 0.6990 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2629 - g_loss: 1.0020 - d_accuracy: 0.6449 Epoch 45/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2641 - g_loss: 1.0084 - d_accuracy: 0.6435Epoch 45: D Accuracy = 0.6327 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2657 - g_loss: 1.0039 - d_accuracy: 0.6431 Epoch 46/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 1.0079 - d_accuracy: 0.6467Epoch 46: D Accuracy = 0.6633 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2651 - g_loss: 1.0034 - d_accuracy: 0.6473 Epoch 47/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2679 - g_loss: 1.0022 - d_accuracy: 0.6398Epoch 47: D Accuracy = 0.5918 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2689 - g_loss: 0.9998 - d_accuracy: 0.6381 Epoch 48/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 1.0038 - d_accuracy: 0.6437Epoch 48: D Accuracy = 0.6327 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2620 - g_loss: 1.0047 - d_accuracy: 0.6433 Epoch 49/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2548 - g_loss: 1.0051 - d_accuracy: 0.6578Epoch 49: D Accuracy = 0.6327 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2554 - g_loss: 1.0068 - d_accuracy: 0.6569 Epoch 50/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 1.0046 - d_accuracy: 0.6560Epoch 50: D Accuracy = 0.6173 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2585 - g_loss: 1.0001 - d_accuracy: 0.6546 Epoch 51/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2647 - g_loss: 1.0041 - d_accuracy: 0.6390Epoch 51: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2633 - g_loss: 1.0067 - d_accuracy: 0.6404 Epoch 52/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2537 - g_loss: 1.0047 - d_accuracy: 0.6447Epoch 52: D Accuracy = 0.6173 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2542 - g_loss: 1.0022 - d_accuracy: 0.6437 Epoch 53/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2665 - g_loss: 0.9985 - d_accuracy: 0.6371Epoch 53: D Accuracy = 0.6582 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2664 - g_loss: 0.9955 - d_accuracy: 0.6378 Epoch 54/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2645 - g_loss: 0.9938 - d_accuracy: 0.6409 Epoch 54: Generator loss improved from 0.8433 to 0.8377. Saving weights. Epoch 54: D Accuracy = 0.6837 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2647 - g_loss: 0.9882 - d_accuracy: 0.6424 Epoch 55/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2638 - g_loss: 1.0053 - d_accuracy: 0.6418Epoch 55: D Accuracy = 0.6531 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2635 - g_loss: 1.0039 - d_accuracy: 0.6422 Epoch 56/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2786 - g_loss: 0.9856 - d_accuracy: 0.6309Epoch 56: D Accuracy = 0.6633 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2765 - g_loss: 0.9862 - d_accuracy: 0.6321 Epoch 57/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 0.9918 - d_accuracy: 0.6358Epoch 57: D Accuracy = 0.6071 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2759 - g_loss: 0.9903 - d_accuracy: 0.6347 Epoch 58/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2646 - g_loss: 0.9963 - d_accuracy: 0.6436Epoch 58: D Accuracy = 0.5918 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2660 - g_loss: 0.9938 - d_accuracy: 0.6417 Epoch 59/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2711 - g_loss: 0.9977 - d_accuracy: 0.6350Epoch 59: D Accuracy = 0.5867 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2720 - g_loss: 1.0010 - d_accuracy: 0.6333 Epoch 60/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9887 - d_accuracy: 0.6342Epoch 60: D Accuracy = 0.6429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2787 - g_loss: 0.9946 - d_accuracy: 0.6345 Epoch 61/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2822 - g_loss: 0.9744 - d_accuracy: 0.6285Epoch 61: D Accuracy = 0.5867 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2825 - g_loss: 0.9750 - d_accuracy: 0.6270
Epoch 62/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9807 - d_accuracy: 0.6260Epoch 62: D Accuracy = 0.5765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2879 - g_loss: 0.9804 - d_accuracy: 0.6242 Epoch 63/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9748 - d_accuracy: 0.6168Epoch 63: D Accuracy = 0.6173 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2894 - g_loss: 0.9743 - d_accuracy: 0.6168 Epoch 64/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9728 - d_accuracy: 0.6211Epoch 64: D Accuracy = 0.6122 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2899 - g_loss: 0.9723 - d_accuracy: 0.6207 Epoch 65/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2988 - g_loss: 0.9669 - d_accuracy: 0.6239Epoch 65: D Accuracy = 0.6020 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2997 - g_loss: 0.9640 - d_accuracy: 0.6231 Epoch 66/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9655 - d_accuracy: 0.6171Epoch 66: D Accuracy = 0.5612 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3016 - g_loss: 0.9672 - d_accuracy: 0.6151 Epoch 67/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3012 - g_loss: 0.9556 - d_accuracy: 0.6174 Epoch 67: Generator loss improved from 0.8377 to 0.8326. Saving weights. Epoch 67: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3017 - g_loss: 0.9512 - d_accuracy: 0.6183 Epoch 68/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3045 - g_loss: 0.9554 - d_accuracy: 0.6102 Epoch 68: Generator loss improved from 0.8326 to 0.8227. Saving weights. Epoch 68: D Accuracy = 0.5663 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3073 - g_loss: 0.9507 - d_accuracy: 0.6087 Epoch 69/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9510 - d_accuracy: 0.6080Epoch 69: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3123 - g_loss: 0.9517 - d_accuracy: 0.6080 Epoch 70/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9482 - d_accuracy: 0.6159Epoch 70: D Accuracy = 0.6020 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3068 - g_loss: 0.9462 - d_accuracy: 0.6154 Epoch 71/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.9363 - d_accuracy: 0.5976Epoch 71: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3174 - g_loss: 0.9360 - d_accuracy: 0.5979 Epoch 72/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.9370 - d_accuracy: 0.6040Epoch 72: D Accuracy = 0.6122 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3207 - g_loss: 0.9387 - d_accuracy: 0.6043 Epoch 73/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.9369 - d_accuracy: 0.5983Epoch 73: D Accuracy = 0.6531 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3163 - g_loss: 0.9395 - d_accuracy: 0.6002 Epoch 74/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3239 - g_loss: 0.9290 - d_accuracy: 0.5948Epoch 74: D Accuracy = 0.5561 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3253 - g_loss: 0.9305 - d_accuracy: 0.5934 Epoch 75/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3368 - g_loss: 0.9147 - d_accuracy: 0.5841Epoch 75: D Accuracy = 0.5918 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3366 - g_loss: 0.9153 - d_accuracy: 0.5844 Epoch 76/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3251 - g_loss: 0.9173 - d_accuracy: 0.5928Epoch 76: D Accuracy = 0.5561 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3256 - g_loss: 0.9163 - d_accuracy: 0.5915 Epoch 77/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3499 - g_loss: 0.9088 - d_accuracy: 0.5750Epoch 77: D Accuracy = 0.5714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3511 - g_loss: 0.9072 - d_accuracy: 0.5749 Epoch 78/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.9173 - d_accuracy: 0.5851Epoch 78: D Accuracy = 0.5663 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3371 - g_loss: 0.9164 - d_accuracy: 0.5844 Epoch 79/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.9138 - d_accuracy: 0.5872Epoch 79: D Accuracy = 0.5459 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3296 - g_loss: 0.9139 - d_accuracy: 0.5857 Epoch 80/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3488 - g_loss: 0.8970 - d_accuracy: 0.5738Epoch 80: D Accuracy = 0.5408 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3502 - g_loss: 0.8960 - d_accuracy: 0.5727 Epoch 81/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.9040 - d_accuracy: 0.5802Epoch 81: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3391 - g_loss: 0.9023 - d_accuracy: 0.5812 Epoch 82/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8983 - d_accuracy: 0.5766Epoch 82: D Accuracy = 0.6378 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3387 - g_loss: 0.8976 - d_accuracy: 0.5788 Epoch 83/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3428 - g_loss: 0.8985 - d_accuracy: 0.5828Epoch 83: D Accuracy = 0.5561 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3434 - g_loss: 0.8983 - d_accuracy: 0.5819 Epoch 84/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.9024 - d_accuracy: 0.5805Epoch 84: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3358 - g_loss: 0.9010 - d_accuracy: 0.5827 Epoch 85/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3459 - g_loss: 0.8921 - d_accuracy: 0.5740Epoch 85: D Accuracy = 0.5204 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3469 - g_loss: 0.8924 - d_accuracy: 0.5720 Epoch 86/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3482 - g_loss: 0.8897 - d_accuracy: 0.5758Epoch 86: D Accuracy = 0.5459 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3485 - g_loss: 0.8921 - d_accuracy: 0.5747 Epoch 87/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3382 - g_loss: 0.8913 - d_accuracy: 0.5731Epoch 87: D Accuracy = 0.6327 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3364 - g_loss: 0.8902 - d_accuracy: 0.5752 Epoch 88/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3581 - g_loss: 0.8813 - d_accuracy: 0.5665Epoch 88: D Accuracy = 0.6429 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3564 - g_loss: 0.8800 - d_accuracy: 0.5692 Epoch 89/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3569 - g_loss: 0.8857 - d_accuracy: 0.5702Epoch 89: D Accuracy = 0.5255 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3586 - g_loss: 0.8857 - d_accuracy: 0.5686 Epoch 90/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3473 - g_loss: 0.8812 - d_accuracy: 0.5736Epoch 90: D Accuracy = 0.5816 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3465 - g_loss: 0.8819 - d_accuracy: 0.5739 Epoch 91/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3478 - g_loss: 0.8838 - d_accuracy: 0.5653Epoch 91: D Accuracy = 0.5255 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3487 - g_loss: 0.8830 - d_accuracy: 0.5639 Epoch 92/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3478 - g_loss: 0.8786 - d_accuracy: 0.5739 Epoch 92: Generator loss improved from 0.8227 to 0.7842. Saving weights. Epoch 92: D Accuracy = 0.5510 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3488 - g_loss: 0.8753 - d_accuracy: 0.5731 Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3468 - g_loss: 0.8856 - d_accuracy: 0.5649Epoch 93: D Accuracy = 0.6224 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3445 - g_loss: 0.8860 - d_accuracy: 0.5669 Epoch 94/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3328 - g_loss: 0.8919 - d_accuracy: 0.5821Epoch 94: D Accuracy = 0.5561 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3336 - g_loss: 0.8923 - d_accuracy: 0.5812 Epoch 95/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3574 - g_loss: 0.8736 - d_accuracy: 0.5600Epoch 95: D Accuracy = 0.5408 27/27 [==============================] - 1s 39ms/step - d_loss: 1.3577 - g_loss: 0.8761 - d_accuracy: 0.5593 Epoch 96/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3493 - g_loss: 0.8748 - d_accuracy: 0.5646Epoch 96: D Accuracy = 0.6122 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3475 - g_loss: 0.8771 - d_accuracy: 0.5663 Epoch 97/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3513 - g_loss: 0.8780 - d_accuracy: 0.5530Epoch 97: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3532 - g_loss: 0.8777 - d_accuracy: 0.5511 Epoch 98/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3535 - g_loss: 0.8713 - d_accuracy: 0.5601Epoch 98: D Accuracy = 0.5612 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3545 - g_loss: 0.8688 - d_accuracy: 0.5602 Epoch 99/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3533 - g_loss: 0.8728 - d_accuracy: 0.5630Epoch 99: D Accuracy = 0.5918 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3533 - g_loss: 0.8717 - d_accuracy: 0.5640 Epoch 100/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3532 - g_loss: 0.8737 - d_accuracy: 0.5631 Class 15 — Epoch 100 preview:
Epoch 100: D Accuracy = 0.4847 27/27 [==============================] - 1s 41ms/step - d_loss: 1.3562 - g_loss: 0.8718 - d_accuracy: 0.5603 Epoch 101/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3479 - g_loss: 0.8765 - d_accuracy: 0.5635Epoch 101: D Accuracy = 0.5816 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3469 - g_loss: 0.8785 - d_accuracy: 0.5641 Epoch 102/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3408 - g_loss: 0.8749 - d_accuracy: 0.5743Epoch 102: D Accuracy = 0.5918 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3401 - g_loss: 0.8756 - d_accuracy: 0.5749 Epoch 103/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8708 - d_accuracy: 0.5700Epoch 103: D Accuracy = 0.5663 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3474 - g_loss: 0.8715 - d_accuracy: 0.5699 Epoch 104/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8774 - d_accuracy: 0.5748Epoch 104: D Accuracy = 0.5816 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3453 - g_loss: 0.8793 - d_accuracy: 0.5750 Epoch 105/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3494 - g_loss: 0.8714 - d_accuracy: 0.5650Epoch 105: D Accuracy = 0.6071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3489 - g_loss: 0.8739 - d_accuracy: 0.5665 Epoch 106/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3480 - g_loss: 0.8768 - d_accuracy: 0.5600Epoch 106: D Accuracy = 0.5153 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3496 - g_loss: 0.8771 - d_accuracy: 0.5584 Epoch 107/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3415 - g_loss: 0.8750 - d_accuracy: 0.5688Epoch 107: D Accuracy = 0.5765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3423 - g_loss: 0.8735 - d_accuracy: 0.5691 Epoch 108/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3519 - g_loss: 0.8692 - d_accuracy: 0.5575Epoch 108: D Accuracy = 0.5918 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3508 - g_loss: 0.8688 - d_accuracy: 0.5587 Epoch 109/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3536 - g_loss: 0.8694 - d_accuracy: 0.5570Epoch 109: D Accuracy = 0.5357 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3547 - g_loss: 0.8685 - d_accuracy: 0.5563 Epoch 110/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3508 - g_loss: 0.8673 - d_accuracy: 0.5596Epoch 110: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3511 - g_loss: 0.8670 - d_accuracy: 0.5609 Epoch 111/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3532 - g_loss: 0.8693 - d_accuracy: 0.5581Epoch 111: D Accuracy = 0.5153 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3547 - g_loss: 0.8678 - d_accuracy: 0.5566 Epoch 112/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3557 - g_loss: 0.8642 - d_accuracy: 0.5570Epoch 112: D Accuracy = 0.5510 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3562 - g_loss: 0.8634 - d_accuracy: 0.5568 Epoch 113/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3518 - g_loss: 0.8662 - d_accuracy: 0.5670Epoch 113: D Accuracy = 0.5816 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3509 - g_loss: 0.8649 - d_accuracy: 0.5675 Epoch 114/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3444 - g_loss: 0.8738 - d_accuracy: 0.5769Epoch 114: D Accuracy = 0.5561 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3450 - g_loss: 0.8730 - d_accuracy: 0.5761 Epoch 115/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3495 - g_loss: 0.8687 - d_accuracy: 0.5595Epoch 115: D Accuracy = 0.5255 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3510 - g_loss: 0.8677 - d_accuracy: 0.5583 Epoch 116/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3528 - g_loss: 0.8661 - d_accuracy: 0.5606Epoch 116: D Accuracy = 0.5357 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3530 - g_loss: 0.8657 - d_accuracy: 0.5597 Epoch 117/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3516 - g_loss: 0.8656 - d_accuracy: 0.5648Epoch 117: D Accuracy = 0.6173 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3507 - g_loss: 0.8663 - d_accuracy: 0.5667 Epoch 118/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3425 - g_loss: 0.8717 - d_accuracy: 0.5659 Epoch 118: Generator loss improved from 0.7842 to 0.7574. Saving weights. Epoch 118: D Accuracy = 0.5204 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3448 - g_loss: 0.8676 - d_accuracy: 0.5642 Epoch 119/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3418 - g_loss: 0.8751 - d_accuracy: 0.5687Epoch 119: D Accuracy = 0.5357 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3427 - g_loss: 0.8775 - d_accuracy: 0.5676 Epoch 120/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3438 - g_loss: 0.8688 - d_accuracy: 0.5750Epoch 120: D Accuracy = 0.5612 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3446 - g_loss: 0.8685 - d_accuracy: 0.5745 Epoch 121/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3560 - g_loss: 0.8607 - d_accuracy: 0.5608Epoch 121: D Accuracy = 0.5918 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3553 - g_loss: 0.8600 - d_accuracy: 0.5619 Epoch 122/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3544 - g_loss: 0.8629 - d_accuracy: 0.5630Epoch 122: D Accuracy = 0.6378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3522 - g_loss: 0.8645 - d_accuracy: 0.5656 Epoch 123/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3514 - g_loss: 0.8635 - d_accuracy: 0.5578Epoch 123: D Accuracy = 0.5255 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3525 - g_loss: 0.8635 - d_accuracy: 0.5566 Epoch 124/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3482 - g_loss: 0.8600 - d_accuracy: 0.5633Epoch 124: D Accuracy = 0.5612 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3480 - g_loss: 0.8599 - d_accuracy: 0.5632 Epoch 125/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3542 - g_loss: 0.8564 - d_accuracy: 0.5545Epoch 125: D Accuracy = 0.5306 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3550 - g_loss: 0.8551 - d_accuracy: 0.5537 Epoch 126/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3518 - g_loss: 0.8614 - d_accuracy: 0.5620Epoch 126: D Accuracy = 0.5561 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3519 - g_loss: 0.8604 - d_accuracy: 0.5618 Epoch 127/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8642 - d_accuracy: 0.5708Epoch 127: D Accuracy = 0.5714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3476 - g_loss: 0.8635 - d_accuracy: 0.5708 Epoch 128/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3429 - g_loss: 0.8687 - d_accuracy: 0.5626Epoch 128: D Accuracy = 0.5408 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3428 - g_loss: 0.8690 - d_accuracy: 0.5618 Epoch 129/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3514 - g_loss: 0.8613 - d_accuracy: 0.5529Epoch 129: D Accuracy = 0.5408 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3515 - g_loss: 0.8586 - d_accuracy: 0.5524 Epoch 130/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3411 - g_loss: 0.8709 - d_accuracy: 0.5745Epoch 130: D Accuracy = 0.5816 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3405 - g_loss: 0.8711 - d_accuracy: 0.5747 Epoch 131/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3555 - g_loss: 0.8593 - d_accuracy: 0.5558Epoch 131: D Accuracy = 0.5765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3552 - g_loss: 0.8604 - d_accuracy: 0.5565 Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8708 - d_accuracy: 0.5669Epoch 132: D Accuracy = 0.5612 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3425 - g_loss: 0.8742 - d_accuracy: 0.5667 Epoch 133/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3551 - g_loss: 0.8600 - d_accuracy: 0.5550Epoch 133: D Accuracy = 0.5306 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3557 - g_loss: 0.8628 - d_accuracy: 0.5541 Epoch 134/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3537 - g_loss: 0.8596 - d_accuracy: 0.5543Epoch 134: D Accuracy = 0.5510 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3529 - g_loss: 0.8593 - d_accuracy: 0.5541 Epoch 135/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3459 - g_loss: 0.8641 - d_accuracy: 0.5647Epoch 135: D Accuracy = 0.5153 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3465 - g_loss: 0.8625 - d_accuracy: 0.5629 Epoch 136/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3479 - g_loss: 0.8633 - d_accuracy: 0.5634Epoch 136: D Accuracy = 0.5816 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3474 - g_loss: 0.8655 - d_accuracy: 0.5640 Epoch 137/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3506 - g_loss: 0.8635 - d_accuracy: 0.5635Epoch 137: D Accuracy = 0.5765 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3509 - g_loss: 0.8651 - d_accuracy: 0.5639 Epoch 138/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3436 - g_loss: 0.8634 - d_accuracy: 0.5639Epoch 138: D Accuracy = 0.5765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3436 - g_loss: 0.8632 - d_accuracy: 0.5643 Epoch 139/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3502 - g_loss: 0.8621 - d_accuracy: 0.5625Epoch 139: D Accuracy = 0.5459 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3502 - g_loss: 0.8617 - d_accuracy: 0.5619 Epoch 140/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8651 - d_accuracy: 0.5648Epoch 140: D Accuracy = 0.5153 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3469 - g_loss: 0.8661 - d_accuracy: 0.5630 Epoch 141/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3522 - g_loss: 0.8549 - d_accuracy: 0.5540Epoch 141: D Accuracy = 0.6327 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3500 - g_loss: 0.8562 - d_accuracy: 0.5568 Epoch 142/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3484 - g_loss: 0.8624 - d_accuracy: 0.5630Epoch 142: D Accuracy = 0.5612 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3487 - g_loss: 0.8619 - d_accuracy: 0.5630 Epoch 143/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3539 - g_loss: 0.8566 - d_accuracy: 0.5594Epoch 143: D Accuracy = 0.5612 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3544 - g_loss: 0.8567 - d_accuracy: 0.5595 Epoch 144/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3520 - g_loss: 0.8577 - d_accuracy: 0.5602Epoch 144: D Accuracy = 0.5663 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3522 - g_loss: 0.8580 - d_accuracy: 0.5604 Epoch 145/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3437 - g_loss: 0.8645 - d_accuracy: 0.5730Epoch 145: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3436 - g_loss: 0.8620 - d_accuracy: 0.5742 Epoch 146/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3510 - g_loss: 0.8609 - d_accuracy: 0.5602Epoch 146: D Accuracy = 0.5306 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3518 - g_loss: 0.8583 - d_accuracy: 0.5591 Epoch 147/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3559 - g_loss: 0.8571 - d_accuracy: 0.5504Epoch 147: D Accuracy = 0.5714 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3546 - g_loss: 0.8553 - d_accuracy: 0.5511 Epoch 148/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3471 - g_loss: 0.8641 - d_accuracy: 0.5677Epoch 148: D Accuracy = 0.5816 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3470 - g_loss: 0.8639 - d_accuracy: 0.5682 Epoch 149/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3450 - g_loss: 0.8636 - d_accuracy: 0.5660Epoch 149: D Accuracy = 0.5918 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3443 - g_loss: 0.8642 - d_accuracy: 0.5670 Epoch 150/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3381 - g_loss: 0.8683 - d_accuracy: 0.5789Epoch 150: D Accuracy = 0.5867 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3372 - g_loss: 0.8704 - d_accuracy: 0.5792 Epoch 151/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3475 - g_loss: 0.8617 - d_accuracy: 0.5630Epoch 151: D Accuracy = 0.5714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3477 - g_loss: 0.8633 - d_accuracy: 0.5633 Epoch 152/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8589 - d_accuracy: 0.5681Epoch 152: D Accuracy = 0.5663 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3468 - g_loss: 0.8588 - d_accuracy: 0.5681 Epoch 153/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3368 - g_loss: 0.8647 - d_accuracy: 0.5731Epoch 153: D Accuracy = 0.5918 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3373 - g_loss: 0.8625 - d_accuracy: 0.5738 Epoch 154/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3438 - g_loss: 0.8650 - d_accuracy: 0.5638Epoch 154: D Accuracy = 0.5357 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3440 - g_loss: 0.8668 - d_accuracy: 0.5628 Epoch 155/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3450 - g_loss: 0.8579 - d_accuracy: 0.5626Epoch 155: D Accuracy = 0.6122 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3436 - g_loss: 0.8560 - d_accuracy: 0.5644 Epoch 156/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8696 - d_accuracy: 0.5670Epoch 156: D Accuracy = 0.5714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3394 - g_loss: 0.8694 - d_accuracy: 0.5672 Epoch 157/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8681 - d_accuracy: 0.5744Epoch 157: D Accuracy = 0.5765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3364 - g_loss: 0.8644 - d_accuracy: 0.5745 Epoch 158/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3418 - g_loss: 0.8699 - d_accuracy: 0.5647Epoch 158: D Accuracy = 0.5000 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3442 - g_loss: 0.8681 - d_accuracy: 0.5624 Epoch 159/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8605 - d_accuracy: 0.5678Epoch 159: D Accuracy = 0.5408 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3477 - g_loss: 0.8603 - d_accuracy: 0.5668 Epoch 160/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3464 - g_loss: 0.8617 - d_accuracy: 0.5619Epoch 160: D Accuracy = 0.5612 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3458 - g_loss: 0.8623 - d_accuracy: 0.5619 Epoch 161/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3432 - g_loss: 0.8619 - d_accuracy: 0.5735Epoch 161: D Accuracy = 0.5867 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3431 - g_loss: 0.8602 - d_accuracy: 0.5740 Epoch 162/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.8690 - d_accuracy: 0.5737Epoch 162: D Accuracy = 0.5765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3355 - g_loss: 0.8684 - d_accuracy: 0.5738 Epoch 163/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3367 - g_loss: 0.8686 - d_accuracy: 0.5731Epoch 163: D Accuracy = 0.5510 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3369 - g_loss: 0.8703 - d_accuracy: 0.5723
Epoch 164/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3348 - g_loss: 0.8695 - d_accuracy: 0.5747Epoch 164: D Accuracy = 0.5714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3346 - g_loss: 0.8708 - d_accuracy: 0.5746 Epoch 165/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3453 - g_loss: 0.8625 - d_accuracy: 0.5618Epoch 165: D Accuracy = 0.5561 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3450 - g_loss: 0.8646 - d_accuracy: 0.5616 Epoch 166/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3470 - g_loss: 0.8603 - d_accuracy: 0.5581Epoch 166: D Accuracy = 0.5561 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3470 - g_loss: 0.8608 - d_accuracy: 0.5580 Epoch 167/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3435 - g_loss: 0.8584 - d_accuracy: 0.5642Epoch 167: D Accuracy = 0.5663 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3437 - g_loss: 0.8566 - d_accuracy: 0.5643 Epoch 168/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3454 - g_loss: 0.8640 - d_accuracy: 0.5622Epoch 168: D Accuracy = 0.6173 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3443 - g_loss: 0.8648 - d_accuracy: 0.5642 Epoch 169/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3446 - g_loss: 0.8657 - d_accuracy: 0.5681Epoch 169: D Accuracy = 0.5459 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3450 - g_loss: 0.8680 - d_accuracy: 0.5673 Epoch 170/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3505 - g_loss: 0.8583 - d_accuracy: 0.5587Epoch 170: D Accuracy = 0.5510 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3517 - g_loss: 0.8571 - d_accuracy: 0.5585 Epoch 171/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3493 - g_loss: 0.8581 - d_accuracy: 0.5611Epoch 171: D Accuracy = 0.5204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3497 - g_loss: 0.8572 - d_accuracy: 0.5596 Epoch 172/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3410 - g_loss: 0.8658 - d_accuracy: 0.5648Epoch 172: D Accuracy = 0.6327 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3395 - g_loss: 0.8666 - d_accuracy: 0.5672 Epoch 173/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3339 - g_loss: 0.8726 - d_accuracy: 0.5782Epoch 173: D Accuracy = 0.5561 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3350 - g_loss: 0.8727 - d_accuracy: 0.5774 Epoch 174/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3491 - g_loss: 0.8571 - d_accuracy: 0.5623Epoch 174: D Accuracy = 0.5612 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3498 - g_loss: 0.8560 - d_accuracy: 0.5623 Epoch 175/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3431 - g_loss: 0.8671 - d_accuracy: 0.5733Epoch 175: D Accuracy = 0.5765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3438 - g_loss: 0.8712 - d_accuracy: 0.5734 Epoch 176/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3415 - g_loss: 0.8645 - d_accuracy: 0.5681Epoch 176: D Accuracy = 0.5663 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3410 - g_loss: 0.8648 - d_accuracy: 0.5681 Epoch 177/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3418 - g_loss: 0.8631 - d_accuracy: 0.5648Epoch 177: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3416 - g_loss: 0.8632 - d_accuracy: 0.5659 Epoch 178/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8723 - d_accuracy: 0.5782Epoch 178: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3331 - g_loss: 0.8731 - d_accuracy: 0.5792 Epoch 179/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8616 - d_accuracy: 0.5558Epoch 179: D Accuracy = 0.5561 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3452 - g_loss: 0.8607 - d_accuracy: 0.5558 Epoch 180/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8710 - d_accuracy: 0.5653Epoch 180: D Accuracy = 0.5918 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3365 - g_loss: 0.8685 - d_accuracy: 0.5663 Epoch 181/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8669 - d_accuracy: 0.5642Epoch 181: D Accuracy = 0.5408 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3403 - g_loss: 0.8693 - d_accuracy: 0.5633 Epoch 182/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3384 - g_loss: 0.8647 - d_accuracy: 0.5695Epoch 182: D Accuracy = 0.5612 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3375 - g_loss: 0.8645 - d_accuracy: 0.5692 Epoch 183/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.8694 - d_accuracy: 0.5777Epoch 183: D Accuracy = 0.5867 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3342 - g_loss: 0.8693 - d_accuracy: 0.5780 Epoch 184/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3394 - g_loss: 0.8670 - d_accuracy: 0.5712Epoch 184: D Accuracy = 0.5510 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3390 - g_loss: 0.8653 - d_accuracy: 0.5705 Epoch 185/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3379 - g_loss: 0.8653 - d_accuracy: 0.5733Epoch 185: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3367 - g_loss: 0.8664 - d_accuracy: 0.5745 Epoch 186/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3404 - g_loss: 0.8659 - d_accuracy: 0.5697Epoch 186: D Accuracy = 0.5765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3399 - g_loss: 0.8651 - d_accuracy: 0.5699 Epoch 187/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8653 - d_accuracy: 0.5754Epoch 187: D Accuracy = 0.5408 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3408 - g_loss: 0.8652 - d_accuracy: 0.5742 Epoch 188/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8586 - d_accuracy: 0.5629Epoch 188: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3487 - g_loss: 0.8588 - d_accuracy: 0.5644 Epoch 189/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3483 - g_loss: 0.8590 - d_accuracy: 0.5639Epoch 189: D Accuracy = 0.5765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3485 - g_loss: 0.8590 - d_accuracy: 0.5643 Epoch 190/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8672 - d_accuracy: 0.5719Epoch 190: D Accuracy = 0.5510 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3367 - g_loss: 0.8657 - d_accuracy: 0.5712 Epoch 191/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3428 - g_loss: 0.8666 - d_accuracy: 0.5590Epoch 191: D Accuracy = 0.5612 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3421 - g_loss: 0.8690 - d_accuracy: 0.5591 Epoch 192/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8665 - d_accuracy: 0.5712Epoch 192: D Accuracy = 0.5408 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3406 - g_loss: 0.8674 - d_accuracy: 0.5702 Epoch 193/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3333 - g_loss: 0.8673 - d_accuracy: 0.5738Epoch 193: D Accuracy = 0.5306 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3343 - g_loss: 0.8657 - d_accuracy: 0.5722 Epoch 194/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3427 - g_loss: 0.8687 - d_accuracy: 0.5701Epoch 194: D Accuracy = 0.5765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3422 - g_loss: 0.8709 - d_accuracy: 0.5703 Epoch 195/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.8757 - d_accuracy: 0.5794Epoch 195: D Accuracy = 0.5765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3305 - g_loss: 0.8739 - d_accuracy: 0.5793
Epoch 196/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3346 - g_loss: 0.8694 - d_accuracy: 0.5734Epoch 196: D Accuracy = 0.5867 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3339 - g_loss: 0.8672 - d_accuracy: 0.5739 Epoch 197/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3404 - g_loss: 0.8704 - d_accuracy: 0.5669Epoch 197: D Accuracy = 0.5102 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3417 - g_loss: 0.8689 - d_accuracy: 0.5649 Epoch 198/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8728 - d_accuracy: 0.5750Epoch 198: D Accuracy = 0.5204 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3377 - g_loss: 0.8727 - d_accuracy: 0.5730 Epoch 199/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3447 - g_loss: 0.8659 - d_accuracy: 0.5650Epoch 199: D Accuracy = 0.5357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3448 - g_loss: 0.8649 - d_accuracy: 0.5639 Epoch 200/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8691 - d_accuracy: 0.5735 Class 15 — Epoch 200 preview:
Epoch 200: D Accuracy = 0.5867 27/27 [==============================] - 1s 41ms/step - d_loss: 1.3354 - g_loss: 0.8691 - d_accuracy: 0.5740 Epoch 201/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3404 - g_loss: 0.8673 - d_accuracy: 0.5679Epoch 201: D Accuracy = 0.5510 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3404 - g_loss: 0.8693 - d_accuracy: 0.5673 Epoch 202/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.8689 - d_accuracy: 0.5735Epoch 202: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3339 - g_loss: 0.8686 - d_accuracy: 0.5743 Epoch 203/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8670 - d_accuracy: 0.5677Epoch 203: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3406 - g_loss: 0.8650 - d_accuracy: 0.5687 Epoch 204/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3377 - g_loss: 0.8704 - d_accuracy: 0.5701Epoch 204: D Accuracy = 0.5561 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3387 - g_loss: 0.8708 - d_accuracy: 0.5696 Epoch 205/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3331 - g_loss: 0.8715 - d_accuracy: 0.5728Epoch 205: D Accuracy = 0.5510 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3334 - g_loss: 0.8718 - d_accuracy: 0.5720 Epoch 206/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8611 - d_accuracy: 0.5628Epoch 206: D Accuracy = 0.6020 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3403 - g_loss: 0.8615 - d_accuracy: 0.5642 Epoch 207/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3366 - g_loss: 0.8717 - d_accuracy: 0.5785Epoch 207: D Accuracy = 0.6378 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3355 - g_loss: 0.8724 - d_accuracy: 0.5806 Epoch 208/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3402 - g_loss: 0.8674 - d_accuracy: 0.5658Epoch 208: D Accuracy = 0.5459 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3401 - g_loss: 0.8680 - d_accuracy: 0.5651 Epoch 209/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8719 - d_accuracy: 0.5732Epoch 209: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3304 - g_loss: 0.8752 - d_accuracy: 0.5740 Epoch 210/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3379 - g_loss: 0.8643 - d_accuracy: 0.5701Epoch 210: D Accuracy = 0.5561 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3372 - g_loss: 0.8656 - d_accuracy: 0.5696 Epoch 211/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3321 - g_loss: 0.8715 - d_accuracy: 0.5783Epoch 211: D Accuracy = 0.5408 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3321 - g_loss: 0.8728 - d_accuracy: 0.5770 Epoch 212/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8685 - d_accuracy: 0.5706Epoch 212: D Accuracy = 0.5969 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3335 - g_loss: 0.8679 - d_accuracy: 0.5715 Epoch 213/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3326 - g_loss: 0.8731 - d_accuracy: 0.5719Epoch 213: D Accuracy = 0.4949 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3341 - g_loss: 0.8735 - d_accuracy: 0.5691 Epoch 214/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3372 - g_loss: 0.8688 - d_accuracy: 0.5720Epoch 214: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3369 - g_loss: 0.8695 - d_accuracy: 0.5732 Epoch 215/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3329 - g_loss: 0.8733 - d_accuracy: 0.5781Epoch 215: D Accuracy = 0.5663 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3334 - g_loss: 0.8733 - d_accuracy: 0.5777 Epoch 216/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8695 - d_accuracy: 0.5703Epoch 216: D Accuracy = 0.5612 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3332 - g_loss: 0.8713 - d_accuracy: 0.5699 Epoch 217/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.8662 - d_accuracy: 0.5667Epoch 217: D Accuracy = 0.6122 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3376 - g_loss: 0.8665 - d_accuracy: 0.5683 Epoch 218/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8717 - d_accuracy: 0.5742Epoch 218: D Accuracy = 0.5663 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3329 - g_loss: 0.8730 - d_accuracy: 0.5739 Epoch 219/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3433 - g_loss: 0.8677 - d_accuracy: 0.5607Epoch 219: D Accuracy = 0.4949 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3439 - g_loss: 0.8686 - d_accuracy: 0.5584 Epoch 220/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.8696 - d_accuracy: 0.5813Epoch 220: D Accuracy = 0.6122 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3293 - g_loss: 0.8680 - d_accuracy: 0.5824 Epoch 221/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3348 - g_loss: 0.8759 - d_accuracy: 0.5710Epoch 221: D Accuracy = 0.5459 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3352 - g_loss: 0.8759 - d_accuracy: 0.5701 Epoch 222/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8673 - d_accuracy: 0.5737Epoch 222: D Accuracy = 0.6020 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3344 - g_loss: 0.8695 - d_accuracy: 0.5747 Epoch 223/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8740 - d_accuracy: 0.5717Epoch 223: D Accuracy = 0.5408 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3361 - g_loss: 0.8778 - d_accuracy: 0.5706 Epoch 224/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3309 - g_loss: 0.8694 - d_accuracy: 0.5767Epoch 224: D Accuracy = 0.6173 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3302 - g_loss: 0.8706 - d_accuracy: 0.5781 Epoch 225/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8695 - d_accuracy: 0.5718Epoch 225: D Accuracy = 0.5357 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3390 - g_loss: 0.8690 - d_accuracy: 0.5705 Epoch 226/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3335 - g_loss: 0.8719 - d_accuracy: 0.5725Epoch 226: D Accuracy = 0.5357 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3338 - g_loss: 0.8721 - d_accuracy: 0.5712 Epoch 227/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8707 - d_accuracy: 0.5775Epoch 227: D Accuracy = 0.6224 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3297 - g_loss: 0.8713 - d_accuracy: 0.5791 Epoch 228/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8798 - d_accuracy: 0.5875Epoch 228: D Accuracy = 0.5816 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3269 - g_loss: 0.8806 - d_accuracy: 0.5873 Epoch 229/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8806 - d_accuracy: 0.5908Epoch 229: D Accuracy = 0.5714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3189 - g_loss: 0.8821 - d_accuracy: 0.5901 Epoch 230/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8718 - d_accuracy: 0.5698Epoch 230: D Accuracy = 0.5765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3347 - g_loss: 0.8718 - d_accuracy: 0.5701 Epoch 231/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3303 - g_loss: 0.8727 - d_accuracy: 0.5788Epoch 231: D Accuracy = 0.5663 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3303 - g_loss: 0.8714 - d_accuracy: 0.5784 Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8787 - d_accuracy: 0.5830Epoch 232: D Accuracy = 0.5765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3256 - g_loss: 0.8809 - d_accuracy: 0.5828 Epoch 233/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3282 - g_loss: 0.8764 - d_accuracy: 0.5851Epoch 233: D Accuracy = 0.5663 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3293 - g_loss: 0.8769 - d_accuracy: 0.5844 Epoch 234/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3353 - g_loss: 0.8708 - d_accuracy: 0.5678Epoch 234: D Accuracy = 0.5816 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3358 - g_loss: 0.8723 - d_accuracy: 0.5683 Epoch 235/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3379 - g_loss: 0.8682 - d_accuracy: 0.5675Epoch 235: D Accuracy = 0.5204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3390 - g_loss: 0.8680 - d_accuracy: 0.5658 Epoch 236/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3239 - g_loss: 0.8788 - d_accuracy: 0.5840Epoch 236: D Accuracy = 0.5765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3242 - g_loss: 0.8802 - d_accuracy: 0.5837 Epoch 237/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.8731 - d_accuracy: 0.5801Epoch 237: D Accuracy = 0.5969 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3274 - g_loss: 0.8738 - d_accuracy: 0.5807 Epoch 238/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8765 - d_accuracy: 0.5802Epoch 238: D Accuracy = 0.5510 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3291 - g_loss: 0.8785 - d_accuracy: 0.5791 Epoch 239/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.8782 - d_accuracy: 0.5803Epoch 239: D Accuracy = 0.6378 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3265 - g_loss: 0.8776 - d_accuracy: 0.5824 Epoch 240/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3277 - g_loss: 0.8718 - d_accuracy: 0.5773Epoch 240: D Accuracy = 0.6173 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3272 - g_loss: 0.8727 - d_accuracy: 0.5787 Epoch 241/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8750 - d_accuracy: 0.5697Epoch 241: D Accuracy = 0.5306 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3330 - g_loss: 0.8740 - d_accuracy: 0.5683 Epoch 242/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3294 - g_loss: 0.8750 - d_accuracy: 0.5726Epoch 242: D Accuracy = 0.5663 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3293 - g_loss: 0.8765 - d_accuracy: 0.5724 Epoch 243/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.8726 - d_accuracy: 0.5833Epoch 243: D Accuracy = 0.5612 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3273 - g_loss: 0.8718 - d_accuracy: 0.5825 Epoch 244/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3284 - g_loss: 0.8771 - d_accuracy: 0.5759Epoch 244: D Accuracy = 0.6122 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3264 - g_loss: 0.8801 - d_accuracy: 0.5772 Epoch 245/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.8767 - d_accuracy: 0.5901Epoch 245: D Accuracy = 0.5918 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3192 - g_loss: 0.8732 - d_accuracy: 0.5901 Epoch 246/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8784 - d_accuracy: 0.5765Epoch 246: D Accuracy = 0.5459 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3293 - g_loss: 0.8764 - d_accuracy: 0.5754 Epoch 247/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8742 - d_accuracy: 0.5757Epoch 247: D Accuracy = 0.6020 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3334 - g_loss: 0.8762 - d_accuracy: 0.5766 Epoch 248/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3164 - g_loss: 0.8826 - d_accuracy: 0.5872Epoch 248: D Accuracy = 0.5306 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3174 - g_loss: 0.8817 - d_accuracy: 0.5852 Epoch 249/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8741 - d_accuracy: 0.5747Epoch 249: D Accuracy = 0.5204 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3306 - g_loss: 0.8723 - d_accuracy: 0.5727 Epoch 250/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3318 - g_loss: 0.8725 - d_accuracy: 0.5821Epoch 250: D Accuracy = 0.5765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3322 - g_loss: 0.8709 - d_accuracy: 0.5819 Epoch 251/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8754 - d_accuracy: 0.5776Epoch 251: D Accuracy = 0.5918 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3296 - g_loss: 0.8771 - d_accuracy: 0.5781 Epoch 252/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8772 - d_accuracy: 0.5775Epoch 252: D Accuracy = 0.5408 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3291 - g_loss: 0.8793 - d_accuracy: 0.5762 Epoch 253/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8756 - d_accuracy: 0.5828Epoch 253: D Accuracy = 0.6020 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3230 - g_loss: 0.8744 - d_accuracy: 0.5835 Epoch 254/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3219 - g_loss: 0.8851 - d_accuracy: 0.5857Epoch 254: D Accuracy = 0.6173 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3210 - g_loss: 0.8866 - d_accuracy: 0.5868 Epoch 255/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3226 - g_loss: 0.8824 - d_accuracy: 0.5816Epoch 255: D Accuracy = 0.6378 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3214 - g_loss: 0.8847 - d_accuracy: 0.5836 Epoch 256/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3240 - g_loss: 0.8814 - d_accuracy: 0.5844Epoch 256: D Accuracy = 0.6173 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3224 - g_loss: 0.8816 - d_accuracy: 0.5855 Epoch 257/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3206 - g_loss: 0.8822 - d_accuracy: 0.5897Epoch 257: D Accuracy = 0.6327 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3194 - g_loss: 0.8843 - d_accuracy: 0.5912 Epoch 258/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.8782 - d_accuracy: 0.5829Epoch 258: D Accuracy = 0.5663 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3241 - g_loss: 0.8767 - d_accuracy: 0.5823 Epoch 259/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8853 - d_accuracy: 0.5818Epoch 259: D Accuracy = 0.6122 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3206 - g_loss: 0.8868 - d_accuracy: 0.5829 Epoch 260/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3233 - g_loss: 0.8774 - d_accuracy: 0.5860Epoch 260: D Accuracy = 0.5867 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3216 - g_loss: 0.8782 - d_accuracy: 0.5860 Epoch 261/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8812 - d_accuracy: 0.5799Epoch 261: D Accuracy = 0.5510 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3232 - g_loss: 0.8793 - d_accuracy: 0.5788 Epoch 262/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8862 - d_accuracy: 0.5945Epoch 262: D Accuracy = 0.5510 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3198 - g_loss: 0.8840 - d_accuracy: 0.5929 Epoch 263/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3206 - g_loss: 0.8833 - d_accuracy: 0.5837Epoch 263: D Accuracy = 0.6224 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.8839 - d_accuracy: 0.5851
Epoch 264/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.8848 - d_accuracy: 0.5905Epoch 264: D Accuracy = 0.5561 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3159 - g_loss: 0.8843 - d_accuracy: 0.5892 Epoch 265/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3158 - g_loss: 0.8868 - d_accuracy: 0.5996Epoch 265: D Accuracy = 0.6020 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3154 - g_loss: 0.8873 - d_accuracy: 0.5996 Epoch 266/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3152 - g_loss: 0.8867 - d_accuracy: 0.5918Epoch 266: D Accuracy = 0.5765 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3151 - g_loss: 0.8852 - d_accuracy: 0.5913 Epoch 267/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3171 - g_loss: 0.8859 - d_accuracy: 0.5828Epoch 267: D Accuracy = 0.5918 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3176 - g_loss: 0.8857 - d_accuracy: 0.5832 Epoch 268/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8802 - d_accuracy: 0.5827Epoch 268: D Accuracy = 0.5612 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3268 - g_loss: 0.8825 - d_accuracy: 0.5819 Epoch 269/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8860 - d_accuracy: 0.5832Epoch 269: D Accuracy = 0.5459 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3194 - g_loss: 0.8859 - d_accuracy: 0.5818 Epoch 270/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8818 - d_accuracy: 0.5826Epoch 270: D Accuracy = 0.5867 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3211 - g_loss: 0.8812 - d_accuracy: 0.5828 Epoch 271/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3181 - g_loss: 0.8888 - d_accuracy: 0.5902Epoch 271: D Accuracy = 0.5867 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3188 - g_loss: 0.8906 - d_accuracy: 0.5900 Epoch 272/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8819 - d_accuracy: 0.5836Epoch 272: D Accuracy = 0.6173 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3224 - g_loss: 0.8828 - d_accuracy: 0.5848 Epoch 273/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3184 - g_loss: 0.8866 - d_accuracy: 0.5843Epoch 273: D Accuracy = 0.5153 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3208 - g_loss: 0.8872 - d_accuracy: 0.5819 Epoch 274/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.8798 - d_accuracy: 0.5703Epoch 274: D Accuracy = 0.5765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3304 - g_loss: 0.8811 - d_accuracy: 0.5705 Epoch 275/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.8797 - d_accuracy: 0.5825Epoch 275: D Accuracy = 0.5714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3240 - g_loss: 0.8804 - d_accuracy: 0.5821 Epoch 276/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3244 - g_loss: 0.8831 - d_accuracy: 0.5778Epoch 276: D Accuracy = 0.5969 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3242 - g_loss: 0.8846 - d_accuracy: 0.5785 Epoch 277/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3196 - g_loss: 0.8866 - d_accuracy: 0.5824Epoch 277: D Accuracy = 0.5255 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3209 - g_loss: 0.8887 - d_accuracy: 0.5804 Epoch 278/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.8864 - d_accuracy: 0.5868Epoch 278: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3157 - g_loss: 0.8862 - d_accuracy: 0.5900 Epoch 279/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8865 - d_accuracy: 0.5861Epoch 279: D Accuracy = 0.5561 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3180 - g_loss: 0.8881 - d_accuracy: 0.5851 Epoch 280/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3116 - g_loss: 0.8887 - d_accuracy: 0.6008Epoch 280: D Accuracy = 0.6276 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3115 - g_loss: 0.8886 - d_accuracy: 0.6017 Epoch 281/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3149 - g_loss: 0.8923 - d_accuracy: 0.5864Epoch 281: D Accuracy = 0.5153 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3169 - g_loss: 0.8913 - d_accuracy: 0.5838 Epoch 282/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3098 - g_loss: 0.8905 - d_accuracy: 0.5930Epoch 282: D Accuracy = 0.6276 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3083 - g_loss: 0.8914 - d_accuracy: 0.5942 Epoch 283/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.8893 - d_accuracy: 0.5912Epoch 283: D Accuracy = 0.6378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3101 - g_loss: 0.8887 - d_accuracy: 0.5928 Epoch 284/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3133 - g_loss: 0.8887 - d_accuracy: 0.5931Epoch 284: D Accuracy = 0.5714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3139 - g_loss: 0.8852 - d_accuracy: 0.5923 Epoch 285/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3164 - g_loss: 0.8937 - d_accuracy: 0.5889Epoch 285: D Accuracy = 0.5612 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3182 - g_loss: 0.8911 - d_accuracy: 0.5879 Epoch 286/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8828 - d_accuracy: 0.5843Epoch 286: D Accuracy = 0.6071 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3215 - g_loss: 0.8825 - d_accuracy: 0.5851 Epoch 287/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.8885 - d_accuracy: 0.5949Epoch 287: D Accuracy = 0.5714 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3160 - g_loss: 0.8896 - d_accuracy: 0.5941 Epoch 288/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3209 - g_loss: 0.8827 - d_accuracy: 0.5794Epoch 288: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3209 - g_loss: 0.8801 - d_accuracy: 0.5800 Epoch 289/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3116 - g_loss: 0.8965 - d_accuracy: 0.5940Epoch 289: D Accuracy = 0.5765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3122 - g_loss: 0.8998 - d_accuracy: 0.5934 Epoch 290/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3192 - g_loss: 0.8851 - d_accuracy: 0.5880Epoch 290: D Accuracy = 0.6582 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.8854 - d_accuracy: 0.5905 Epoch 291/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.8928 - d_accuracy: 0.5988Epoch 291: D Accuracy = 0.6276 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3107 - g_loss: 0.8904 - d_accuracy: 0.5998 Epoch 292/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3119 - g_loss: 0.8907 - d_accuracy: 0.5916Epoch 292: D Accuracy = 0.5153 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3136 - g_loss: 0.8900 - d_accuracy: 0.5888 Epoch 293/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3158 - g_loss: 0.8867 - d_accuracy: 0.5900Epoch 293: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3152 - g_loss: 0.8872 - d_accuracy: 0.5902 Epoch 294/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.8928 - d_accuracy: 0.5909Epoch 294: D Accuracy = 0.5918 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3078 - g_loss: 0.8935 - d_accuracy: 0.5910 Epoch 295/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.8877 - d_accuracy: 0.5891Epoch 295: D Accuracy = 0.4694 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3205 - g_loss: 0.8854 - d_accuracy: 0.5849
Epoch 296/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.8920 - d_accuracy: 0.5975Epoch 296: D Accuracy = 0.6327 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3068 - g_loss: 0.8931 - d_accuracy: 0.5988 Epoch 297/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3242 - g_loss: 0.8876 - d_accuracy: 0.5831Epoch 297: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3234 - g_loss: 0.8883 - d_accuracy: 0.5840 Epoch 298/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3055 - g_loss: 0.8989 - d_accuracy: 0.5915Epoch 298: D Accuracy = 0.6378 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3042 - g_loss: 0.8995 - d_accuracy: 0.5931 Epoch 299/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3116 - g_loss: 0.8949 - d_accuracy: 0.5908Epoch 299: D Accuracy = 0.5714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3113 - g_loss: 0.8973 - d_accuracy: 0.5901 Epoch 300/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3118 - g_loss: 0.8909 - d_accuracy: 0.5934 Class 15 — Epoch 300 preview:
Epoch 300: D Accuracy = 0.5561 27/27 [==============================] - 1s 43ms/step - d_loss: 1.3120 - g_loss: 0.8921 - d_accuracy: 0.5920 Epoch 301/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.8943 - d_accuracy: 0.5990Epoch 301: D Accuracy = 0.6020 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3060 - g_loss: 0.8949 - d_accuracy: 0.5991 Epoch 302/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.8936 - d_accuracy: 0.5956Epoch 302: D Accuracy = 0.6633 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3104 - g_loss: 0.8926 - d_accuracy: 0.5980 Epoch 303/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9010 - d_accuracy: 0.6010Epoch 303: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3018 - g_loss: 0.9021 - d_accuracy: 0.6013 Epoch 304/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3111 - g_loss: 0.8937 - d_accuracy: 0.5962Epoch 304: D Accuracy = 0.6276 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3102 - g_loss: 0.8913 - d_accuracy: 0.5973 Epoch 305/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3082 - g_loss: 0.9030 - d_accuracy: 0.5943Epoch 305: D Accuracy = 0.5510 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3102 - g_loss: 0.8992 - d_accuracy: 0.5928 Epoch 306/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.8985 - d_accuracy: 0.5994Epoch 306: D Accuracy = 0.5663 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3091 - g_loss: 0.8974 - d_accuracy: 0.5982 Epoch 307/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.8958 - d_accuracy: 0.5977Epoch 307: D Accuracy = 0.6531 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3068 - g_loss: 0.8930 - d_accuracy: 0.5997 Epoch 308/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3047 - g_loss: 0.8983 - d_accuracy: 0.5998Epoch 308: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3044 - g_loss: 0.8960 - d_accuracy: 0.6013 Epoch 309/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3070 - g_loss: 0.8969 - d_accuracy: 0.5952Epoch 309: D Accuracy = 0.6020 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3067 - g_loss: 0.8965 - d_accuracy: 0.5955 Epoch 310/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.8911 - d_accuracy: 0.6005Epoch 310: D Accuracy = 0.6122 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3121 - g_loss: 0.8924 - d_accuracy: 0.6009 Epoch 311/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3057 - g_loss: 0.8933 - d_accuracy: 0.5959Epoch 311: D Accuracy = 0.6173 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3044 - g_loss: 0.8934 - d_accuracy: 0.5967 Epoch 312/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3093 - g_loss: 0.9005 - d_accuracy: 0.5908Epoch 312: D Accuracy = 0.5765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3093 - g_loss: 0.9018 - d_accuracy: 0.5903 Epoch 313/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3008 - g_loss: 0.9016 - d_accuracy: 0.6057Epoch 313: D Accuracy = 0.6276 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2998 - g_loss: 0.9040 - d_accuracy: 0.6065 Epoch 314/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9026 - d_accuracy: 0.6062Epoch 314: D Accuracy = 0.6684 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2982 - g_loss: 0.9021 - d_accuracy: 0.6084 Epoch 315/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.8964 - d_accuracy: 0.5942Epoch 315: D Accuracy = 0.5816 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3079 - g_loss: 0.8971 - d_accuracy: 0.5937 Epoch 316/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.8979 - d_accuracy: 0.5906Epoch 316: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3077 - g_loss: 0.8967 - d_accuracy: 0.5912 Epoch 317/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3087 - g_loss: 0.8958 - d_accuracy: 0.5954Epoch 317: D Accuracy = 0.6224 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3083 - g_loss: 0.8937 - d_accuracy: 0.5964 Epoch 318/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2990 - g_loss: 0.9043 - d_accuracy: 0.6061Epoch 318: D Accuracy = 0.5867 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2992 - g_loss: 0.9020 - d_accuracy: 0.6054 Epoch 319/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2989 - g_loss: 0.9060 - d_accuracy: 0.6008Epoch 319: D Accuracy = 0.5816 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2995 - g_loss: 0.9076 - d_accuracy: 0.6001 Epoch 320/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9001 - d_accuracy: 0.6096Epoch 320: D Accuracy = 0.5918 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2996 - g_loss: 0.8999 - d_accuracy: 0.6090 Epoch 321/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2990 - g_loss: 0.9086 - d_accuracy: 0.6064Epoch 321: D Accuracy = 0.6276 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2996 - g_loss: 0.9061 - d_accuracy: 0.6072 Epoch 322/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2956 - g_loss: 0.9067 - d_accuracy: 0.6076Epoch 322: D Accuracy = 0.6071 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2951 - g_loss: 0.9083 - d_accuracy: 0.6075 Epoch 323/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 0.9047 - d_accuracy: 0.6005Epoch 323: D Accuracy = 0.5816 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2987 - g_loss: 0.9068 - d_accuracy: 0.5999 Epoch 324/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3001 - g_loss: 0.9035 - d_accuracy: 0.6011Epoch 324: D Accuracy = 0.6429 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3004 - g_loss: 0.9034 - d_accuracy: 0.6026 Epoch 325/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.9010 - d_accuracy: 0.6048Epoch 325: D Accuracy = 0.6531 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3017 - g_loss: 0.9005 - d_accuracy: 0.6065 Epoch 326/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2862 - g_loss: 0.9179 - d_accuracy: 0.6109Epoch 326: D Accuracy = 0.6122 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2859 - g_loss: 0.9178 - d_accuracy: 0.6110 Epoch 327/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9042 - d_accuracy: 0.6014Epoch 327: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3017 - g_loss: 0.9031 - d_accuracy: 0.6012 Epoch 328/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9042 - d_accuracy: 0.6011Epoch 328: D Accuracy = 0.6173 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3066 - g_loss: 0.9055 - d_accuracy: 0.6017 Epoch 329/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3012 - g_loss: 0.9026 - d_accuracy: 0.6045Epoch 329: D Accuracy = 0.5408 27/27 [==============================] - 1s 35ms/step - d_loss: 1.3030 - g_loss: 0.9002 - d_accuracy: 0.6022 Epoch 330/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9053 - d_accuracy: 0.6098Epoch 330: D Accuracy = 0.5816 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2974 - g_loss: 0.9030 - d_accuracy: 0.6088 Epoch 331/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9146 - d_accuracy: 0.6124Epoch 331: D Accuracy = 0.6480 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2856 - g_loss: 0.9136 - d_accuracy: 0.6137 Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2933 - g_loss: 0.9089 - d_accuracy: 0.6085Epoch 332: D Accuracy = 0.6633 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2921 - g_loss: 0.9076 - d_accuracy: 0.6104 Epoch 333/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9058 - d_accuracy: 0.6033Epoch 333: D Accuracy = 0.6122 27/27 [==============================] - 1s 38ms/step - d_loss: 1.3026 - g_loss: 0.9053 - d_accuracy: 0.6036 Epoch 334/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9086 - d_accuracy: 0.6113Epoch 334: D Accuracy = 0.5663 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2919 - g_loss: 0.9068 - d_accuracy: 0.6096 Epoch 335/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9075 - d_accuracy: 0.5938Epoch 335: D Accuracy = 0.5918 27/27 [==============================] - 1s 36ms/step - d_loss: 1.3027 - g_loss: 0.9091 - d_accuracy: 0.5938 Epoch 336/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.9001 - d_accuracy: 0.5970Epoch 336: D Accuracy = 0.5459 27/27 [==============================] - 1s 34ms/step - d_loss: 1.3068 - g_loss: 0.9002 - d_accuracy: 0.5952 Epoch 337/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9132 - d_accuracy: 0.6066Epoch 337: D Accuracy = 0.6173 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2888 - g_loss: 0.9141 - d_accuracy: 0.6070 Epoch 338/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9113 - d_accuracy: 0.6159Epoch 338: D Accuracy = 0.6531 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2887 - g_loss: 0.9114 - d_accuracy: 0.6172 Epoch 339/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9111 - d_accuracy: 0.5987Epoch 339: D Accuracy = 0.6224 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2987 - g_loss: 0.9150 - d_accuracy: 0.5996 Epoch 340/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2921 - g_loss: 0.9141 - d_accuracy: 0.6111Epoch 340: D Accuracy = 0.6531 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2926 - g_loss: 0.9130 - d_accuracy: 0.6126 Epoch 341/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2978 - g_loss: 0.9072 - d_accuracy: 0.6035Epoch 341: D Accuracy = 0.5918 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2975 - g_loss: 0.9067 - d_accuracy: 0.6031 Epoch 342/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9146 - d_accuracy: 0.6118Epoch 342: D Accuracy = 0.6837 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2871 - g_loss: 0.9130 - d_accuracy: 0.6144 Epoch 343/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9146 - d_accuracy: 0.6067Epoch 343: D Accuracy = 0.5867 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2940 - g_loss: 0.9134 - d_accuracy: 0.6059 Epoch 344/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2833 - g_loss: 0.9229 - d_accuracy: 0.6217Epoch 344: D Accuracy = 0.6173 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2826 - g_loss: 0.9247 - d_accuracy: 0.6215 Epoch 345/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2921 - g_loss: 0.9102 - d_accuracy: 0.6157Epoch 345: D Accuracy = 0.5918 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2919 - g_loss: 0.9127 - d_accuracy: 0.6148 Epoch 346/500 27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9032 - d_accuracy: 0.6010Epoch 346: D Accuracy = 0.6173 27/27 [==============================] - 1s 37ms/step - d_loss: 1.3014 - g_loss: 0.9030 - d_accuracy: 0.6016 Epoch 347/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9082 - d_accuracy: 0.6133Epoch 347: D Accuracy = 0.6684 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2924 - g_loss: 0.9067 - d_accuracy: 0.6153 Epoch 348/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2907 - g_loss: 0.9141 - d_accuracy: 0.6148Epoch 348: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2918 - g_loss: 0.9140 - d_accuracy: 0.6142 Epoch 349/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9070 - d_accuracy: 0.6041Epoch 349: D Accuracy = 0.5561 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2984 - g_loss: 0.9037 - d_accuracy: 0.6024 Epoch 350/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2959 - g_loss: 0.9117 - d_accuracy: 0.6064Epoch 350: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2953 - g_loss: 0.9113 - d_accuracy: 0.6064 Epoch 351/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9181 - d_accuracy: 0.6121Epoch 351: D Accuracy = 0.5255 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2913 - g_loss: 0.9167 - d_accuracy: 0.6090 Epoch 352/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2897 - g_loss: 0.9124 - d_accuracy: 0.6128Epoch 352: D Accuracy = 0.6224 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2896 - g_loss: 0.9117 - d_accuracy: 0.6131 Epoch 353/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2882 - g_loss: 0.9211 - d_accuracy: 0.6168Epoch 353: D Accuracy = 0.5408 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2904 - g_loss: 0.9167 - d_accuracy: 0.6141 Epoch 354/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2835 - g_loss: 0.9246 - d_accuracy: 0.6170Epoch 354: D Accuracy = 0.6173 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2829 - g_loss: 0.9264 - d_accuracy: 0.6171 Epoch 355/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2909 - g_loss: 0.9154 - d_accuracy: 0.6084Epoch 355: D Accuracy = 0.5714 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2914 - g_loss: 0.9127 - d_accuracy: 0.6071 Epoch 356/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9236 - d_accuracy: 0.6143Epoch 356: D Accuracy = 0.5561 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2899 - g_loss: 0.9245 - d_accuracy: 0.6123 Epoch 357/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2839 - g_loss: 0.9180 - d_accuracy: 0.6215Epoch 357: D Accuracy = 0.6020 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2846 - g_loss: 0.9149 - d_accuracy: 0.6208 Epoch 358/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9264 - d_accuracy: 0.6144Epoch 358: D Accuracy = 0.6276 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2864 - g_loss: 0.9298 - d_accuracy: 0.6149 Epoch 359/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2811 - g_loss: 0.9240 - d_accuracy: 0.6179Epoch 359: D Accuracy = 0.6786 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2798 - g_loss: 0.9237 - d_accuracy: 0.6200 Epoch 360/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.9177 - d_accuracy: 0.6155Epoch 360: D Accuracy = 0.5561 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2930 - g_loss: 0.9224 - d_accuracy: 0.6134 Epoch 361/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9120 - d_accuracy: 0.6085Epoch 361: D Accuracy = 0.6480 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2901 - g_loss: 0.9119 - d_accuracy: 0.6099 Epoch 362/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9222 - d_accuracy: 0.6099Epoch 362: D Accuracy = 0.6582 27/27 [==============================] - 1s 40ms/step - d_loss: 1.2853 - g_loss: 0.9222 - d_accuracy: 0.6116 Epoch 363/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2841 - g_loss: 0.9215 - d_accuracy: 0.6225Epoch 363: D Accuracy = 0.5663 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2861 - g_loss: 0.9194 - d_accuracy: 0.6205
Epoch 364/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9219 - d_accuracy: 0.6150Epoch 364: D Accuracy = 0.6276 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2904 - g_loss: 0.9212 - d_accuracy: 0.6154 Epoch 365/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2835 - g_loss: 0.9199 - d_accuracy: 0.6129Epoch 365: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2827 - g_loss: 0.9206 - d_accuracy: 0.6140 Epoch 366/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9294 - d_accuracy: 0.6233Epoch 366: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2833 - g_loss: 0.9302 - d_accuracy: 0.6227 Epoch 367/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2814 - g_loss: 0.9236 - d_accuracy: 0.6218Epoch 367: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2804 - g_loss: 0.9227 - d_accuracy: 0.6238 Epoch 368/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2779 - g_loss: 0.9279 - d_accuracy: 0.6259Epoch 368: D Accuracy = 0.5357 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2803 - g_loss: 0.9268 - d_accuracy: 0.6227 Epoch 369/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2870 - g_loss: 0.9228 - d_accuracy: 0.6138Epoch 369: D Accuracy = 0.6122 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2871 - g_loss: 0.9210 - d_accuracy: 0.6138 Epoch 370/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9198 - d_accuracy: 0.6151Epoch 370: D Accuracy = 0.5714 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2909 - g_loss: 0.9177 - d_accuracy: 0.6135 Epoch 371/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2867 - g_loss: 0.9239 - d_accuracy: 0.6180Epoch 371: D Accuracy = 0.5816 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2881 - g_loss: 0.9237 - d_accuracy: 0.6167 Epoch 372/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2799 - g_loss: 0.9261 - d_accuracy: 0.6210Epoch 372: D Accuracy = 0.5918 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2821 - g_loss: 0.9251 - d_accuracy: 0.6200 Epoch 373/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9229 - d_accuracy: 0.6176Epoch 373: D Accuracy = 0.6122 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2818 - g_loss: 0.9223 - d_accuracy: 0.6174 Epoch 374/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9298 - d_accuracy: 0.6200Epoch 374: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2779 - g_loss: 0.9293 - d_accuracy: 0.6221 Epoch 375/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9263 - d_accuracy: 0.6174Epoch 375: D Accuracy = 0.6582 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2782 - g_loss: 0.9268 - d_accuracy: 0.6189 Epoch 376/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2901 - g_loss: 0.9242 - d_accuracy: 0.6146Epoch 376: D Accuracy = 0.6531 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2900 - g_loss: 0.9246 - d_accuracy: 0.6160 Epoch 377/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2877 - g_loss: 0.9199 - d_accuracy: 0.6146Epoch 377: D Accuracy = 0.6837 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2868 - g_loss: 0.9186 - d_accuracy: 0.6171 Epoch 378/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2839 - g_loss: 0.9280 - d_accuracy: 0.6174Epoch 378: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2822 - g_loss: 0.9300 - d_accuracy: 0.6183 Epoch 379/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2773 - g_loss: 0.9259 - d_accuracy: 0.6205Epoch 379: D Accuracy = 0.6531 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2764 - g_loss: 0.9273 - d_accuracy: 0.6217 Epoch 380/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9344 - d_accuracy: 0.6267Epoch 380: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2727 - g_loss: 0.9358 - d_accuracy: 0.6273 Epoch 381/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9338 - d_accuracy: 0.6313Epoch 381: D Accuracy = 0.6582 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2735 - g_loss: 0.9325 - d_accuracy: 0.6323 Epoch 382/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2791 - g_loss: 0.9273 - d_accuracy: 0.6263Epoch 382: D Accuracy = 0.6122 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2799 - g_loss: 0.9254 - d_accuracy: 0.6258 Epoch 383/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2782 - g_loss: 0.9329 - d_accuracy: 0.6223Epoch 383: D Accuracy = 0.5918 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2793 - g_loss: 0.9337 - d_accuracy: 0.6212 Epoch 384/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2832 - g_loss: 0.9259 - d_accuracy: 0.6169Epoch 384: D Accuracy = 0.6020 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2832 - g_loss: 0.9276 - d_accuracy: 0.6164 Epoch 385/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2740 - g_loss: 0.9329 - d_accuracy: 0.6226Epoch 385: D Accuracy = 0.6378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2726 - g_loss: 0.9339 - d_accuracy: 0.6231 Epoch 386/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2763 - g_loss: 0.9331 - d_accuracy: 0.6302Epoch 386: D Accuracy = 0.6684 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2764 - g_loss: 0.9301 - d_accuracy: 0.6316 Epoch 387/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9335 - d_accuracy: 0.6239Epoch 387: D Accuracy = 0.6531 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2759 - g_loss: 0.9346 - d_accuracy: 0.6249 Epoch 388/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 0.9394 - d_accuracy: 0.6243Epoch 388: D Accuracy = 0.6224 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2705 - g_loss: 0.9416 - d_accuracy: 0.6243 Epoch 389/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 0.9384 - d_accuracy: 0.6200Epoch 389: D Accuracy = 0.6429 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2699 - g_loss: 0.9411 - d_accuracy: 0.6208 Epoch 390/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2796 - g_loss: 0.9299 - d_accuracy: 0.6223Epoch 390: D Accuracy = 0.5612 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2819 - g_loss: 0.9308 - d_accuracy: 0.6202 Epoch 391/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9385 - d_accuracy: 0.6290Epoch 391: D Accuracy = 0.6276 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2707 - g_loss: 0.9400 - d_accuracy: 0.6289 Epoch 392/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2711 - g_loss: 0.9403 - d_accuracy: 0.6242Epoch 392: D Accuracy = 0.6224 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2719 - g_loss: 0.9402 - d_accuracy: 0.6241 Epoch 393/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2786 - g_loss: 0.9363 - d_accuracy: 0.6221Epoch 393: D Accuracy = 0.5714 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2800 - g_loss: 0.9369 - d_accuracy: 0.6203 Epoch 394/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2720 - g_loss: 0.9348 - d_accuracy: 0.6288Epoch 394: D Accuracy = 0.6173 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2725 - g_loss: 0.9347 - d_accuracy: 0.6284 Epoch 395/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9431 - d_accuracy: 0.6440Epoch 395: D Accuracy = 0.5867 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2611 - g_loss: 0.9415 - d_accuracy: 0.6419
Epoch 396/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2728 - g_loss: 0.9387 - d_accuracy: 0.6277Epoch 396: D Accuracy = 0.6480 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2716 - g_loss: 0.9384 - d_accuracy: 0.6285 Epoch 397/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2695 - g_loss: 0.9419 - d_accuracy: 0.6254Epoch 397: D Accuracy = 0.5663 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2713 - g_loss: 0.9422 - d_accuracy: 0.6233 Epoch 398/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2769 - g_loss: 0.9309 - d_accuracy: 0.6198Epoch 398: D Accuracy = 0.6020 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2775 - g_loss: 0.9338 - d_accuracy: 0.6192 Epoch 399/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 0.9360 - d_accuracy: 0.6318Epoch 399: D Accuracy = 0.6480 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2709 - g_loss: 0.9338 - d_accuracy: 0.6324 Epoch 400/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2702 - g_loss: 0.9417 - d_accuracy: 0.6341 Class 15 — Epoch 400 preview:
Epoch 400: D Accuracy = 0.6122 27/27 [==============================] - 1s 41ms/step - d_loss: 1.2714 - g_loss: 0.9453 - d_accuracy: 0.6333 Epoch 401/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9360 - d_accuracy: 0.6315Epoch 401: D Accuracy = 0.5867 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2742 - g_loss: 0.9333 - d_accuracy: 0.6299 Epoch 402/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2654 - g_loss: 0.9479 - d_accuracy: 0.6326Epoch 402: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2660 - g_loss: 0.9527 - d_accuracy: 0.6317 Epoch 403/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9371 - d_accuracy: 0.6280Epoch 403: D Accuracy = 0.6429 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2702 - g_loss: 0.9379 - d_accuracy: 0.6285 Epoch 404/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 0.9474 - d_accuracy: 0.6393Epoch 404: D Accuracy = 0.6122 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2567 - g_loss: 0.9471 - d_accuracy: 0.6383 Epoch 405/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 0.9452 - d_accuracy: 0.6337Epoch 405: D Accuracy = 0.6020 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2685 - g_loss: 0.9422 - d_accuracy: 0.6326 Epoch 406/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2724 - g_loss: 0.9409 - d_accuracy: 0.6239Epoch 406: D Accuracy = 0.6378 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2720 - g_loss: 0.9450 - d_accuracy: 0.6244 Epoch 407/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2688 - g_loss: 0.9423 - d_accuracy: 0.6300Epoch 407: D Accuracy = 0.6122 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2683 - g_loss: 0.9441 - d_accuracy: 0.6294 Epoch 408/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2632 - g_loss: 0.9413 - d_accuracy: 0.6395Epoch 408: D Accuracy = 0.6378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2633 - g_loss: 0.9418 - d_accuracy: 0.6394 Epoch 409/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9431 - d_accuracy: 0.6261Epoch 409: D Accuracy = 0.5765 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2682 - g_loss: 0.9472 - d_accuracy: 0.6243 Epoch 410/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9427 - d_accuracy: 0.6342Epoch 410: D Accuracy = 0.6735 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2591 - g_loss: 0.9404 - d_accuracy: 0.6356 Epoch 411/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2740 - g_loss: 0.9451 - d_accuracy: 0.6261Epoch 411: D Accuracy = 0.5918 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2744 - g_loss: 0.9468 - d_accuracy: 0.6249 Epoch 412/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 0.9458 - d_accuracy: 0.6318Epoch 412: D Accuracy = 0.6224 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2662 - g_loss: 0.9468 - d_accuracy: 0.6315 Epoch 413/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 0.9412 - d_accuracy: 0.6253Epoch 413: D Accuracy = 0.5714 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2701 - g_loss: 0.9399 - d_accuracy: 0.6234 Epoch 414/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2658 - g_loss: 0.9439 - d_accuracy: 0.6323Epoch 414: D Accuracy = 0.6582 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2648 - g_loss: 0.9437 - d_accuracy: 0.6332 Epoch 415/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2583 - g_loss: 0.9501 - d_accuracy: 0.6408Epoch 415: D Accuracy = 0.6378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2590 - g_loss: 0.9484 - d_accuracy: 0.6407 Epoch 416/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 0.9447 - d_accuracy: 0.6317Epoch 416: D Accuracy = 0.6378 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2663 - g_loss: 0.9440 - d_accuracy: 0.6319 Epoch 417/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 0.9449 - d_accuracy: 0.6291Epoch 417: D Accuracy = 0.6684 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2683 - g_loss: 0.9475 - d_accuracy: 0.6305 Epoch 418/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 0.9433 - d_accuracy: 0.6298Epoch 418: D Accuracy = 0.6582 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2697 - g_loss: 0.9415 - d_accuracy: 0.6309 Epoch 419/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2577 - g_loss: 0.9549 - d_accuracy: 0.6349Epoch 419: D Accuracy = 0.6378 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2592 - g_loss: 0.9523 - d_accuracy: 0.6350 Epoch 420/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9468 - d_accuracy: 0.6237Epoch 420: D Accuracy = 0.6122 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2699 - g_loss: 0.9517 - d_accuracy: 0.6233 Epoch 421/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2586 - g_loss: 0.9486 - d_accuracy: 0.6318Epoch 421: D Accuracy = 0.6480 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2597 - g_loss: 0.9469 - d_accuracy: 0.6324 Epoch 422/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9530 - d_accuracy: 0.6368Epoch 422: D Accuracy = 0.6071 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2629 - g_loss: 0.9567 - d_accuracy: 0.6357 Epoch 423/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2599 - g_loss: 0.9483 - d_accuracy: 0.6384Epoch 423: D Accuracy = 0.6276 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2606 - g_loss: 0.9454 - d_accuracy: 0.6380 Epoch 424/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2622 - g_loss: 0.9621 - d_accuracy: 0.6402Epoch 424: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2629 - g_loss: 0.9637 - d_accuracy: 0.6386 Epoch 425/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2667 - g_loss: 0.9404 - d_accuracy: 0.6304Epoch 425: D Accuracy = 0.6276 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2665 - g_loss: 0.9412 - d_accuracy: 0.6303 Epoch 426/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2626 - g_loss: 0.9475 - d_accuracy: 0.6370Epoch 426: D Accuracy = 0.6378 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2642 - g_loss: 0.9444 - d_accuracy: 0.6371 Epoch 427/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 0.9593 - d_accuracy: 0.6349Epoch 427: D Accuracy = 0.6224 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2559 - g_loss: 0.9591 - d_accuracy: 0.6344 Epoch 428/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2506 - g_loss: 0.9613 - d_accuracy: 0.6486Epoch 428: D Accuracy = 0.6531 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2506 - g_loss: 0.9587 - d_accuracy: 0.6488 Epoch 429/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9570 - d_accuracy: 0.6388Epoch 429: D Accuracy = 0.6531 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2549 - g_loss: 0.9583 - d_accuracy: 0.6393 Epoch 430/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2492 - g_loss: 0.9656 - d_accuracy: 0.6509Epoch 430: D Accuracy = 0.6122 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2493 - g_loss: 0.9674 - d_accuracy: 0.6495 Epoch 431/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 0.9642 - d_accuracy: 0.6525Epoch 431: D Accuracy = 0.6378 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2475 - g_loss: 0.9642 - d_accuracy: 0.6520 Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9601 - d_accuracy: 0.6356Epoch 432: D Accuracy = 0.6531 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2556 - g_loss: 0.9617 - d_accuracy: 0.6362 Epoch 433/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2541 - g_loss: 0.9609 - d_accuracy: 0.6432Epoch 433: D Accuracy = 0.5765 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2546 - g_loss: 0.9626 - d_accuracy: 0.6408 Epoch 434/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2551 - g_loss: 0.9584 - d_accuracy: 0.6364Epoch 434: D Accuracy = 0.5765 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2565 - g_loss: 0.9593 - d_accuracy: 0.6342 Epoch 435/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2572 - g_loss: 0.9571 - d_accuracy: 0.6419Epoch 435: D Accuracy = 0.6837 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2554 - g_loss: 0.9576 - d_accuracy: 0.6434 Epoch 436/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2579 - g_loss: 0.9608 - d_accuracy: 0.6406Epoch 436: D Accuracy = 0.6684 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2562 - g_loss: 0.9613 - d_accuracy: 0.6416 Epoch 437/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2588 - g_loss: 0.9555 - d_accuracy: 0.6386Epoch 437: D Accuracy = 0.6888 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2575 - g_loss: 0.9563 - d_accuracy: 0.6404 Epoch 438/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 0.9629 - d_accuracy: 0.6402Epoch 438: D Accuracy = 0.5663 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2518 - g_loss: 0.9634 - d_accuracy: 0.6376 Epoch 439/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9580 - d_accuracy: 0.6360Epoch 439: D Accuracy = 0.5867 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2571 - g_loss: 0.9615 - d_accuracy: 0.6343 Epoch 440/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2532 - g_loss: 0.9626 - d_accuracy: 0.6426Epoch 440: D Accuracy = 0.6071 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2552 - g_loss: 0.9615 - d_accuracy: 0.6413 Epoch 441/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 0.9612 - d_accuracy: 0.6482Epoch 441: D Accuracy = 0.6582 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2493 - g_loss: 0.9599 - d_accuracy: 0.6486 Epoch 442/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2594 - g_loss: 0.9551 - d_accuracy: 0.6352Epoch 442: D Accuracy = 0.6429 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2588 - g_loss: 0.9562 - d_accuracy: 0.6355 Epoch 443/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2553 - g_loss: 0.9598 - d_accuracy: 0.6377Epoch 443: D Accuracy = 0.6327 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2559 - g_loss: 0.9609 - d_accuracy: 0.6375 Epoch 444/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 0.9589 - d_accuracy: 0.6451Epoch 444: D Accuracy = 0.5969 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2552 - g_loss: 0.9590 - d_accuracy: 0.6434 Epoch 445/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 0.9727 - d_accuracy: 0.6476Epoch 445: D Accuracy = 0.6020 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2405 - g_loss: 0.9731 - d_accuracy: 0.6460 Epoch 446/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2570 - g_loss: 0.9574 - d_accuracy: 0.6324Epoch 446: D Accuracy = 0.6327 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2564 - g_loss: 0.9587 - d_accuracy: 0.6324 Epoch 447/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2493 - g_loss: 0.9677 - d_accuracy: 0.6478Epoch 447: D Accuracy = 0.6224 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2498 - g_loss: 0.9670 - d_accuracy: 0.6469 Epoch 448/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2448 - g_loss: 0.9732 - d_accuracy: 0.6509Epoch 448: D Accuracy = 0.6224 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2447 - g_loss: 0.9755 - d_accuracy: 0.6499 Epoch 449/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2510 - g_loss: 0.9601 - d_accuracy: 0.6451Epoch 449: D Accuracy = 0.6531 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2503 - g_loss: 0.9602 - d_accuracy: 0.6454 Epoch 450/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2422 - g_loss: 0.9713 - d_accuracy: 0.6500Epoch 450: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2435 - g_loss: 0.9679 - d_accuracy: 0.6497 Epoch 451/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2435 - g_loss: 0.9705 - d_accuracy: 0.6507Epoch 451: D Accuracy = 0.6786 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2437 - g_loss: 0.9682 - d_accuracy: 0.6517 Epoch 452/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2435 - g_loss: 0.9755 - d_accuracy: 0.6451Epoch 452: D Accuracy = 0.6327 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2440 - g_loss: 0.9762 - d_accuracy: 0.6447 Epoch 453/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2501 - g_loss: 0.9617 - d_accuracy: 0.6445Epoch 453: D Accuracy = 0.6276 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2503 - g_loss: 0.9584 - d_accuracy: 0.6439 Epoch 454/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2491 - g_loss: 0.9726 - d_accuracy: 0.6415Epoch 454: D Accuracy = 0.6327 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2487 - g_loss: 0.9743 - d_accuracy: 0.6412 Epoch 455/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 0.9651 - d_accuracy: 0.6432Epoch 455: D Accuracy = 0.6939 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2460 - g_loss: 0.9656 - d_accuracy: 0.6450 Epoch 456/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2439 - g_loss: 0.9663 - d_accuracy: 0.6466Epoch 456: D Accuracy = 0.6684 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2423 - g_loss: 0.9666 - d_accuracy: 0.6473 Epoch 457/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9724 - d_accuracy: 0.6449Epoch 457: D Accuracy = 0.6429 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2452 - g_loss: 0.9704 - d_accuracy: 0.6448 Epoch 458/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2363 - g_loss: 0.9784 - d_accuracy: 0.6568Epoch 458: D Accuracy = 0.6990 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2358 - g_loss: 0.9790 - d_accuracy: 0.6583 Epoch 459/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2406 - g_loss: 0.9747 - d_accuracy: 0.6541Epoch 459: D Accuracy = 0.6684 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2403 - g_loss: 0.9754 - d_accuracy: 0.6546 Epoch 460/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2399 - g_loss: 0.9740 - d_accuracy: 0.6538Epoch 460: D Accuracy = 0.6531 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2407 - g_loss: 0.9714 - d_accuracy: 0.6538 Epoch 461/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 0.9782 - d_accuracy: 0.6505Epoch 461: D Accuracy = 0.6224 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2339 - g_loss: 0.9790 - d_accuracy: 0.6495 Epoch 462/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2338 - g_loss: 0.9856 - d_accuracy: 0.6581Epoch 462: D Accuracy = 0.7347 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2318 - g_loss: 0.9841 - d_accuracy: 0.6609 Epoch 463/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2306 - g_loss: 0.9851 - d_accuracy: 0.6520Epoch 463: D Accuracy = 0.6633 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2303 - g_loss: 0.9816 - d_accuracy: 0.6524
Epoch 464/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2299 - g_loss: 0.9909 - d_accuracy: 0.6594Epoch 464: D Accuracy = 0.7092 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2276 - g_loss: 0.9909 - d_accuracy: 0.6611 Epoch 465/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2432 - g_loss: 0.9801 - d_accuracy: 0.6451Epoch 465: D Accuracy = 0.6837 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2411 - g_loss: 0.9840 - d_accuracy: 0.6465 Epoch 466/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 0.9809 - d_accuracy: 0.6504Epoch 466: D Accuracy = 0.5816 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2401 - g_loss: 0.9787 - d_accuracy: 0.6480 Epoch 467/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 0.9811 - d_accuracy: 0.6562Epoch 467: D Accuracy = 0.5969 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2381 - g_loss: 0.9845 - d_accuracy: 0.6541 Epoch 468/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2310 - g_loss: 0.9841 - d_accuracy: 0.6603Epoch 468: D Accuracy = 0.6888 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2304 - g_loss: 0.9834 - d_accuracy: 0.6614 Epoch 469/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2331 - g_loss: 0.9882 - d_accuracy: 0.6526Epoch 469: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2339 - g_loss: 0.9859 - d_accuracy: 0.6535 Epoch 470/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 0.9854 - d_accuracy: 0.6501Epoch 470: D Accuracy = 0.6633 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2382 - g_loss: 0.9885 - d_accuracy: 0.6506 Epoch 471/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2361 - g_loss: 0.9815 - d_accuracy: 0.6583Epoch 471: D Accuracy = 0.6480 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2367 - g_loss: 0.9834 - d_accuracy: 0.6579 Epoch 472/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 0.9875 - d_accuracy: 0.6545Epoch 472: D Accuracy = 0.6531 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2286 - g_loss: 0.9868 - d_accuracy: 0.6545 Epoch 473/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2459 - g_loss: 0.9737 - d_accuracy: 0.6467Epoch 473: D Accuracy = 0.7143 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2443 - g_loss: 0.9708 - d_accuracy: 0.6491 Epoch 474/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2310 - g_loss: 0.9863 - d_accuracy: 0.6616Epoch 474: D Accuracy = 0.6684 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2319 - g_loss: 0.9812 - d_accuracy: 0.6619 Epoch 475/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2283 - g_loss: 0.9905 - d_accuracy: 0.6587Epoch 475: D Accuracy = 0.6684 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2276 - g_loss: 0.9915 - d_accuracy: 0.6591 Epoch 476/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2311 - g_loss: 0.9837 - d_accuracy: 0.6624Epoch 476: D Accuracy = 0.6122 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2327 - g_loss: 0.9794 - d_accuracy: 0.6606 Epoch 477/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 0.9998 - d_accuracy: 0.6724Epoch 477: D Accuracy = 0.6327 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2229 - g_loss: 1.0008 - d_accuracy: 0.6710 Epoch 478/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 0.9828 - d_accuracy: 0.6548Epoch 478: D Accuracy = 0.6786 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2333 - g_loss: 0.9837 - d_accuracy: 0.6556 Epoch 479/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 0.9917 - d_accuracy: 0.6613Epoch 479: D Accuracy = 0.6276 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2296 - g_loss: 0.9922 - d_accuracy: 0.6601 Epoch 480/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2302 - g_loss: 0.9923 - d_accuracy: 0.6618Epoch 480: D Accuracy = 0.6582 27/27 [==============================] - 1s 39ms/step - d_loss: 1.2306 - g_loss: 0.9902 - d_accuracy: 0.6617 Epoch 481/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2300 - g_loss: 0.9919 - d_accuracy: 0.6562Epoch 481: D Accuracy = 0.6480 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2305 - g_loss: 0.9921 - d_accuracy: 0.6559 Epoch 482/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2354 - g_loss: 0.9834 - d_accuracy: 0.6567Epoch 482: D Accuracy = 0.6173 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2382 - g_loss: 0.9792 - d_accuracy: 0.6553 Epoch 483/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 0.9951 - d_accuracy: 0.6603Epoch 483: D Accuracy = 0.6633 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2291 - g_loss: 0.9971 - d_accuracy: 0.6604 Epoch 484/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2223 - g_loss: 0.9981 - d_accuracy: 0.6701Epoch 484: D Accuracy = 0.7449 27/27 [==============================] - 1s 34ms/step - d_loss: 1.2204 - g_loss: 0.9972 - d_accuracy: 0.6728 Epoch 485/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2279 - g_loss: 0.9932 - d_accuracy: 0.6572Epoch 485: D Accuracy = 0.6888 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2271 - g_loss: 0.9935 - d_accuracy: 0.6583 Epoch 486/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2282 - g_loss: 0.9934 - d_accuracy: 0.6599Epoch 486: D Accuracy = 0.6531 27/27 [==============================] - 1s 38ms/step - d_loss: 1.2276 - g_loss: 0.9940 - d_accuracy: 0.6596 Epoch 487/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2363 - g_loss: 0.9929 - d_accuracy: 0.6485Epoch 487: D Accuracy = 0.6071 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2364 - g_loss: 0.9975 - d_accuracy: 0.6470 Epoch 488/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 0.9980 - d_accuracy: 0.6617Epoch 488: D Accuracy = 0.6786 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2222 - g_loss: 0.9962 - d_accuracy: 0.6623 Epoch 489/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 0.9841 - d_accuracy: 0.6524Epoch 489: D Accuracy = 0.6684 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2373 - g_loss: 0.9808 - d_accuracy: 0.6529 Epoch 490/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 0.9941 - d_accuracy: 0.6614Epoch 490: D Accuracy = 0.5918 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2300 - g_loss: 0.9970 - d_accuracy: 0.6589 Epoch 491/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 0.9924 - d_accuracy: 0.6629Epoch 491: D Accuracy = 0.6276 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2302 - g_loss: 0.9920 - d_accuracy: 0.6616 Epoch 492/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2263 - g_loss: 0.9992 - d_accuracy: 0.6651Epoch 492: D Accuracy = 0.7194 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2237 - g_loss: 0.9998 - d_accuracy: 0.6670 Epoch 493/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2320 - g_loss: 0.9944 - d_accuracy: 0.6540Epoch 493: D Accuracy = 0.6122 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2348 - g_loss: 0.9941 - d_accuracy: 0.6525 Epoch 494/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2229 - g_loss: 0.9936 - d_accuracy: 0.6640Epoch 494: D Accuracy = 0.6633 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2220 - g_loss: 0.9956 - d_accuracy: 0.6640 Epoch 495/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2366 - g_loss: 0.9922 - d_accuracy: 0.6542Epoch 495: D Accuracy = 0.6786 27/27 [==============================] - 1s 37ms/step - d_loss: 1.2362 - g_loss: 0.9923 - d_accuracy: 0.6551
Epoch 496/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2189 - g_loss: 1.0025 - d_accuracy: 0.6696Epoch 496: D Accuracy = 0.5561 27/27 [==============================] - 1s 36ms/step - d_loss: 1.2224 - g_loss: 1.0027 - d_accuracy: 0.6656 Epoch 497/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2206 - g_loss: 0.9977 - d_accuracy: 0.6718Epoch 497: D Accuracy = 0.6888 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2212 - g_loss: 0.9944 - d_accuracy: 0.6724 Epoch 498/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2248 - g_loss: 1.0076 - d_accuracy: 0.6568Epoch 498: D Accuracy = 0.5612 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2276 - g_loss: 1.0129 - d_accuracy: 0.6534 Epoch 499/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2234 - g_loss: 0.9934 - d_accuracy: 0.6632Epoch 499: D Accuracy = 0.6990 27/27 [==============================] - 1s 35ms/step - d_loss: 1.2237 - g_loss: 0.9915 - d_accuracy: 0.6645 Epoch 500/500 27/27 [==============================] - ETA: 0s - d_loss: 1.2279 - g_loss: 1.0020 - d_accuracy: 0.6645 Class 15 — Epoch 500 preview:
Epoch 500: D Accuracy = 0.6378 27/27 [==============================] - 1s 42ms/step - d_loss: 1.2274 - g_loss: 1.0086 - d_accuracy: 0.6636 Saved final generator weights for class 0 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_0.h5 Saved final generator weights for class 1 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_1.h5 Saved final generator weights for class 2 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_2.h5 Saved final generator weights for class 3 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_3.h5 Saved final generator weights for class 4 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_4.h5 Saved final generator weights for class 5 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_5.h5 Saved final generator weights for class 6 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_6.h5 Saved final generator weights for class 7 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_7.h5 Saved final generator weights for class 8 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_8.h5 Saved final generator weights for class 9 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_9.h5 Saved final generator weights for class 10 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_10.h5 Saved final generator weights for class 11 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_11.h5 Saved final generator weights for class 12 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_12.h5 Saved final generator weights for class 13 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_13.h5 Saved final generator weights for class 14 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_14.h5 Saved final generator weights for class 15 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_15.h5
# === Final Save and Grid ===
def generate_and_save_grid_only(weights_dir, latent_dim=128, images_per_class=10, save_dir="(2)Generated_Grid_160_Final"):
os.makedirs(save_dir, exist_ok=True)
all_images = []
num_classes = 16 # You can change if needed
for class_idx in range(num_classes):
print(f"Loading generator weights for class {class_idx}...")
# Rebuild the generator and load its weights
generator = build_generator(latent_dim, channels=1)
weight_path = os.path.join(weights_dir, f"(2)final_generator_class_{class_idx}.h5")
generator.load_weights(weight_path)
# Generate images
noise = np.random.normal(0, 1, (images_per_class, latent_dim))
generated_images = generator.predict(noise)
generated_images = 0.5 * generated_images + 0.5 # Rescale to [0,1]
for i in range(images_per_class):
img = generated_images[i, :, :, 0]
all_images.append(img)
# Save a grid of all generated images
fig, axes = plt.subplots(num_classes, images_per_class, figsize=(images_per_class, num_classes))
fig.suptitle("DCGAN Generated Grid (Final or Best Weights)", fontsize=16)
for i, ax in enumerate(axes.flat):
ax.imshow(all_images[i], cmap='gray')
ax.axis('off')
grid_path = os.path.join(save_dir, "(2)new_grid_160images.png")
plt.tight_layout()
plt.savefig(grid_path)
plt.show()
print(f"Grid of 160 images saved at: {grid_path}")
def plot_loss_history(histories):
for class_idx, history in histories.items():
g_loss = history.history['g_loss']
d_loss = history.history['d_loss']
d_acc = history.history.get('d_accuracy', None)
epochs_range = range(1, len(g_loss) + 1)
plt.figure(figsize=(12, 4))
plt.subplot(1, 2, 1)
plt.plot(epochs_range, d_loss, label="Discriminator Loss")
plt.plot(epochs_range, g_loss, label="Generator Loss")
plt.title(f"Loss — Class {class_idx}")
plt.xlabel("Epochs")
plt.ylabel("Loss")
plt.legend()
plt.grid(True)
if d_acc is not None:
plt.subplot(1, 2, 2)
plt.plot(epochs_range, d_acc, label="Discriminator Accuracy", color='green')
plt.title(f"Discriminator Accuracy — Class {class_idx}")
plt.xlabel("Epochs")
plt.ylabel("Accuracy")
plt.grid(True)
plt.legend()
plt.tight_layout()
plt.show()
for class_idx, dcgan in dcgan_models.items():
gen = dcgan.generator
weight_path = os.path.join(final_save_dir, f"(2)final_generator_class_{class_idx}.h5")
gen.save_weights(weight_path)
print(f"Saved generator weights for class {class_idx} to {weight_path}")
Saved generator weights for class 0 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_0.h5 Saved generator weights for class 1 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_1.h5 Saved generator weights for class 2 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_2.h5 Saved generator weights for class 3 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_3.h5 Saved generator weights for class 4 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_4.h5 Saved generator weights for class 5 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_5.h5 Saved generator weights for class 6 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_6.h5 Saved generator weights for class 7 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_7.h5 Saved generator weights for class 8 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_8.h5 Saved generator weights for class 9 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_9.h5 Saved generator weights for class 10 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_10.h5 Saved generator weights for class 11 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_11.h5 Saved generator weights for class 12 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_12.h5 Saved generator weights for class 13 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_13.h5 Saved generator weights for class 14 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_14.h5 Saved generator weights for class 15 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_15.h5
plt.plot(history.history['d_accuracy'])
plt.title("Discriminator Accuracy over Epochs")
plt.xlabel("Epoch")
plt.ylabel("Accuracy")
plt.grid(True)
plt.show()
plot_loss_history(histories)
generate_and_save_grid_only(weights_dir="(2)16Models_saved_generators_epochs(last)")
Loading generator weights for class 0... 1/1 [==============================] - 0s 106ms/step Loading generator weights for class 1... 1/1 [==============================] - 0s 105ms/step Loading generator weights for class 2... 1/1 [==============================] - 0s 109ms/step Loading generator weights for class 3... 1/1 [==============================] - 0s 135ms/step Loading generator weights for class 4... 1/1 [==============================] - 0s 108ms/step Loading generator weights for class 5... 1/1 [==============================] - 0s 127ms/step Loading generator weights for class 6... 1/1 [==============================] - 0s 118ms/step Loading generator weights for class 7... 1/1 [==============================] - 0s 104ms/step Loading generator weights for class 8... 1/1 [==============================] - 0s 107ms/step Loading generator weights for class 9... 1/1 [==============================] - 0s 103ms/step Loading generator weights for class 10... 1/1 [==============================] - 0s 108ms/step Loading generator weights for class 11... 1/1 [==============================] - 0s 100ms/step Loading generator weights for class 12... 1/1 [==============================] - 0s 103ms/step Loading generator weights for class 13... 1/1 [==============================] - 0s 103ms/step Loading generator weights for class 14... 1/1 [==============================] - 0s 103ms/step Loading generator weights for class 15... 1/1 [==============================] - 0s 105ms/step
Grid of 160 images saved at: (2)Generated_Grid_160_Final\(2)new_grid_160images.png
generate_and_save_grid_only(weights_dir="(2)16Models_saved_generators_epochs")
Loading generator weights for class 0... 1/1 [==============================] - 0s 99ms/step Loading generator weights for class 1... 1/1 [==============================] - 0s 99ms/step Loading generator weights for class 2... 1/1 [==============================] - 0s 105ms/step Loading generator weights for class 3... 1/1 [==============================] - 0s 111ms/step Loading generator weights for class 4... 1/1 [==============================] - 0s 104ms/step Loading generator weights for class 5... 1/1 [==============================] - 0s 98ms/step Loading generator weights for class 6... 1/1 [==============================] - 0s 100ms/step Loading generator weights for class 7... 1/1 [==============================] - 0s 99ms/step Loading generator weights for class 8... 1/1 [==============================] - 0s 102ms/step Loading generator weights for class 9... 1/1 [==============================] - 0s 98ms/step Loading generator weights for class 10... 1/1 [==============================] - 0s 97ms/step Loading generator weights for class 11... 1/1 [==============================] - 0s 97ms/step Loading generator weights for class 12... 1/1 [==============================] - 0s 97ms/step Loading generator weights for class 13... 1/1 [==============================] - 0s 100ms/step Loading generator weights for class 14... 1/1 [==============================] - 0s 98ms/step Loading generator weights for class 15... 1/1 [==============================] - 0s 99ms/step
Grid of 160 images saved at: (2)Generated_Grid_160_Final\(2)new_grid_160images.png
def load_dcgan_models_from_weights(weight_dir, latent_dim=128):
dcgan_models = {}
for class_idx in range(16):
generator = build_generator(latent_dim, channels=1)
weight_path = os.path.join(weight_dir, f"(2)best_generator_class_{class_idx}.h5")
if not os.path.exists(weight_path): # Try loading final weights if best not found
weight_path = os.path.join(weight_dir, f"(2)final_generator_class_{class_idx}.h5")
generator.load_weights(weight_path)
# Wrap inside dummy DCGAN model structure
dcgan = tf.keras.models.Model()
dcgan.generator = generator
dcgan_models[class_idx] = dcgan
return dcgan_models
# For final weights
dcgan_models_final = load_dcgan_models_from_weights("(2)16Models_saved_generators_epochs(last)")
generate_word_from_models(dcgan_models_final, "DEEP LEANING") # Final weights
Skipping ' ' — not trained.
# For final weights
dcgan_models_final = load_dcgan_models_from_weights("(2)16Models_saved_generators_epochs(last)")
generate_word_from_models(dcgan_models_final, "DEEP LEANING") # Final weights
--------------------------------------------------------------------------- NameError Traceback (most recent call last) Cell In[43], line 3 1 # For final weights 2 dcgan_models_final = load_dcgan_models_from_weights("(2)16Models_saved_generators_epochs(last)") ----> 3 generate_word_from_models(dcgan_models_final, "DEEP LEANING") NameError: name 'generate_word_from_models' is not defined
generate_word_from_models(dcgan_models, "DEEPLEARNING", latent_dim=128)
generate_word_from_models(dcgan_models, "DAAA", latent_dim=128)
Skipping 'R' — not trained.
import os
import numpy as np
import matplotlib.pyplot as plt
def save_10_images_per_class(weights_dir, latent_dim=128, images_per_class=10, base_save_dir="MULTIDCGAN_FINAL"):
os.makedirs(base_save_dir, exist_ok=True)
num_classes = 16
for class_idx in range(num_classes):
print(f"Generating images for class {class_idx}...")
# Create class-specific folder
class_dir = os.path.join(base_save_dir, f"class_{class_idx}")
os.makedirs(class_dir, exist_ok=True)
# Rebuild generator and load weights
generator = build_generator(latent_dim, channels=1)
weight_path = os.path.join(weights_dir, f"(2)final_generator_class_{class_idx}.h5")
if not os.path.exists(weight_path):
print(f" Skipping class {class_idx} — file not found: {weight_path}")
continue
generator.load_weights(weight_path)
# Generate images
noise = np.random.normal(0, 1, (images_per_class, latent_dim))
generated_images = generator.predict(noise, verbose=0)
generated_images = 0.5 * generated_images + 0.5 # Rescale from [-1,1] to [0,1]
# Save each image
for i in range(images_per_class):
img = generated_images[i, :, :, 0] # Grayscale
img_path = os.path.join(class_dir, f"class{class_idx}_img{i+1}.png")
plt.imsave(img_path, img, cmap='gray')
print(f"Saved 10 images to {class_dir}")
print("All class images saved to MULTIDCGAN_FINAL.")
save_10_images_per_class(weights_dir="(2)16Models_saved_generators_epochs(last)")
Generating images for class 0... Saved 10 images to MULTIDCGAN_FINAL\class_0 Generating images for class 1... Saved 10 images to MULTIDCGAN_FINAL\class_1 Generating images for class 2... Saved 10 images to MULTIDCGAN_FINAL\class_2 Generating images for class 3... Saved 10 images to MULTIDCGAN_FINAL\class_3 Generating images for class 4... Saved 10 images to MULTIDCGAN_FINAL\class_4 Generating images for class 5... Saved 10 images to MULTIDCGAN_FINAL\class_5 Generating images for class 6... Saved 10 images to MULTIDCGAN_FINAL\class_6 Generating images for class 7... Saved 10 images to MULTIDCGAN_FINAL\class_7 Generating images for class 8... Saved 10 images to MULTIDCGAN_FINAL\class_8 Generating images for class 9... Saved 10 images to MULTIDCGAN_FINAL\class_9 Generating images for class 10... Saved 10 images to MULTIDCGAN_FINAL\class_10 Generating images for class 11... Saved 10 images to MULTIDCGAN_FINAL\class_11 Generating images for class 12... Saved 10 images to MULTIDCGAN_FINAL\class_12 Generating images for class 13... Saved 10 images to MULTIDCGAN_FINAL\class_13 Generating images for class 14... Saved 10 images to MULTIDCGAN_FINAL\class_14 Generating images for class 15... Saved 10 images to MULTIDCGAN_FINAL\class_15 All class images saved to MULTIDCGAN_FINAL.